[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary":3,"summaries-facets-categories":103,"summary-related-7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary":7701},{"id":4,"title":5,"ai":6,"body":13,"categories":66,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":71,"navigation":85,"path":86,"published_at":87,"question":68,"scraped_at":87,"seo":88,"sitemap":89,"source_id":90,"source_name":91,"source_type":92,"source_url":93,"stem":94,"tags":95,"thumbnail_url":68,"tldr":100,"tweet":68,"unknown_tags":101,"__hash__":102},"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":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5179,585,3633,0.00217225,{"type":14,"value":15,"toc":59},"minimark",[16,21,25,29,32,49,52,56],[17,18,20],"h2",{"id":19},"from-productivity-tool-to-operating-model","From Productivity Tool to Operating Model",[22,23,24],"p",{},"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.",[17,26,28],{"id":27},"standardizing-expertise-via-custom-agents","Standardizing Expertise via Custom Agents",[22,30,31],{},"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:",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"AI Client Communication:"," An agent that enforces professional tone, structure, and clarity in client-facing drafts.",[36,44,45,48],{},[39,46,47],{},"Booking Assistant (SKR03 & SKR04):"," A specialized tool for classifying and preparing complex booking questions.",[22,50,51],{},"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.",[17,53,55],{"id":54},"orchestrating-proactive-workflows","Orchestrating Proactive Workflows",[22,57,58],{},"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":60,"searchDepth":61,"depth":61,"links":62},"",2,[63,64,65],{"id":19,"depth":61,"text":20},{"id":27,"depth":61,"text":28},{"id":54,"depth":61,"text":55},[67],"AI Automation",null,"md",false,{"content_references":72,"triage":80},[73,78],{"type":74,"title":75,"publisher":76,"context":77},"tool","ChatGPT Enterprise","OpenAI","recommended",{"type":74,"title":79,"publisher":76,"context":77},"ChatGPT Work",{"relevance":81,"novelty":82,"quality":82,"actionability":82,"composite":83,"reasoning":84},5,4,4.35,"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.",true,"\u002Fsummaries\u002F7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary","2026-08-08 03:10:15",{"title":5,"description":60},{"loc":86},"7347f06e7c916544","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fhsp-gruppe","summaries\u002F7347f06e7c916544-scaling-ai-in-professional-services-the-hsp-gruppe-summary",[96,97,98,99],"ai-tools","automation","product-strategy","saas","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",[104,107,110,112,115,117,119,122,124,126,128,130,133,136,138,140,142,144,147,149,151,153,155,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,395,397,399,401,403,405,407,409,411,413,415,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,451,453,455,457,459,461,463,465,467,469,471,473,475,477,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,549,551,553,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,595,597,599,601,603,605,607,609,611,613,615,617,619,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,931,933,935,937,939,942,944,946,948,950,952,954,956,958,960,962,964,966,968,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509,7511,7513,7515,7517,7519,7521,7523,7525,7527,7529,7531,7533,7535,7537,7539,7541,7543,7545,7547,7549,7551,7553,7555,7557,7559,7561,7563,7565,7567,7569,7571,7573,7575,7577,7579,7581,7583,7585,7587,7589,7591,7593,7595,7597,7599,7601,7603,7605,7607,7609,7611,7613,7615,7617,7619,7621,7623,7625,7627,7629,7631,7633,7635,7637,7639,7641,7643,7645,7647,7649,7651,7653,7655,7657,7659,7661,7663,7665,7667,7669,7671,7673,7675,7677,7679,7681,7683,7685,7687,7689,7691,7693,7695,7697,7699],{"categories":105},[106],"AI & LLMs",{"categories":108},[109],"Developer Productivity",{"categories":111},[106],{"categories":113},[114],"Business & SaaS",{"categories":116},[106],{"categories":118},[67],{"categories":120},[121],"Product Strategy",{"categories":123},[67],{"categories":125},[106],{"categories":127},[109],{"categories":129},[67],{"categories":131},[132],"Software Engineering",{"categories":134},[135],"Data Science & Visualization",{"categories":137},[106],{"categories":139},[114],{"categories":141},[],{"categories":143},[106],{"categories":145},[146],"Inference & Serving",{"categories":148},[106],{"categories":150},[106],{"categories":152},[67],{"categories":154},[],{"categories":156},[157],"AI News & Trends",{"categories":159},[135],{"categories":161},[67],{"categories":163},[106],{"categories":165},[106],{"categories":167},[106],{"categories":169},[114],{"categories":171},[109],{"categories":173},[106],{"categories":175},[67],{"categories":177},[157],{"categories":179},[106],{"categories":181},[67],{"categories":183},[67],{"categories":185},[106],{"categories":187},[106],{"categories":189},[67],{"categories":191},[106],{"categories":193},[106],{"categories":195},[106],{"categories":197},[114],{"categories":199},[67],{"categories":201},[157],{"categories":203},[106],{"categories":205},[106],{"categories":207},[106],{"categories":209},[],{"categories":211},[212],"Design & Frontend",{"categories":214},[106],{"categories":216},[135],{"categories":218},[106],{"categories":220},[157],{"categories":222},[106],{"categories":224},[106],{"categories":226},[106],{"categories":228},[],{"categories":230},[106],{"categories":232},[106],{"categories":234},[67],{"categories":236},[132],{"categories":238},[106],{"categories":240},[67],{"categories":242},[106],{"categories":244},[245],"Marketing & Growth",{"categories":247},[212],{"categories":249},[106],{"categories":251},[67],{"categories":253},[106],{"categories":255},[106],{"categories":257},[132],{"categories":259},[106],{"categories":261},[],{"categories":263},[],{"categories":265},[212],{"categories":267},[106],{"categories":269},[67],{"categories":271},[109],{"categories":273},[132],{"categories":275},[67],{"categories":277},[212],{"categories":279},[106],{"categories":281},[121],{"categories":283},[106],{"categories":285},[132],{"categories":287},[288],"DevOps & Cloud",{"categories":290},[67],{"categories":292},[121],{"categories":294},[157],{"categories":296},[106],{"categories":298},[],{"categories":300},[106],{"categories":302},[106],{"categories":304},[106],{"categories":306},[],{"categories":308},[67],{"categories":310},[132],{"categories":312},[],{"categories":314},[132],{"categories":316},[67],{"categories":318},[106],{"categories":320},[212],{"categories":322},[323],"Governance & Standards",{"categories":325},[114],{"categories":327},[],{"categories":329},[106],{"categories":331},[],{"categories":333},[106],{"categories":335},[106],{"categories":337},[67],{"categories":339},[67],{"categories":341},[106],{"categories":343},[106],{"categories":345},[67],{"categories":347},[106],{"categories":349},[106],{"categories":351},[106],{"categories":353},[],{"categories":355},[132],{"categories":357},[],{"categories":359},[],{"categories":361},[106],{"categories":363},[132],{"categories":365},[],{"categories":367},[132],{"categories":369},[106],{"categories":371},[67],{"categories":373},[106],{"categories":375},[245],{"categories":377},[106],{"categories":379},[106],{"categories":381},[106],{"categories":383},[212],{"categories":385},[212],{"categories":387},[106],{"categories":389},[132],{"categories":391},[67],{"categories":393},[394],"GovTech & Public-Sector Adoption",{"categories":396},[132],{"categories":398},[106],{"categories":400},[106],{"categories":402},[106],{"categories":404},[67],{"categories":406},[67],{"categories":408},[135],{"categories":410},[106],{"categories":412},[157],{"categories":414},[67],{"categories":416},[417],"Legal AI Tools",{"categories":419},[106],{"categories":421},[67],{"categories":423},[106],{"categories":425},[245],{"categories":427},[67],{"categories":429},[121],{"categories":431},[106],{"categories":433},[132],{"categories":435},[394],{"categories":437},[],{"categories":439},[67],{"categories":441},[],{"categories":443},[114],{"categories":445},[67],{"categories":447},[67],{"categories":449},[450],"RAG & Retrieval",{"categories":452},[114],{"categories":454},[106],{"categories":456},[132],{"categories":458},[132],{"categories":460},[288],{"categories":462},[212],{"categories":464},[67],{"categories":466},[106],{"categories":468},[106],{"categories":470},[106],{"categories":472},[106],{"categories":474},[],{"categories":476},[67],{"categories":478},[479],"Agents & Orchestration",{"categories":481},[132],{"categories":483},[106],{"categories":485},[],{"categories":487},[67],{"categories":489},[114],{"categories":491},[],{"categories":493},[106],{"categories":495},[],{"categories":497},[106],{"categories":499},[109],{"categories":501},[132],{"categories":503},[114],{"categories":505},[106],{"categories":507},[106],{"categories":509},[106],{"categories":511},[67],{"categories":513},[106],{"categories":515},[106],{"categories":517},[157],{"categories":519},[106],{"categories":521},[],{"categories":523},[106],{"categories":525},[106],{"categories":527},[],{"categories":529},[106],{"categories":531},[132],{"categories":533},[106],{"categories":535},[67],{"categories":537},[135],{"categories":539},[],{"categories":541},[106],{"categories":543},[106],{"categories":545},[212],{"categories":547},[548],"Models & Frontier Labs",{"categories":550},[],{"categories":552},[212],{"categories":554},[555],"Regulation & Governance of AI",{"categories":557},[121],{"categories":559},[67],{"categories":561},[],{"categories":563},[106],{"categories":565},[106],{"categories":567},[67],{"categories":569},[67],{"categories":571},[157],{"categories":573},[106],{"categories":575},[114],{"categories":577},[106],{"categories":579},[67],{"categories":581},[],{"categories":583},[132],{"categories":585},[67],{"categories":587},[106],{"categories":589},[121],{"categories":591},[106],{"categories":593},[594],"AI Policy & Regulation",{"categories":596},[],{"categories":598},[106],{"categories":600},[67],{"categories":602},[67],{"categories":604},[121],{"categories":606},[67],{"categories":608},[106],{"categories":610},[106],{"categories":612},[106],{"categories":614},[67],{"categories":616},[],{"categories":618},[135],{"categories":620},[621],"Evals & Reliability",{"categories":623},[106],{"categories":625},[106],{"categories":627},[],{"categories":629},[135],{"categories":631},[109],{"categories":633},[394],{"categories":635},[594],{"categories":637},[106],{"categories":639},[106],{"categories":641},[114],{"categories":643},[106],{"categories":645},[67],{"categories":647},[106],{"categories":649},[67],{"categories":651},[479],{"categories":653},[106],{"categories":655},[132],{"categories":657},[106],{"categories":659},[106],{"categories":661},[],{"categories":663},[212],{"categories":665},[],{"categories":667},[106],{"categories":669},[106],{"categories":671},[394],{"categories":673},[106],{"categories":675},[106],{"categories":677},[106],{"categories":679},[],{"categories":681},[106],{"categories":683},[212],{"categories":685},[132],{"categories":687},[],{"categories":689},[106],{"categories":691},[],{"categories":693},[67],{"categories":695},[106],{"categories":697},[212],{"categories":699},[],{"categories":701},[106],{"categories":703},[106],{"categories":705},[135],{"categories":707},[67],{"categories":709},[106],{"categories":711},[114],{"categories":713},[67],{"categories":715},[106],{"categories":717},[106],{"categories":719},[132],{"categories":721},[212],{"categories":723},[106],{"categories":725},[67],{"categories":727},[],{"categories":729},[132],{"categories":731},[67],{"categories":733},[135],{"categories":735},[],{"categories":737},[106],{"categories":739},[157],{"categories":741},[106],{"categories":743},[],{"categories":745},[106],{"categories":747},[106],{"categories":749},[106],{"categories":751},[114,245],{"categories":753},[],{"categories":755},[132],{"categories":757},[106],{"categories":759},[106],{"categories":761},[67],{"categories":763},[106],{"categories":765},[106],{"categories":767},[],{"categories":769},[],{"categories":771},[106],{"categories":773},[106],{"categories":775},[212],{"categories":777},[106],{"categories":779},[],{"categories":781},[106],{"categories":783},[288],{"categories":785},[],{"categories":787},[67],{"categories":789},[157],{"categories":791},[106],{"categories":793},[114],{"categories":795},[106],{"categories":797},[132],{"categories":799},[212],{"categories":801},[],{"categories":803},[106],{"categories":805},[157],{"categories":807},[106],{"categories":809},[146],{"categories":811},[106],{"categories":813},[106],{"categories":815},[67],{"categories":817},[157],{"categories":819},[548],{"categories":821},[106],{"categories":823},[245],{"categories":825},[],{"categories":827},[67],{"categories":829},[114],{"categories":831},[132],{"categories":833},[106],{"categories":835},[67],{"categories":837},[],{"categories":839},[106,288],{"categories":841},[106],{"categories":843},[106],{"categories":845},[106],{"categories":847},[67],{"categories":849},[106,132],{"categories":851},[135],{"categories":853},[106],{"categories":855},[106],{"categories":857},[106],{"categories":859},[132],{"categories":861},[106],{"categories":863},[67],{"categories":865},[67],{"categories":867},[594],{"categories":869},[245],{"categories":871},[106],{"categories":873},[67],{"categories":875},[106],{"categories":877},[106],{"categories":879},[67],{"categories":881},[],{"categories":883},[67],{"categories":885},[106],{"categories":887},[106],{"categories":889},[67],{"categories":891},[106],{"categories":893},[106,114],{"categories":895},[106],{"categories":897},[106],{"categories":899},[114],{"categories":901},[],{"categories":903},[212],{"categories":905},[212],{"categories":907},[106],{"categories":909},[],{"categories":911},[],{"categories":913},[106],{"categories":915},[157],{"categories":917},[],{"categories":919},[109],{"categories":921},[106],{"categories":923},[132],{"categories":925},[67],{"categories":927},[106],{"categories":929},[930],"Generative UI & Design-to-Code",{"categories":932},[106],{"categories":934},[106],{"categories":936},[212],{"categories":938},[106],{"categories":940},[941],"Algorithmic Accountability",{"categories":943},[67],{"categories":945},[132],{"categories":947},[157],{"categories":949},[212],{"categories":951},[106],{"categories":953},[],{"categories":955},[121],{"categories":957},[106],{"categories":959},[106],{"categories":961},[106],{"categories":963},[106],{"categories":965},[106],{"categories":967},[67],{"categories":969},[970],"MLOps & Infrastructure",{"categories":972},[106],{"categories":974},[106],{"categories":976},[106],{"categories":978},[106],{"categories":980},[106],{"categories":982},[132],{"categories":984},[157],{"categories":986},[106],{"categories":988},[106],{"categories":990},[121],{"categories":992},[109],{"categories":994},[106],{"categories":996},[67],{"categories":998},[288],{"categories":1000},[106],{"categories":1002},[114],{"categories":1004},[106],{"categories":1006},[212],{"categories":1008},[106],{"categories":1010},[121],{"categories":1012},[106],{"categories":1014},[67],{"categories":1016},[],{"categories":1018},[],{"categories":1020},[106],{"categories":1022},[146],{"categories":1024},[212],{"categories":1026},[157],{"categories":1028},[135],{"categories":1030},[],{"categories":1032},[106],{"categories":1034},[106],{"categories":1036},[114],{"categories":1038},[67],{"categories":1040},[106],{"categories":1042},[106],{"categories":1044},[106],{"categories":1046},[106],{"categories":1048},[106],{"categories":1050},[157],{"categories":1052},[146],{"categories":1054},[106],{"categories":1056},[212],{"categories":1058},[106],{"categories":1060},[],{"categories":1062},[67],{"categories":1064},[132],{"categories":1066},[],{"categories":1068},[106],{"categories":1070},[106],{"categories":1072},[67],{"categories":1074},[132],{"categories":1076},[106],{"categories":1078},[135],{"categories":1080},[212],{"categories":1082},[],{"categories":1084},[106],{"categories":1086},[],{"categories":1088},[106],{"categories":1090},[],{"categories":1092},[106],{"categories":1094},[106],{"categories":1096},[121],{"categories":1098},[114],{"categories":1100},[67],{"categories":1102},[67],{"categories":1104},[132],{"categories":1106},[],{"categories":1108},[106],{"categories":1110},[109],{"categories":1112},[106],{"categories":1114},[106],{"categories":1116},[114],{"categories":1118},[157],{"categories":1120},[109],{"categories":1122},[],{"categories":1124},[106],{"categories":1126},[],{"categories":1128},[106],{"categories":1130},[],{"categories":1132},[106],{"categories":1134},[157],{"categories":1136},[157],{"categories":1138},[],{"categories":1140},[479],{"categories":1142},[106],{"categories":1144},[212],{"categories":1146},[132],{"categories":1148},[],{"categories":1150},[417],{"categories":1152},[67],{"categories":1154},[67],{"categories":1156},[114],{"categories":1158},[106],{"categories":1160},[],{"categories":1162},[],{"categories":1164},[109],{"categories":1166},[135],{"categories":1168},[],{"categories":1170},[245],{"categories":1172},[67],{"categories":1174},[114],{"categories":1176},[67],{"categories":1178},[106],{"categories":1180},[114],{"categories":1182},[106],{"categories":1184},[132],{"categories":1186},[],{"categories":1188},[146],{"categories":1190},[121],{"categories":1192},[106],{"categories":1194},[212],{"categories":1196},[132],{"categories":1198},[114],{"categories":1200},[106],{"categories":1202},[132],{"categories":1204},[106],{"categories":1206},[67],{"categories":1208},[114],{"categories":1210},[106],{"categories":1212},[106],{"categories":1214},[106],{"categories":1216},[106],{"categories":1218},[106],{"categories":1220},[106],{"categories":1222},[],{"categories":1224},[],{"categories":1226},[132],{"categories":1228},[135],{"categories":1230},[121],{"categories":1232},[106],{"categories":1234},[67],{"categories":1236},[132],{"categories":1238},[132],{"categories":1240},[106],{"categories":1242},[],{"categories":1244},[106],{"categories":1246},[157],{"categories":1248},[121],{"categories":1250},[121],{"categories":1252},[132],{"categories":1254},[106],{"categories":1256},[621],{"categories":1258},[288],{"categories":1260},[],{"categories":1262},[67],{"categories":1264},[106],{"categories":1266},[109],{"categories":1268},[],{"categories":1270},[109],{"categories":1272},[],{"categories":1274},[106],{"categories":1276},[106],{"categories":1278},[106],{"categories":1280},[212],{"categories":1282},[245],{"categories":1284},[121],{"categories":1286},[106],{"categories":1288},[132],{"categories":1290},[106],{"categories":1292},[67],{"categories":1294},[],{"categories":1296},[132],{"categories":1298},[106],{"categories":1300},[109],{"categories":1302},[],{"categories":1304},[114],{"categories":1306},[106],{"categories":1308},[106],{"categories":1310},[157],{"categories":1312},[106,288],{"categories":1314},[106],{"categories":1316},[1317],"Design Systems for AI",{"categories":1319},[106],{"categories":1321},[106],{"categories":1323},[157],{"categories":1325},[106],{"categories":1327},[106],{"categories":1329},[106],{"categories":1331},[114],{"categories":1333},[106],{"categories":1335},[106],{"categories":1337},[106],{"categories":1339},[],{"categories":1341},[106],{"categories":1343},[106],{"categories":1345},[114],{"categories":1347},[106],{"categories":1349},[],{"categories":1351},[67],{"categories":1353},[67],{"categories":1355},[132],{"categories":1357},[106],{"categories":1359},[157],{"categories":1361},[132],{"categories":1363},[106],{"categories":1365},[212],{"categories":1367},[157],{"categories":1369},[135],{"categories":1371},[106],{"categories":1373},[106],{"categories":1375},[106],{"categories":1377},[106],{"categories":1379},[67],{"categories":1381},[109],{"categories":1383},[594],{"categories":1385},[106],{"categories":1387},[106],{"categories":1389},[67],{"categories":1391},[106],{"categories":1393},[132],{"categories":1395},[106],{"categories":1397},[132],{"categories":1399},[],{"categories":1401},[212],{"categories":1403},[],{"categories":1405},[106],{"categories":1407},[67],{"categories":1409},[121],{"categories":1411},[],{"categories":1413},[114],{"categories":1415},[106],{"categories":1417},[],{"categories":1419},[212],{"categories":1421},[132],{"categories":1423},[67],{"categories":1425},[132],{"categories":1427},[106],{"categories":1429},[212],{"categories":1431},[106],{"categories":1433},[132],{"categories":1435},[106],{"categories":1437},[106],{"categories":1439},[212],{"categories":1441},[],{"categories":1443},[],{"categories":1445},[157],{"categories":1447},[67],{"categories":1449},[67],{"categories":1451},[106],{"categories":1453},[67],{"categories":1455},[106],{"categories":1457},[106],{"categories":1459},[106],{"categories":1461},[106],{"categories":1463},[106],{"categories":1465},[106],{"categories":1467},[114],{"categories":1469},[121],{"categories":1471},[106],{"categories":1473},[106],{"categories":1475},[],{"categories":1477},[132],{"categories":1479},[132],{"categories":1481},[106],{"categories":1483},[132],{"categories":1485},[114],{"categories":1487},[],{"categories":1489},[106],{"categories":1491},[106],{"categories":1493},[212],{"categories":1495},[106],{"categories":1497},[106],{"categories":1499},[106],{"categories":1501},[67],{"categories":1503},[109],{"categories":1505},[114],{"categories":1507},[106],{"categories":1509},[67],{"categories":1511},[157],{"categories":1513},[67],{"categories":1515},[146],{"categories":1517},[245],{"categories":1519},[106],{"categories":1521},[67],{"categories":1523},[106],{"categories":1525},[106],{"categories":1527},[106],{"categories":1529},[106],{"categories":1531},[],{"categories":1533},[212],{"categories":1535},[],{"categories":1537},[106],{"categories":1539},[106],{"categories":1541},[],{"categories":1543},[106],{"categories":1545},[106],{"categories":1547},[132],{"categories":1549},[114],{"categories":1551},[1552],"Visual & Generative Media",{"categories":1554},[67],{"categories":1556},[],{"categories":1558},[106],{"categories":1560},[106],{"categories":1562},[132],{"categories":1564},[106],{"categories":1566},[288],{"categories":1568},[106],{"categories":1570},[135],{"categories":1572},[594],{"categories":1574},[132],{"categories":1576},[245],{"categories":1578},[106],{"categories":1580},[121],{"categories":1582},[212],{"categories":1584},[106],{"categories":1586},[106],{"categories":1588},[132],{"categories":1590},[67],{"categories":1592},[106],{"categories":1594},[],{"categories":1596},[],{"categories":1598},[67],{"categories":1600},[132],{"categories":1602},[109],{"categories":1604},[67],{"categories":1606},[548],{"categories":1608},[106],{"categories":1610},[121],{"categories":1612},[106],{"categories":1614},[114],{"categories":1616},[],{"categories":1618},[106],{"categories":1620},[121],{"categories":1622},[106],{"categories":1624},[106],{"categories":1626},[106],{"categories":1628},[121],{"categories":1630},[106],{"categories":1632},[106],{"categories":1634},[245],{"categories":1636},[106],{"categories":1638},[479],{"categories":1640},[132],{"categories":1642},[67],{"categories":1644},[106],{"categories":1646},[67],{"categories":1648},[106],{"categories":1650},[106],{"categories":1652},[67],{"categories":1654},[106],{"categories":1656},[106],{"categories":1658},[106],{"categories":1660},[67],{"categories":1662},[106],{"categories":1664},[212],{"categories":1666},[67],{"categories":1668},[],{"categories":1670},[67],{"categories":1672},[106],{"categories":1674},[],{"categories":1676},[288],{"categories":1678},[132],{"categories":1680},[],{"categories":1682},[548],{"categories":1684},[106],{"categories":1686},[67],{"categories":1688},[67],{"categories":1690},[106],{"categories":1692},[212,106],{"categories":1694},[106],{"categories":1696},[109],{"categories":1698},[106],{"categories":1700},[67],{"categories":1702},[212],{"categories":1704},[],{"categories":1706},[106],{"categories":1708},[109],{"categories":1710},[106],{"categories":1712},[1713],"Medical Imaging & Radiology",{"categories":1715},[106],{"categories":1717},[106],{"categories":1719},[106],{"categories":1721},[212],{"categories":1723},[67],{"categories":1725},[67],{"categories":1727},[132],{"categories":1729},[],{"categories":1731},[106],{"categories":1733},[106],{"categories":1735},[106],{"categories":1737},[],{"categories":1739},[],{"categories":1741},[106],{"categories":1743},[106],{"categories":1745},[479],{"categories":1747},[106],{"categories":1749},[109],{"categories":1751},[106],{"categories":1753},[106],{"categories":1755},[],{"categories":1757},[67],{"categories":1759},[106],{"categories":1761},[121],{"categories":1763},[132],{"categories":1765},[106],{"categories":1767},[67],{"categories":1769},[479],{"categories":1771},[106],{"categories":1773},[67],{"categories":1775},[106],{"categories":1777},[106],{"categories":1779},[106],{"categories":1781},[106],{"categories":1783},[212],{"categories":1785},[67],{"categories":1787},[288],{"categories":1789},[212],{"categories":1791},[114],{"categories":1793},[67],{"categories":1795},[157],{"categories":1797},[106],{"categories":1799},[106],{"categories":1801},[121],{"categories":1803},[106],{"categories":1805},[106],{"categories":1807},[106],{"categories":1809},[106],{"categories":1811},[106],{"categories":1813},[67],{"categories":1815},[106],{"categories":1817},[132],{"categories":1819},[132],{"categories":1821},[106],{"categories":1823},[121],{"categories":1825},[],{"categories":1827},[157],{"categories":1829},[],{"categories":1831},[121],{"categories":1833},[67],{"categories":1835},[106],{"categories":1837},[106],{"categories":1839},[67],{"categories":1841},[106],{"categories":1843},[1317],{"categories":1845},[106],{"categories":1847},[1317],{"categories":1849},[212],{"categories":1851},[106],{"categories":1853},[106],{"categories":1855},[106],{"categories":1857},[67],{"categories":1859},[132],{"categories":1861},[212],{"categories":1863},[67],{"categories":1865},[157],{"categories":1867},[],{"categories":1869},[106],{"categories":1871},[],{"categories":1873},[106],{"categories":1875},[106],{"categories":1877},[67],{"categories":1879},[106],{"categories":1881},[106],{"categories":1883},[106],{"categories":1885},[67],{"categories":1887},[1888],"Contract Review & E-Discovery",{"categories":1890},[106],{"categories":1892},[212],{"categories":1894},[106],{"categories":1896},[109],{"categories":1898},[106],{"categories":1900},[157],{"categories":1902},[106],{"categories":1904},[106],{"categories":1906},[245],{"categories":1908},[132],{"categories":1910},[67],{"categories":1912},[106],{"categories":1914},[106],{"categories":1916},[106],{"categories":1918},[67],{"categories":1920},[67],{"categories":1922},[941],{"categories":1924},[106],{"categories":1926},[106],{"categories":1928},[67],{"categories":1930},[67],{"categories":1932},[106],{"categories":1934},[106],{"categories":1936},[106],{"categories":1938},[67],{"categories":1940},[106],{"categories":1942},[132],{"categories":1944},[106],{"categories":1946},[479],{"categories":1948},[450],{"categories":1950},[106],{"categories":1952},[67],{"categories":1954},[106],{"categories":1956},[1957],"Law-Firm Practice & Adoption",{"categories":1959},[106],{"categories":1961},[67],{"categories":1963},[212],{"categories":1965},[106],{"categories":1967},[106],{"categories":1969},[106],{"categories":1971},[],{"categories":1973},[132],{"categories":1975},[],{"categories":1977},[132],{"categories":1979},[106],{"categories":1981},[],{"categories":1983},[132],{"categories":1985},[67],{"categories":1987},[109],{"categories":1989},[288],{"categories":1991},[106],{"categories":1993},[],{"categories":1995},[106],{"categories":1997},[109],{"categories":1999},[67],{"categories":2001},[114],{"categories":2003},[106],{"categories":2005},[245],{"categories":2007},[106],{"categories":2009},[],{"categories":2011},[114],{"categories":2013},[67],{"categories":2015},[114],{"categories":2017},[],{"categories":2019},[106],{"categories":2021},[121],{"categories":2023},[106],{"categories":2025},[132],{"categories":2027},[],{"categories":2029},[],{"categories":2031},[],{"categories":2033},[],{"categories":2035},[106],{"categories":2037},[121],{"categories":2039},[67],{"categories":2041},[288],{"categories":2043},[106],{"categories":2045},[109],{"categories":2047},[132],{"categories":2049},[106],{"categories":2051},[106],{"categories":2053},[132],{"categories":2055},[121],{"categories":2057},[106],{"categories":2059},[106],{"categories":2061},[106],{"categories":2063},[970],{"categories":2065},[106],{"categories":2067},[132],{"categories":2069},[106],{"categories":2071},[245],{"categories":2073},[132],{"categories":2075},[114],{"categories":2077},[106],{"categories":2079},[106],{"categories":2081},[106],{"categories":2083},[212],{"categories":2085},[106],{"categories":2087},[106],{"categories":2089},[106],{"categories":2091},[106],{"categories":2093},[114],{"categories":2095},[67],{"categories":2097},[106,109],{"categories":2099},[106],{"categories":2101},[479],{"categories":2103},[106],{"categories":2105},[106],{"categories":2107},[132],{"categories":2109},[106],{"categories":2111},[132],{"categories":2113},[212],{"categories":2115},[67],{"categories":2117},[67],{"categories":2119},[132],{"categories":2121},[106],{"categories":2123},[67],{"categories":2125},[106],{"categories":2127},[106],{"categories":2129},[],{"categories":2131},[],{"categories":2133},[106],{"categories":2135},[135],{"categories":2137},[106],{"categories":2139},[106],{"categories":2141},[212],{"categories":2143},[67],{"categories":2145},[],{"categories":2147},[106],{"categories":2149},[106],{"categories":2151},[114],{"categories":2153},[132],{"categories":2155},[135],{"categories":2157},[157],{"categories":2159},[121],{"categories":2161},[212],{"categories":2163},[106],{"categories":2165},[67],{"categories":2167},[106],{"categories":2169},[132],{"categories":2171},[],{"categories":2173},[67],{"categories":2175},[67],{"categories":2177},[106],{"categories":2179},[106],{"categories":2181},[106],{"categories":2183},[106],{"categories":2185},[106],{"categories":2187},[106],{"categories":2189},[],{"categories":2191},[67],{"categories":2193},[106],{"categories":2195},[106],{"categories":2197},[106],{"categories":2199},[],{"categories":2201},[67],{"categories":2203},[67],{"categories":2205},[106],{"categories":2207},[106],{"categories":2209},[114],{"categories":2211},[106],{"categories":2213},[106],{"categories":2215},[],{"categories":2217},[109],{"categories":2219},[106],{"categories":2221},[106],{"categories":2223},[106],{"categories":2225},[212],{"categories":2227},[106],{"categories":2229},[132],{"categories":2231},[106],{"categories":2233},[109],{"categories":2235},[106],{"categories":2237},[132],{"categories":2239},[245],{"categories":2241},[132],{"categories":2243},[67],{"categories":2245},[67],{"categories":2247},[106],{"categories":2249},[106],{"categories":2251},[106,212],{"categories":2253},[106],{"categories":2255},[67],{"categories":2257},[157],{"categories":2259},[106],{"categories":2261},[157],{"categories":2263},[67],{"categories":2265},[212],{"categories":2267},[106],{"categories":2269},[],{"categories":2271},[132],{"categories":2273},[288],{"categories":2275},[212],{"categories":2277},[132],{"categories":2279},[106],{"categories":2281},[121],{"categories":2283},[106],{"categories":2285},[106],{"categories":2287},[67],{"categories":2289},[],{"categories":2291},[],{"categories":2293},[106],{"categories":2295},[],{"categories":2297},[],{"categories":2299},[121],{"categories":2301},[132],{"categories":2303},[106],{"categories":2305},[106],{"categories":2307},[67],{"categories":2309},[106],{"categories":2311},[67],{"categories":2313},[114],{"categories":2315},[67],{"categories":2317},[288],{"categories":2319},[106],{"categories":2321},[106],{"categories":2323},[106],{"categories":2325},[146],{"categories":2327},[106],{"categories":2329},[106],{"categories":2331},[106],{"categories":2333},[106],{"categories":2335},[132],{"categories":2337},[67],{"categories":2339},[106],{"categories":2341},[106],{"categories":2343},[106],{"categories":2345},[106],{"categories":2347},[132],{"categories":2349},[417],{"categories":2351},[67],{"categories":2353},[941],{"categories":2355},[],{"categories":2357},[67],{"categories":2359},[212],{"categories":2361},[1957],{"categories":2363},[132],{"categories":2365},[],{"categories":2367},[67],{"categories":2369},[],{"categories":2371},[106],{"categories":2373},[67],{"categories":2375},[],{"categories":2377},[],{"categories":2379},[106],{"categories":2381},[106],{"categories":2383},[245],{"categories":2385},[106],{"categories":2387},[245],{"categories":2389},[106],{"categories":2391},[67],{"categories":2393},[106],{"categories":2395},[106],{"categories":2397},[135],{"categories":2399},[106],{"categories":2401},[132],{"categories":2403},[121],{"categories":2405},[],{"categories":2407},[106],{"categories":2409},[106],{"categories":2411},[106],{"categories":2413},[132],{"categories":2415},[106],{"categories":2417},[1888],{"categories":2419},[106],{"categories":2421},[212],{"categories":2423},[212],{"categories":2425},[106],{"categories":2427},[106],{"categories":2429},[67],{"categories":2431},[109],{"categories":2433},[106],{"categories":2435},[106],{"categories":2437},[106],{"categories":2439},[106],{"categories":2441},[212],{"categories":2443},[212],{"categories":2445},[67],{"categories":2447},[67],{"categories":2449},[67],{"categories":2451},[106],{"categories":2453},[106],{"categories":2455},[106],{"categories":2457},[67],{"categories":2459},[],{"categories":2461},[106],{"categories":2463},[],{"categories":2465},[212],{"categories":2467},[2468],"Interaction & Product Design",{"categories":2470},[106],{"categories":2472},[67],{"categories":2474},[132],{"categories":2476},[323],{"categories":2478},[157],{"categories":2480},[132],{"categories":2482},[106],{"categories":2484},[121],{"categories":2486},[106],{"categories":2488},[106],{"categories":2490},[132],{"categories":2492},[106],{"categories":2494},[109],{"categories":2496},[67],{"categories":2498},[106],{"categories":2500},[],{"categories":2502},[67],{"categories":2504},[67],{"categories":2506},[67],{"categories":2508},[],{"categories":2510},[132],{"categories":2512},[106],{"categories":2514},[67],{"categories":2516},[109],{"categories":2518},[2468],{"categories":2520},[106],{"categories":2522},[109],{"categories":2524},[109],{"categories":2526},[106],{"categories":2528},[],{"categories":2530},[106],{"categories":2532},[67],{"categories":2534},[132],{"categories":2536},[],{"categories":2538},[67],{"categories":2540},[121],{"categories":2542},[157],{"categories":2544},[106],{"categories":2546},[67],{"categories":2548},[106],{"categories":2550},[67],{"categories":2552},[67],{"categories":2554},[106],{"categories":2556},[106],{"categories":2558},[157],{"categories":2560},[135],{"categories":2562},[106],{"categories":2564},[121],{"categories":2566},[132],{"categories":2568},[2569],"Coding Agents & Dev Productivity",{"categories":2571},[157],{"categories":2573},[212],{"categories":2575},[106],{"categories":2577},[106],{"categories":2579},[],{"categories":2581},[106],{"categories":2583},[106],{"categories":2585},[941],{"categories":2587},[],{"categories":2589},[106],{"categories":2591},[106],{"categories":2593},[288],{"categories":2595},[106],{"categories":2597},[157],{"categories":2599},[],{"categories":2601},[],{"categories":2603},[106],{"categories":2605},[],{"categories":2607},[67],{"categories":2609},[106],{"categories":2611},[67],{"categories":2613},[],{"categories":2615},[132],{"categories":2617},[132],{"categories":2619},[106],{"categories":2621},[135],{"categories":2623},[],{"categories":2625},[106],{"categories":2627},[106],{"categories":2629},[106],{"categories":2631},[135],{"categories":2633},[132],{"categories":2635},[67],{"categories":2637},[],{"categories":2639},[],{"categories":2641},[106],{"categories":2643},[106],{"categories":2645},[106],{"categories":2647},[106],{"categories":2649},[67],{"categories":2651},[67],{"categories":2653},[394],{"categories":2655},[132],{"categories":2657},[121],{"categories":2659},[132],{"categories":2661},[67],{"categories":2663},[157],{"categories":2665},[157],{"categories":2667},[67],{"categories":2669},[67],{"categories":2671},[106],{"categories":2673},[109],{"categories":2675},[2468],{"categories":2677},[121],{"categories":2679},[106,288],{"categories":2681},[135],{"categories":2683},[],{"categories":2685},[212],{"categories":2687},[67],{"categories":2689},[132],{"categories":2691},[109],{"categories":2693},[106],{"categories":2695},[67],{"categories":2697},[2698],"The Designer's Role & Craft",{"categories":2700},[212],{"categories":2702},[],{"categories":2704},[67],{"categories":2706},[106],{"categories":2708},[67],{"categories":2710},[67],{"categories":2712},[106],{"categories":2714},[245],{"categories":2716},[106],{"categories":2718},[132],{"categories":2720},[67],{"categories":2722},[106],{"categories":2724},[212],{"categories":2726},[106],{"categories":2728},[],{"categories":2730},[67],{"categories":2732},[212],{"categories":2734},[121],{"categories":2736},[106],{"categories":2738},[67],{"categories":2740},[106],{"categories":2742},[106],{"categories":2744},[106],{"categories":2746},[2747],"AI UX Patterns",{"categories":2749},[67],{"categories":2751},[67],{"categories":2753},[67],{"categories":2755},[106],{"categories":2757},[106],{"categories":2759},[67],{"categories":2761},[245],{"categories":2763},[135],{"categories":2765},[106],{"categories":2767},[67],{"categories":2769},[106],{"categories":2771},[1317],{"categories":2773},[],{"categories":2775},[245],{"categories":2777},[67],{"categories":2779},[157],{"categories":2781},[132],{"categories":2783},[106],{"categories":2785},[67],{"categories":2787},[],{"categories":2789},[],{"categories":2791},[106],{"categories":2793},[106],{"categories":2795},[67],{"categories":2797},[106],{"categories":2799},[67],{"categories":2801},[394],{"categories":2803},[212],{"categories":2805},[106],{"categories":2807},[157],{"categories":2809},[132],{"categories":2811},[106],{"categories":2813},[67],{"categories":2815},[67],{"categories":2817},[],{"categories":2819},[106],{"categories":2821},[],{"categories":2823},[106],{"categories":2825},[],{"categories":2827},[106],{"categories":2829},[106],{"categories":2831},[106],{"categories":2833},[67],{"categories":2835},[106],{"categories":2837},[132],{"categories":2839},[],{"categories":2841},[],{"categories":2843},[135],{"categories":2845},[146],{"categories":2847},[106],{"categories":2849},[106],{"categories":2851},[106],{"categories":2853},[135],{"categories":2855},[135],{"categories":2857},[106],{"categories":2859},[106],{"categories":2861},[157],{"categories":2863},[106],{"categories":2865},[106],{"categories":2867},[106],{"categories":2869},[67],{"categories":2871},[106],{"categories":2873},[106],{"categories":2875},[67],{"categories":2877},[106],{"categories":2879},[106],{"categories":2881},[106],{"categories":2883},[67],{"categories":2885},[],{"categories":2887},[106],{"categories":2889},[],{"categories":2891},[106],{"categories":2893},[106],{"categories":2895},[288],{"categories":2897},[106],{"categories":2899},[],{"categories":2901},[],{"categories":2903},[212],{"categories":2905},[970],{"categories":2907},[67],{"categories":2909},[109],{"categories":2911},[2698],{"categories":2913},[],{"categories":2915},[],{"categories":2917},[106],{"categories":2919},[],{"categories":2921},[],{"categories":2923},[132],{"categories":2925},[157],{"categories":2927},[245],{"categories":2929},[135],{"categories":2931},[67],{"categories":2933},[114],{"categories":2935},[106],{"categories":2937},[106],{"categories":2939},[114],{"categories":2941},[],{"categories":2943},[212],{"categories":2945},[121],{"categories":2947},[106],{"categories":2949},[106],{"categories":2951},[67],{"categories":2953},[114],{"categories":2955},[106],{"categories":2957},[106],{"categories":2959},[109],{"categories":2961},[106],{"categories":2963},[114],{"categories":2965},[106],{"categories":2967},[],{"categories":2969},[109],{"categories":2971},[106],{"categories":2973},[245],{"categories":2975},[106],{"categories":2977},[132],{"categories":2979},[67],{"categories":2981},[157],{"categories":2983},[106],{"categories":2985},[132],{"categories":2987},[106],{"categories":2989},[106],{"categories":2991},[106],{"categories":2993},[106],{"categories":2995},[114],{"categories":2997},[106],{"categories":2999},[106],{"categories":3001},[106],{"categories":3003},[67],{"categories":3005},[106],{"categories":3007},[106],{"categories":3009},[106],{"categories":3011},[],{"categories":3013},[106],{"categories":3015},[132],{"categories":3017},[109],{"categories":3019},[106],{"categories":3021},[106],{"categories":3023},[212],{"categories":3025},[106],{"categories":3027},[],{"categories":3029},[106],{"categories":3031},[479],{"categories":3033},[67],{"categories":3035},[114],{"categories":3037},[106],{"categories":3039},[157],{"categories":3041},[106],{"categories":3043},[106],{"categories":3045},[],{"categories":3047},[114],{"categories":3049},[114],{"categories":3051},[106],{"categories":3053},[106],{"categories":3055},[121],{"categories":3057},[106],{"categories":3059},[106],{"categories":3061},[106],{"categories":3063},[106],{"categories":3065},[132],{"categories":3067},[135],{"categories":3069},[132],{"categories":3071},[106],{"categories":3073},[],{"categories":3075},[106],{"categories":3077},[132],{"categories":3079},[106],{"categories":3081},[132],{"categories":3083},[67],{"categories":3085},[594],{"categories":3087},[],{"categories":3089},[],{"categories":3091},[106],{"categories":3093},[157],{"categories":3095},[],{"categories":3097},[288],{"categories":3099},[106],{"categories":3101},[106],{"categories":3103},[106],{"categories":3105},[212],{"categories":3107},[930],{"categories":3109},[],{"categories":3111},[106],{"categories":3113},[106],{"categories":3115},[106],{"categories":3117},[132],{"categories":3119},[106],{"categories":3121},[106],{"categories":3123},[106],{"categories":3125},[106],{"categories":3127},[106,288],{"categories":3129},[106],{"categories":3131},[106],{"categories":3133},[212],{"categories":3135},[67],{"categories":3137},[],{"categories":3139},[67],{"categories":3141},[67],{"categories":3143},[106],{"categories":3145},[106],{"categories":3147},[106],{"categories":3149},[106],{"categories":3151},[106],{"categories":3153},[135],{"categories":3155},[106],{"categories":3157},[106],{"categories":3159},[2747],{"categories":3161},[109],{"categories":3163},[106],{"categories":3165},[135],{"categories":3167},[109],{"categories":3169},[132],{"categories":3171},[212],{"categories":3173},[67],{"categories":3175},[106],{"categories":3177},[106],{"categories":3179},[],{"categories":3181},[114],{"categories":3183},[106],{"categories":3185},[106],{"categories":3187},[157],{"categories":3189},[106],{"categories":3191},[106],{"categories":3193},[106],{"categories":3195},[67],{"categories":3197},[106],{"categories":3199},[106],{"categories":3201},[212],{"categories":3203},[106],{"categories":3205},[114],{"categories":3207},[],{"categories":3209},[288],{"categories":3211},[121],{"categories":3213},[106],{"categories":3215},[394],{"categories":3217},[212],{"categories":3219},[212],{"categories":3221},[132],{"categories":3223},[67],{"categories":3225},[106],{"categories":3227},[114],{"categories":3229},[157],{"categories":3231},[106],{"categories":3233},[106],{"categories":3235},[106],{"categories":3237},[212],{"categories":3239},[67],{"categories":3241},[106],{"categories":3243},[67],{"categories":3245},[106],{"categories":3247},[67],{"categories":3249},[106],{"categories":3251},[548],{"categories":3253},[106],{"categories":3255},[67],{"categories":3257},[],{"categories":3259},[106],{"categories":3261},[106],{"categories":3263},[106],{"categories":3265},[106],{"categories":3267},[67],{"categories":3269},[],{"categories":3271},[],{"categories":3273},[106],{"categories":3275},[106],{"categories":3277},[67],{"categories":3279},[106],{"categories":3281},[106],{"categories":3283},[106],{"categories":3285},[132],{"categories":3287},[106],{"categories":3289},[106],{"categories":3291},[67],{"categories":3293},[106],{"categories":3295},[106],{"categories":3297},[106],{"categories":3299},[106],{"categories":3301},[106],{"categories":3303},[],{"categories":3305},[132],{"categories":3307},[135],{"categories":3309},[106],{"categories":3311},[67],{"categories":3313},[67],{"categories":3315},[106],{"categories":3317},[106],{"categories":3319},[],{"categories":3321},[],{"categories":3323},[106],{"categories":3325},[106],{"categories":3327},[106],{"categories":3329},[157],{"categories":3331},[135],{"categories":3333},[],{"categories":3335},[106],{"categories":3337},[212],{"categories":3339},[106],{"categories":3341},[106],{"categories":3343},[288],{"categories":3345},[1957],{"categories":3347},[106],{"categories":3349},[157],{"categories":3351},[132],{"categories":3353},[106],{"categories":3355},[132],{"categories":3357},[132],{"categories":3359},[106],{"categories":3361},[106],{"categories":3363},[132],{"categories":3365},[157],{"categories":3367},[157],{"categories":3369},[288],{"categories":3371},[67],{"categories":3373},[],{"categories":3375},[157],{"categories":3377},[114],{"categories":3379},[106],{"categories":3381},[67],{"categories":3383},[109],{"categories":3385},[132],{"categories":3387},[106],{"categories":3389},[114],{"categories":3391},[157],{"categories":3393},[],{"categories":3395},[106],{"categories":3397},[132],{"categories":3399},[106],{"categories":3401},[132],{"categories":3403},[135],{"categories":3405},[106],{"categories":3407},[157],{"categories":3409},[106],{"categories":3411},[132],{"categories":3413},[67],{"categories":3415},[67],{"categories":3417},[157],{"categories":3419},[67],{"categories":3421},[288],{"categories":3423},[67],{"categories":3425},[106],{"categories":3427},[106],{"categories":3429},[106],{"categories":3431},[106],{"categories":3433},[106],{"categories":3435},[106],{"categories":3437},[132],{"categories":3439},[106],{"categories":3441},[],{"categories":3443},[67],{"categories":3445},[114],{"categories":3447},[132],{"categories":3449},[],{"categories":3451},[],{"categories":3453},[106],{"categories":3455},[67],{"categories":3457},[106],{"categories":3459},[106],{"categories":3461},[106],{"categories":3463},[3464],"Frameworks & Tooling",{"categories":3466},[106],{"categories":3468},[106],{"categories":3470},[132],{"categories":3472},[106],{"categories":3474},[106],{"categories":3476},[],{"categories":3478},[135],{"categories":3480},[135],{"categories":3482},[106],{"categories":3484},[109],{"categories":3486},[106],{"categories":3488},[67],{"categories":3490},[106],{"categories":3492},[212],{"categories":3494},[],{"categories":3496},[1957],{"categories":3498},[106],{"categories":3500},[132],{"categories":3502},[106],{"categories":3504},[288],{"categories":3506},[288],{"categories":3508},[],{"categories":3510},[106],{"categories":3512},[67],{"categories":3514},[67],{"categories":3516},[106],{"categories":3518},[106],{"categories":3520},[157],{"categories":3522},[67],{"categories":3524},[157],{"categories":3526},[106],{"categories":3528},[67],{"categories":3530},[],{"categories":3532},[212],{"categories":3534},[106],{"categories":3536},[106],{"categories":3538},[],{"categories":3540},[106],{"categories":3542},[106],{"categories":3544},[67],{"categories":3546},[106],{"categories":3548},[106],{"categories":3550},[106],{"categories":3552},[],{"categories":3554},[114],{"categories":3556},[132],{"categories":3558},[106],{"categories":3560},[132],{"categories":3562},[288],{"categories":3564},[106],{"categories":3566},[106],{"categories":3568},[106],{"categories":3570},[132],{"categories":3572},[106],{"categories":3574},[114],{"categories":3576},[106],{"categories":3578},[1957],{"categories":3580},[],{"categories":3582},[67],{"categories":3584},[109],{"categories":3586},[106],{"categories":3588},[109],{"categories":3590},[106],{"categories":3592},[],{"categories":3594},[67],{"categories":3596},[106],{"categories":3598},[106],{"categories":3600},[3601],"AI Design Tooling",{"categories":3603},[212],{"categories":3605},[106],{"categories":3607},[106],{"categories":3609},[132],{"categories":3611},[212],{"categories":3613},[106],{"categories":3615},[106],{"categories":3617},[132],{"categories":3619},[67],{"categories":3621},[157],{"categories":3623},[121],{"categories":3625},[132],{"categories":3627},[106],{"categories":3629},[106],{"categories":3631},[106],{"categories":3633},[67],{"categories":3635},[106],{"categories":3637},[],{"categories":3639},[67],{"categories":3641},[106],{"categories":3643},[106],{"categories":3645},[67],{"categories":3647},[106],{"categories":3649},[106],{"categories":3651},[106],{"categories":3653},[67],{"categories":3655},[],{"categories":3657},[67],{"categories":3659},[3464],{"categories":3661},[106],{"categories":3663},[106],{"categories":3665},[67],{"categories":3667},[67],{"categories":3669},[132],{"categories":3671},[132],{"categories":3673},[106],{"categories":3675},[106],{"categories":3677},[],{"categories":3679},[132],{"categories":3681},[106],{"categories":3683},[106],{"categories":3685},[67],{"categories":3687},[114],{"categories":3689},[106],{"categories":3691},[],{"categories":3693},[106],{"categories":3695},[106],{"categories":3697},[2468],{"categories":3699},[],{"categories":3701},[106],{"categories":3703},[106],{"categories":3705},[106],{"categories":3707},[106],{"categories":3709},[212],{"categories":3711},[106],{"categories":3713},[],{"categories":3715},[106],{"categories":3717},[106],{"categories":3719},[106],{"categories":3721},[106],{"categories":3723},[245],{"categories":3725},[157],{"categories":3727},[106],{"categories":3729},[106],{"categories":3731},[1957],{"categories":3733},[106],{"categories":3735},[109],{"categories":3737},[106],{"categories":3739},[106],{"categories":3741},[135],{"categories":3743},[67],{"categories":3745},[106],{"categories":3747},[106],{"categories":3749},[157],{"categories":3751},[67],{"categories":3753},[121],{"categories":3755},[],{"categories":3757},[106],{"categories":3759},[106],{"categories":3761},[212],{"categories":3763},[106],{"categories":3765},[245],{"categories":3767},[67],{"categories":3769},[106],{"categories":3771},[67],{"categories":3773},[106],{"categories":3775},[],{"categories":3777},[],{"categories":3779},[],{"categories":3781},[109],{"categories":3783},[157],{"categories":3785},[67],{"categories":3787},[106],{"categories":3789},[106],{"categories":3791},[106],{"categories":3793},[106],{"categories":3795},[106],{"categories":3797},[417],{"categories":3799},[212],{"categories":3801},[67],{"categories":3803},[106],{"categories":3805},[],{"categories":3807},[106],{"categories":3809},[67],{"categories":3811},[67],{"categories":3813},[],{"categories":3815},[106],{"categories":3817},[67],{"categories":3819},[106],{"categories":3821},[],{"categories":3823},[121],{"categories":3825},[106],{"categories":3827},[106],{"categories":3829},[106],{"categories":3831},[157],{"categories":3833},[212],{"categories":3835},[67],{"categories":3837},[212],{"categories":3839},[67],{"categories":3841},[106],{"categories":3843},[114],{"categories":3845},[],{"categories":3847},[],{"categories":3849},[106],{"categories":3851},[106],{"categories":3853},[106],{"categories":3855},[109],{"categories":3857},[106],{"categories":3859},[67],{"categories":3861},[157],{"categories":3863},[],{"categories":3865},[212],{"categories":3867},[67],{"categories":3869},[],{"categories":3871},[132],{"categories":3873},[106],{"categories":3875},[132],{"categories":3877},[212],{"categories":3879},[132],{"categories":3881},[106],{"categories":3883},[],{"categories":3885},[106],{"categories":3887},[106],{"categories":3889},[67],{"categories":3891},[],{"categories":3893},[106],{"categories":3895},[106],{"categories":3897},[245],{"categories":3899},[106],{"categories":3901},[106],{"categories":3903},[106],{"categories":3905},[288],{"categories":3907},[132],{"categories":3909},[106],{"categories":3911},[67],{"categories":3913},[],{"categories":3915},[106],{"categories":3917},[67],{"categories":3919},[106],{"categories":3921},[109],{"categories":3923},[548],{"categories":3925},[106],{"categories":3927},[106],{"categories":3929},[106],{"categories":3931},[67],{"categories":3933},[106],{"categories":3935},[67],{"categories":3937},[106],{"categories":3939},[106],{"categories":3941},[106],{"categories":3943},[67],{"categories":3945},[121],{"categories":3947},[106],{"categories":3949},[106],{"categories":3951},[],{"categories":3953},[106],{"categories":3955},[106],{"categories":3957},[109],{"categories":3959},[106],{"categories":3961},[114],{"categories":3963},[132],{"categories":3965},[212],{"categories":3967},[],{"categories":3969},[106],{"categories":3971},[],{"categories":3973},[67],{"categories":3975},[106],{"categories":3977},[67],{"categories":3979},[],{"categories":3981},[67],{"categories":3983},[106],{"categories":3985},[132],{"categories":3987},[212],{"categories":3989},[157],{"categories":3991},[106],{"categories":3993},[157],{"categories":3995},[67],{"categories":3997},[106],{"categories":3999},[212],{"categories":4001},[106],{"categories":4003},[],{"categories":4005},[106],{"categories":4007},[146],{"categories":4009},[67],{"categories":4011},[106],{"categories":4013},[212],{"categories":4015},[157],{"categories":4017},[106],{"categories":4019},[114],{"categories":4021},[132],{"categories":4023},[106],{"categories":4025},[106],{"categories":4027},[106],{"categories":4029},[106],{"categories":4031},[106],{"categories":4033},[157],{"categories":4035},[132],{"categories":4037},[245],{"categories":4039},[],{"categories":4041},[],{"categories":4043},[135],{"categories":4045},[479],{"categories":4047},[106],{"categories":4049},[67],{"categories":4051},[106,132],{"categories":4053},[157],{"categories":4055},[106],{"categories":4057},[106],{"categories":4059},[106],{"categories":4061},[106],{"categories":4063},[106],{"categories":4065},[106],{"categories":4067},[106],{"categories":4069},[67],{"categories":4071},[106],{"categories":4073},[106],{"categories":4075},[67],{"categories":4077},[106],{"categories":4079},[106],{"categories":4081},[106],{"categories":4083},[],{"categories":4085},[106],{"categories":4087},[1317],{"categories":4089},[132],{"categories":4091},[212],{"categories":4093},[106],{"categories":4095},[106],{"categories":4097},[106],{"categories":4099},[106],{"categories":4101},[135],{"categories":4103},[67],{"categories":4105},[245],{"categories":4107},[288],{"categories":4109},[],{"categories":4111},[132],{"categories":4113},[106],{"categories":4115},[114],{"categories":4117},[67],{"categories":4119},[106],{"categories":4121},[109],{"categories":4123},[67],{"categories":4125},[106],{"categories":4127},[67],{"categories":4129},[67],{"categories":4131},[121],{"categories":4133},[132],{"categories":4135},[106],{"categories":4137},[106],{"categories":4139},[],{"categories":4141},[],{"categories":4143},[],{"categories":4145},[288],{"categories":4147},[106],{"categories":4149},[157],{"categories":4151},[106],{"categories":4153},[106],{"categories":4155},[106],{"categories":4157},[106],{"categories":4159},[132],{"categories":4161},[106],{"categories":4163},[],{"categories":4165},[106],{"categories":4167},[135],{"categories":4169},[114],{"categories":4171},[67],{"categories":4173},[106],{"categories":4175},[],{"categories":4177},[106],{"categories":4179},[67],{"categories":4181},[132],{"categories":4183},[106],{"categories":4185},[106],{"categories":4187},[106],{"categories":4189},[288],{"categories":4191},[],{"categories":4193},[212],{"categories":4195},[212],{"categories":4197},[106],{"categories":4199},[67],{"categories":4201},[],{"categories":4203},[132],{"categories":4205},[106],{"categories":4207},[212],{"categories":4209},[106],{"categories":4211},[114],{"categories":4213},[67],{"categories":4215},[106],{"categories":4217},[],{"categories":4219},[157],{"categories":4221},[106],{"categories":4223},[106],{"categories":4225},[106],{"categories":4227},[106],{"categories":4229},[106],{"categories":4231},[212],{"categories":4233},[67],{"categories":4235},[157],{"categories":4237},[],{"categories":4239},[67],{"categories":4241},[106],{"categories":4243},[114],{"categories":4245},[67],{"categories":4247},[212],{"categories":4249},[106],{"categories":4251},[106],{"categories":4253},[106],{"categories":4255},[479],{"categories":4257},[106],{"categories":4259},[67],{"categories":4261},[],{"categories":4263},[106],{"categories":4265},[106],{"categories":4267},[288],{"categories":4269},[157],{"categories":4271},[135],{"categories":4273},[594],{"categories":4275},[135],{"categories":4277},[135],{"categories":4279},[106],{"categories":4281},[],{"categories":4283},[],{"categories":4285},[],{"categories":4287},[67],{"categories":4289},[106],{"categories":4291},[106],{"categories":4293},[67],{"categories":4295},[67],{"categories":4297},[132],{"categories":4299},[106],{"categories":4301},[450],{"categories":4303},[132],{"categories":4305},[106],{"categories":4307},[67],{"categories":4309},[106],{"categories":4311},[106],{"categories":4313},[106],{"categories":4315},[114],{"categories":4317},[106],{"categories":4319},[106],{"categories":4321},[106],{"categories":4323},[106],{"categories":4325},[67],{"categories":4327},[121],{"categories":4329},[106],{"categories":4331},[],{"categories":4333},[],{"categories":4335},[106],{"categories":4337},[],{"categories":4339},[106],{"categories":4341},[67],{"categories":4343},[212],{"categories":4345},[106],{"categories":4347},[106],{"categories":4349},[67],{"categories":4351},[],{"categories":4353},[67],{"categories":4355},[106],{"categories":4357},[106],{"categories":4359},[121],{"categories":4361},[106],{"categories":4363},[212],{"categories":4365},[106],{"categories":4367},[67],{"categories":4369},[114],{"categories":4371},[106],{"categories":4373},[106],{"categories":4375},[106],{"categories":4377},[245],{"categories":4379},[67],{"categories":4381},[106],{"categories":4383},[106],{"categories":4385},[106],{"categories":4387},[930],{"categories":4389},[106],{"categories":4391},[67],{"categories":4393},[106],{"categories":4395},[132],{"categories":4397},[106],{"categories":4399},[548],{"categories":4401},[212],{"categories":4403},[],{"categories":4405},[106],{"categories":4407},[106],{"categories":4409},[157],{"categories":4411},[479],{"categories":4413},[67],{"categories":4415},[106],{"categories":4417},[],{"categories":4419},[157],{"categories":4421},[394],{"categories":4423},[67],{"categories":4425},[67],{"categories":4427},[67],{"categories":4429},[106],{"categories":4431},[106],{"categories":4433},[67],{"categories":4435},[106],{"categories":4437},[],{"categories":4439},[114],{"categories":4441},[106],{"categories":4443},[212],{"categories":4445},[114],{"categories":4447},[67],{"categories":4449},[132],{"categories":4451},[],{"categories":4453},[132],{"categories":4455},[106],{"categories":4457},[106],{"categories":4459},[109],{"categories":4461},[106],{"categories":4463},[157],{"categories":4465},[288],{"categories":4467},[146],{"categories":4469},[67],{"categories":4471},[67],{"categories":4473},[106],{"categories":4475},[106],{"categories":4477},[67],{"categories":4479},[106],{"categories":4481},[109],{"categories":4483},[],{"categories":4485},[67],{"categories":4487},[106],{"categories":4489},[106],{"categories":4491},[106],{"categories":4493},[67],{"categories":4495},[106],{"categories":4497},[],{"categories":4499},[106],{"categories":4501},[],{"categories":4503},[212],{"categories":4505},[67],{"categories":4507},[67],{"categories":4509},[106,114],{"categories":4511},[67],{"categories":4513},[106],{"categories":4515},[],{"categories":4517},[109],{"categories":4519},[135],{"categories":4521},[114],{"categories":4523},[67],{"categories":4525},[106],{"categories":4527},[132],{"categories":4529},[106],{"categories":4531},[106],{"categories":4533},[67],{"categories":4535},[106],{"categories":4537},[106],{"categories":4539},[106],{"categories":4541},[157],{"categories":4543},[1317],{"categories":4545},[67],{"categories":4547},[106],{"categories":4549},[],{"categories":4551},[],{"categories":4553},[106],{"categories":4555},[67],{"categories":4557},[106],{"categories":4559},[106],{"categories":4561},[288],{"categories":4563},[],{"categories":4565},[106],{"categories":4567},[67],{"categories":4569},[146],{"categories":4571},[67],{"categories":4573},[106],{"categories":4575},[479],{"categories":4577},[],{"categories":4579},[417],{"categories":4581},[106],{"categories":4583},[67],{"categories":4585},[106],{"categories":4587},[106],{"categories":4589},[106],{"categories":4591},[245],{"categories":4593},[106],{"categories":4595},[67],{"categories":4597},[106],{"categories":4599},[135],{"categories":4601},[121],{"categories":4603},[67],{"categories":4605},[106],{"categories":4607},[479],{"categories":4609},[106],{"categories":4611},[288],{"categories":4613},[114],{"categories":4615},[],{"categories":4617},[106],{"categories":4619},[106],{"categories":4621},[106],{"categories":4623},[245],{"categories":4625},[212],{"categories":4627},[106],{"categories":4629},[106],{"categories":4631},[106],{"categories":4633},[],{"categories":4635},[245],{"categories":4637},[157],{"categories":4639},[106],{"categories":4641},[106],{"categories":4643},[106],{"categories":4645},[594],{"categories":4647},[109],{"categories":4649},[106],{"categories":4651},[121],{"categories":4653},[106],{"categories":4655},[106],{"categories":4657},[],{"categories":4659},[],{"categories":4661},[212],{"categories":4663},[106],{"categories":4665},[106],{"categories":4667},[135],{"categories":4669},[245],{"categories":4671},[67],{"categories":4673},[106],{"categories":4675},[106],{"categories":4677},[245],{"categories":4679},[114],{"categories":4681},[157],{"categories":4683},[106],{"categories":4685},[],{"categories":4687},[106],{"categories":4689},[106],{"categories":4691},[],{"categories":4693},[106],{"categories":4695},[106],{"categories":4697},[621],{"categories":4699},[106],{"categories":4701},[106],{"categories":4703},[67],{"categories":4705},[132],{"categories":4707},[479],{"categories":4709},[106],{"categories":4711},[114],{"categories":4713},[106],{"categories":4715},[106],{"categories":4717},[],{"categories":4719},[106,132],{"categories":4721},[157],{"categories":4723},[67],{"categories":4725},[132],{"categories":4727},[67],{"categories":4729},[970],{"categories":4731},[132],{"categories":4733},[132],{"categories":4735},[67],{"categories":4737},[106],{"categories":4739},[109],{"categories":4741},[106],{"categories":4743},[],{"categories":4745},[],{"categories":4747},[67],{"categories":4749},[106],{"categories":4751},[132],{"categories":4753},[67],{"categories":4755},[106],{"categories":4757},[109],{"categories":4759},[132],{"categories":4761},[132],{"categories":4763},[106],{"categories":4765},[245],{"categories":4767},[106],{"categories":4769},[106],{"categories":4771},[132],{"categories":4773},[106],{"categories":4775},[],{"categories":4777},[106],{"categories":4779},[106],{"categories":4781},[212,106],{"categories":4783},[288],{"categories":4785},[109],{"categories":4787},[106],{"categories":4789},[],{"categories":4791},[106],{"categories":4793},[106],{"categories":4795},[114],{"categories":4797},[106],{"categories":4799},[114],{"categories":4801},[106],{"categories":4803},[106],{"categories":4805},[394],{"categories":4807},[106],{"categories":4809},[114],{"categories":4811},[132],{"categories":4813},[135],{"categories":4815},[67],{"categories":4817},[106],{"categories":4819},[132],{"categories":4821},[106],{"categories":4823},[106],{"categories":4825},[157],{"categories":4827},[106],{"categories":4829},[245],{"categories":4831},[212],{"categories":4833},[106],{"categories":4835},[106],{"categories":4837},[121],{"categories":4839},[106],{"categories":4841},[106],{"categories":4843},[109],{"categories":4845},[106],{"categories":4847},[67],{"categories":4849},[67],{"categories":4851},[132],{"categories":4853},[106],{"categories":4855},[157],{"categories":4857},[132],{"categories":4859},[132],{"categories":4861},[106],{"categories":4863},[106],{"categories":4865},[],{"categories":4867},[],{"categories":4869},[135],{"categories":4871},[106],{"categories":4873},[132],{"categories":4875},[106],{"categories":4877},[212],{"categories":4879},[479],{"categories":4881},[417],{"categories":4883},[394],{"categories":4885},[106],{"categories":4887},[106],{"categories":4889},[132],{"categories":4891},[106],{"categories":4893},[135],{"categories":4895},[106],{"categories":4897},[106],{"categories":4899},[106],{"categories":4901},[106],{"categories":4903},[106],{"categories":4905},[106],{"categories":4907},[106],{"categories":4909},[67],{"categories":4911},[109],{"categories":4913},[121],{"categories":4915},[67],{"categories":4917},[106,114],{"categories":4919},[],{"categories":4921},[212],{"categories":4923},[],{"categories":4925},[121],{"categories":4927},[106],{"categories":4929},[157],{"categories":4931},[109],{"categories":4933},[106],{"categories":4935},[109],{"categories":4937},[67],{"categories":4939},[135],{"categories":4941},[67],{"categories":4943},[114],{"categories":4945},[121],{"categories":4947},[106],{"categories":4949},[67],{"categories":4951},[106],{"categories":4953},[121],{"categories":4955},[106],{"categories":4957},[106],{"categories":4959},[114],{"categories":4961},[67],{"categories":4963},[132],{"categories":4965},[245],{"categories":4967},[106],{"categories":4969},[106],{"categories":4971},[],{"categories":4973},[157],{"categories":4975},[106],{"categories":4977},[106],{"categories":4979},[106],{"categories":4981},[106],{"categories":4983},[106],{"categories":4985},[106],{"categories":4987},[132],{"categories":4989},[157],{"categories":4991},[132],{"categories":4993},[132],{"categories":4995},[106],{"categories":4997},[106],{"categories":4999},[106],{"categories":5001},[106],{"categories":5003},[417],{"categories":5005},[106],{"categories":5007},[67],{"categories":5009},[67],{"categories":5011},[157],{"categories":5013},[106],{"categories":5015},[106],{"categories":5017},[106],{"categories":5019},[67],{"categories":5021},[106],{"categories":5023},[106],{"categories":5025},[106],{"categories":5027},[3464],{"categories":5029},[5030],"Clinical AI",{"categories":5032},[212],{"categories":5034},[106],{"categories":5036},[106],{"categories":5038},[106],{"categories":5040},[106],{"categories":5042},[288],{"categories":5044},[2747],{"categories":5046},[106],{"categories":5048},[121],{"categories":5050},[212],{"categories":5052},[106],{"categories":5054},[67],{"categories":5056},[106],{"categories":5058},[106],{"categories":5060},[157],{"categories":5062},[106],{"categories":5064},[67],{"categories":5066},[132],{"categories":5068},[245],{"categories":5070},[106],{"categories":5072},[106],{"categories":5074},[114],{"categories":5076},[106],{"categories":5078},[106],{"categories":5080},[548],{"categories":5082},[106],{"categories":5084},[],{"categories":5086},[67],{"categories":5088},[106],{"categories":5090},[132],{"categories":5092},[109],{"categories":5094},[106],{"categories":5096},[],{"categories":5098},[],{"categories":5100},[106],{"categories":5102},[],{"categories":5104},[114],{"categories":5106},[106],{"categories":5108},[106],{"categories":5110},[67],{"categories":5112},[67],{"categories":5114},[106],{"categories":5116},[157],{"categories":5118},[157],{"categories":5120},[157],{"categories":5122},[157],{"categories":5124},[],{"categories":5126},[109],{"categories":5128},[67],{"categories":5130},[157],{"categories":5132},[106],{"categories":5134},[621],{"categories":5136},[121],{"categories":5138},[67],{"categories":5140},[106],{"categories":5142},[109],{"categories":5144},[106],{"categories":5146},[67],{"categories":5148},[106],{"categories":5150},[106],{"categories":5152},[106],{"categories":5154},[106],{"categories":5156},[106],{"categories":5158},[106,67],{"categories":5160},[67],{"categories":5162},[288],{"categories":5164},[157],{"categories":5166},[67],{"categories":5168},[157],{"categories":5170},[67],{"categories":5172},[106],{"categories":5174},[],{"categories":5176},[157],{"categories":5178},[245],{"categories":5180},[109],{"categories":5182},[106],{"categories":5184},[106],{"categories":5186},[],{"categories":5188},[132],{"categories":5190},[],{"categories":5192},[109],{"categories":5194},[67],{"categories":5196},[157],{"categories":5198},[106],{"categories":5200},[157],{"categories":5202},[109],{"categories":5204},[157],{"categories":5206},[157],{"categories":5208},[],{"categories":5210},[114],{"categories":5212},[67],{"categories":5214},[157],{"categories":5216},[157],{"categories":5218},[157],{"categories":5220},[157],{"categories":5222},[157],{"categories":5224},[157],{"categories":5226},[157],{"categories":5228},[157],{"categories":5230},[157],{"categories":5232},[157],{"categories":5234},[135],{"categories":5236},[109],{"categories":5238},[106],{"categories":5240},[106],{"categories":5242},[67],{"categories":5244},[67],{"categories":5246},[],{"categories":5248},[106],{"categories":5250},[106,109],{"categories":5252},[],{"categories":5254},[67],{"categories":5256},[106],{"categories":5258},[157],{"categories":5260},[67],{"categories":5262},[67],{"categories":5264},[970],{"categories":5266},[106],{"categories":5268},[106],{"categories":5270},[106],{"categories":5272},[106],{"categories":5274},[121],{"categories":5276},[106],{"categories":5278},[106],{"categories":5280},[394],{"categories":5282},[106],{"categories":5284},[106],{"categories":5286},[67],{"categories":5288},[106],{"categories":5290},[106],{"categories":5292},[106],{"categories":5294},[106],{"categories":5296},[114],{"categories":5298},[121],{"categories":5300},[67],{"categories":5302},[67],{"categories":5304},[],{"categories":5306},[67],{"categories":5308},[212],{"categories":5310},[157],{"categories":5312},[106],{"categories":5314},[],{"categories":5316},[106],{"categories":5318},[121],{"categories":5320},[121],{"categories":5322},[],{"categories":5324},[132],{"categories":5326},[106],{"categories":5328},[67],{"categories":5330},[212],{"categories":5332},[106],{"categories":5334},[106],{"categories":5336},[],{"categories":5338},[106],{"categories":5340},[106],{"categories":5342},[],{"categories":5344},[245],{"categories":5346},[106],{"categories":5348},[67],{"categories":5350},[],{"categories":5352},[],{"categories":5354},[157],{"categories":5356},[109],{"categories":5358},[106],{"categories":5360},[106],{"categories":5362},[114],{"categories":5364},[106],{"categories":5366},[106],{"categories":5368},[67],{"categories":5370},[106],{"categories":5372},[114],{"categories":5374},[114],{"categories":5376},[212],{"categories":5378},[],{"categories":5380},[106],{"categories":5382},[157],{"categories":5384},[],{"categories":5386},[106],{"categories":5388},[106],{"categories":5390},[212],{"categories":5392},[106],{"categories":5394},[106],{"categories":5396},[245],{"categories":5398},[106],{"categories":5400},[288],{"categories":5402},[],{"categories":5404},[67],{"categories":5406},[106],{"categories":5408},[245],{"categories":5410},[132],{"categories":5412},[],{"categories":5414},[106],{"categories":5416},[],{"categories":5418},[67],{"categories":5420},[212],{"categories":5422},[132],{"categories":5424},[],{"categories":5426},[3464],{"categories":5428},[114],{"categories":5430},[109],{"categories":5432},[106],{"categories":5434},[67],{"categories":5436},[135],{"categories":5438},[67],{"categories":5440},[106],{"categories":5442},[212],{"categories":5444},[106],{"categories":5446},[106],{"categories":5448},[132],{"categories":5450},[],{"categories":5452},[],{"categories":5454},[106],{"categories":5456},[109],{"categories":5458},[106],{"categories":5460},[245],{"categories":5462},[],{"categories":5464},[67],{"categories":5466},[67],{"categories":5468},[106],{"categories":5470},[67],{"categories":5472},[106],{"categories":5474},[157],{"categories":5476},[106],{"categories":5478},[132],{"categories":5480},[106],{"categories":5482},[106],{"categories":5484},[67],{"categories":5486},[121],{"categories":5488},[106],{"categories":5490},[106],{"categories":5492},[106],{"categories":5494},[106],{"categories":5496},[67],{"categories":5498},[106],{"categories":5500},[121],{"categories":5502},[245],{"categories":5504},[157],{"categories":5506},[],{"categories":5508},[245],{"categories":5510},[106],{"categories":5512},[],{"categories":5514},[132],{"categories":5516},[67],{"categories":5518},[],{"categories":5520},[106],{"categories":5522},[106],{"categories":5524},[106],{"categories":5526},[106],{"categories":5528},[106],{"categories":5530},[67],{"categories":5532},[114],{"categories":5534},[109],{"categories":5536},[106],{"categories":5538},[106],{"categories":5540},[67],{"categories":5542},[106],{"categories":5544},[212],{"categories":5546},[132],{"categories":5548},[132],{"categories":5550},[106],{"categories":5552},[135],{"categories":5554},[67],{"categories":5556},[106],{"categories":5558},[106],{"categories":5560},[67],{"categories":5562},[106],{"categories":5564},[106],{"categories":5566},[106],{"categories":5568},[67],{"categories":5570},[114],{"categories":5572},[106],{"categories":5574},[212],{"categories":5576},[132],{"categories":5578},[67],{"categories":5580},[106],{"categories":5582},[121],{"categories":5584},[106],{"categories":5586},[121],{"categories":5588},[67],{"categories":5590},[106],{"categories":5592},[106],{"categories":5594},[157],{"categories":5596},[106],{"categories":5598},[],{"categories":5600},[109],{"categories":5602},[106],{"categories":5604},[106],{"categories":5606},[106],{"categories":5608},[132],{"categories":5610},[132],{"categories":5612},[106],{"categories":5614},[132],{"categories":5616},[106],{"categories":5618},[67],{"categories":5620},[106],{"categories":5622},[106],{"categories":5624},[106],{"categories":5626},[106],{"categories":5628},[106],{"categories":5630},[],{"categories":5632},[106],{"categories":5634},[212],{"categories":5636},[67],{"categories":5638},[114],{"categories":5640},[157],{"categories":5642},[106],{"categories":5644},[67],{"categories":5646},[106],{"categories":5648},[67],{"categories":5650},[106],{"categories":5652},[106],{"categories":5654},[212],{"categories":5656},[67],{"categories":5658},[106],{"categories":5660},[245],{"categories":5662},[114],{"categories":5664},[106],{"categories":5666},[135],{"categories":5668},[106],{"categories":5670},[106],{"categories":5672},[157],{"categories":5674},[106],{"categories":5676},[106],{"categories":5678},[106],{"categories":5680},[106],{"categories":5682},[67],{"categories":5684},[288],{"categories":5686},[106],{"categories":5688},[132],{"categories":5690},[67],{"categories":5692},[135],{"categories":5694},[],{"categories":5696},[67],{"categories":5698},[132],{"categories":5700},[106],{"categories":5702},[106],{"categories":5704},[106],{"categories":5706},[2569],{"categories":5708},[106],{"categories":5710},[212],{"categories":5712},[323],{"categories":5714},[106],{"categories":5716},[106],{"categories":5718},[106],{"categories":5720},[106],{"categories":5722},[106],{"categories":5724},[109],{"categories":5726},[67],{"categories":5728},[106],{"categories":5730},[106],{"categories":5732},[132],{"categories":5734},[114],{"categories":5736},[106],{"categories":5738},[106],{"categories":5740},[132],{"categories":5742},[106],{"categories":5744},[],{"categories":5746},[67],{"categories":5748},[67],{"categories":5750},[106],{"categories":5752},[106],{"categories":5754},[106],{"categories":5756},[135],{"categories":5758},[],{"categories":5760},[157],{"categories":5762},[],{"categories":5764},[157],{"categories":5766},[106],{"categories":5768},[106],{"categories":5770},[106],{"categories":5772},[67],{"categories":5774},[106],{"categories":5776},[67],{"categories":5778},[67],{"categories":5780},[],{"categories":5782},[106],{"categories":5784},[157],{"categories":5786},[106],{"categories":5788},[],{"categories":5790},[106],{"categories":5792},[106],{"categories":5794},[],{"categories":5796},[106],{"categories":5798},[106],{"categories":5800},[212],{"categories":5802},[132],{"categories":5804},[67],{"categories":5806},[106],{"categories":5808},[106],{"categories":5810},[106],{"categories":5812},[106],{"categories":5814},[106],{"categories":5816},[245],{"categories":5818},[106],{"categories":5820},[106],{"categories":5822},[106],{"categories":5824},[109],{"categories":5826},[106],{"categories":5828},[106],{"categories":5830},[],{"categories":5832},[106],{"categories":5834},[106],{"categories":5836},[106],{"categories":5838},[],{"categories":5840},[67],{"categories":5842},[109],{"categories":5844},[106],{"categories":5846},[106],{"categories":5848},[106],{"categories":5850},[106],{"categories":5852},[157],{"categories":5854},[106],{"categories":5856},[132],{"categories":5858},[121],{"categories":5860},[67],{"categories":5862},[479],{"categories":5864},[106],{"categories":5866},[106],{"categories":5868},[106],{"categories":5870},[106],{"categories":5872},[132],{"categories":5874},[157],{"categories":5876},[212],{"categories":5878},[106],{"categories":5880},[106],{"categories":5882},[106],{"categories":5884},[106],{"categories":5886},[106],{"categories":5888},[106],{"categories":5890},[157],{"categories":5892},[106],{"categories":5894},[212],{"categories":5896},[106],{"categories":5898},[106],{"categories":5900},[157],{"categories":5902},[212],{"categories":5904},[106],{"categories":5906},[157],{"categories":5908},[106],{"categories":5910},[67],{"categories":5912},[67],{"categories":5914},[67],{"categories":5916},[106],{"categories":5918},[132],{"categories":5920},[157],{"categories":5922},[67],{"categories":5924},[67],{"categories":5926},[106],{"categories":5928},[132],{"categories":5930},[212],{"categories":5932},[106],{"categories":5934},[106],{"categories":5936},[67],{"categories":5938},[106],{"categories":5940},[],{"categories":5942},[67],{"categories":5944},[],{"categories":5946},[106],{"categories":5948},[106],{"categories":5950},[],{"categories":5952},[],{"categories":5954},[67],{"categories":5956},[114],{"categories":5958},[67],{"categories":5960},[5961],"Liability & Ethics",{"categories":5963},[106],{"categories":5965},[106],{"categories":5967},[106],{"categories":5969},[67],{"categories":5971},[109],{"categories":5973},[67],{"categories":5975},[114],{"categories":5977},[245],{"categories":5979},[106],{"categories":5981},[67],{"categories":5983},[106],{"categories":5985},[106],{"categories":5987},[106],{"categories":5989},[],{"categories":5991},[594],{"categories":5993},[67],{"categories":5995},[],{"categories":5997},[106],{"categories":5999},[109],{"categories":6001},[67],{"categories":6003},[106],{"categories":6005},[],{"categories":6007},[67],{"categories":6009},[106],{"categories":6011},[106],{"categories":6013},[132],{"categories":6015},[106],{"categories":6017},[157],{"categories":6019},[106],{"categories":6021},[106],{"categories":6023},[121],{"categories":6025},[106],{"categories":6027},[67],{"categories":6029},[106],{"categories":6031},[106],{"categories":6033},[106],{"categories":6035},[157],{"categories":6037},[67],{"categories":6039},[132],{"categories":6041},[212],{"categories":6043},[109],{"categories":6045},[106],{"categories":6047},[106],{"categories":6049},[106],{"categories":6051},[],{"categories":6053},[67],{"categories":6055},[67],{"categories":6057},[67],{"categories":6059},[479],{"categories":6061},[67],{"categories":6063},[212],{"categories":6065},[67],{"categories":6067},[288],{"categories":6069},[132],{"categories":6071},[157],{"categories":6073},[106],{"categories":6075},[212],{"categories":6077},[106],{"categories":6079},[109],{"categories":6081},[],{"categories":6083},[106],{"categories":6085},[67],{"categories":6087},[106],{"categories":6089},[106],{"categories":6091},[106],{"categories":6093},[106],{"categories":6095},[67],{"categories":6097},[106],{"categories":6099},[106],{"categories":6101},[212],{"categories":6103},[67],{"categories":6105},[],{"categories":6107},[67],{"categories":6109},[121],{"categories":6111},[106],{"categories":6113},[157],{"categories":6115},[67],{"categories":6117},[114],{"categories":6119},[],{"categories":6121},[106],{"categories":6123},[106],{"categories":6125},[121],{"categories":6127},[106],{"categories":6129},[67],{"categories":6131},[157],{"categories":6133},[109],{"categories":6135},[288],{"categories":6137},[106],{"categories":6139},[106],{"categories":6141},[106],{"categories":6143},[157],{"categories":6145},[114],{"categories":6147},[106],{"categories":6149},[212],{"categories":6151},[157],{"categories":6153},[288],{"categories":6155},[106],{"categories":6157},[67],{"categories":6159},[],{"categories":6161},[548],{"categories":6163},[],{"categories":6165},[106],{"categories":6167},[288],{"categories":6169},[106],{"categories":6171},[135],{"categories":6173},[106],{"categories":6175},[67],{"categories":6177},[67],{"categories":6179},[6180],"Design News & Tools",{"categories":6182},[106],{"categories":6184},[106],{"categories":6186},[157],{"categories":6188},[106],{"categories":6190},[106],{"categories":6192},[106],{"categories":6194},[109],{"categories":6196},[67],{"categories":6198},[106],{"categories":6200},[212],{"categories":6202},[67],{"categories":6204},[67],{"categories":6206},[212],{"categories":6208},[106],{"categories":6210},[106],{"categories":6212},[106],{"categories":6214},[479],{"categories":6216},[67],{"categories":6218},[106],{"categories":6220},[67],{"categories":6222},[106],{"categories":6224},[106],{"categories":6226},[479],{"categories":6228},[106],{"categories":6230},[245],{"categories":6232},[106],{"categories":6234},[67],{"categories":6236},[67],{"categories":6238},[],{"categories":6240},[106],{"categories":6242},[106],{"categories":6244},[106],{"categories":6246},[157],{"categories":6248},[106],{"categories":6250},[109],{"categories":6252},[],{"categories":6254},[106],{"categories":6256},[106],{"categories":6258},[106],{"categories":6260},[132],{"categories":6262},[621],{"categories":6264},[132],{"categories":6266},[212],{"categories":6268},[106],{"categories":6270},[106,67],{"categories":6272},[245,114],{"categories":6274},[132],{"categories":6276},[106],{"categories":6278},[106],{"categories":6280},[106],{"categories":6282},[106],{"categories":6284},[],{"categories":6286},[132],{"categories":6288},[67],{"categories":6290},[106],{"categories":6292},[106],{"categories":6294},[],{"categories":6296},[106],{"categories":6298},[132],{"categories":6300},[106],{"categories":6302},[132],{"categories":6304},[106],{"categories":6306},[],{"categories":6308},[67],{"categories":6310},[106],{"categories":6312},[114],{"categories":6314},[106],{"categories":6316},[157],{"categories":6318},[106],{"categories":6320},[],{"categories":6322},[106],{"categories":6324},[67],{"categories":6326},[106],{"categories":6328},[],{"categories":6330},[212],{"categories":6332},[106],{"categories":6334},[106],{"categories":6336},[67],{"categories":6338},[106],{"categories":6340},[106],{"categories":6342},[106],{"categories":6344},[109],{"categories":6346},[106],{"categories":6348},[67],{"categories":6350},[106],{"categories":6352},[],{"categories":6354},[106],{"categories":6356},[288],{"categories":6358},[245],{"categories":6360},[114],{"categories":6362},[114],{"categories":6364},[106],{"categories":6366},[109],{"categories":6368},[109],{"categories":6370},[106],{"categories":6372},[67],{"categories":6374},[106],{"categories":6376},[106],{"categories":6378},[106],{"categories":6380},[106],{"categories":6382},[132],{"categories":6384},[106],{"categories":6386},[109],{"categories":6388},[106],{"categories":6390},[106],{"categories":6392},[67],{"categories":6394},[106],{"categories":6396},[245],{"categories":6398},[106],{"categories":6400},[157],{"categories":6402},[106],{"categories":6404},[106],{"categories":6406},[67],{"categories":6408},[121],{"categories":6410},[106],{"categories":6412},[67],{"categories":6414},[106],{"categories":6416},[67],{"categories":6418},[],{"categories":6420},[132],{"categories":6422},[],{"categories":6424},[132],{"categories":6426},[67],{"categories":6428},[109],{"categories":6430},[106],{"categories":6432},[],{"categories":6434},[135],{"categories":6436},[288],{"categories":6438},[106],{"categories":6440},[132],{"categories":6442},[106],{"categories":6444},[],{"categories":6446},[157],{"categories":6448},[67],{"categories":6450},[132],{"categories":6452},[212],{"categories":6454},[114],{"categories":6456},[106],{"categories":6458},[106],{"categories":6460},[67],{"categories":6462},[132],{"categories":6464},[67],{"categories":6466},[157],{"categories":6468},[106],{"categories":6470},[121],{"categories":6472},[109],{"categories":6474},[121],{"categories":6476},[157],{"categories":6478},[106],{"categories":6480},[106],{"categories":6482},[132],{"categories":6484},[106],{"categories":6486},[212],{"categories":6488},[114],{"categories":6490},[106],{"categories":6492},[106],{"categories":6494},[106],{"categories":6496},[106],{"categories":6498},[106],{"categories":6500},[106],{"categories":6502},[67],{"categories":6504},[106],{"categories":6506},[106],{"categories":6508},[67],{"categories":6510},[106],{"categories":6512},[106],{"categories":6514},[109],{"categories":6516},[106],{"categories":6518},[67],{"categories":6520},[67],{"categories":6522},[212],{"categories":6524},[67],{"categories":6526},[106],{"categories":6528},[67],{"categories":6530},[106],{"categories":6532},[109],{"categories":6534},[67],{"categories":6536},[212],{"categories":6538},[],{"categories":6540},[106],{"categories":6542},[135],{"categories":6544},[479],{"categories":6546},[106],{"categories":6548},[67],{"categories":6550},[106],{"categories":6552},[106],{"categories":6554},[132],{"categories":6556},[106],{"categories":6558},[],{"categories":6560},[106],{"categories":6562},[67],{"categories":6564},[114],{"categories":6566},[106],{"categories":6568},[245],{"categories":6570},[212],{"categories":6572},[106],{"categories":6574},[132],{"categories":6576},[106],{"categories":6578},[106],{"categories":6580},[157],{"categories":6582},[67],{"categories":6584},[106],{"categories":6586},[245],{"categories":6588},[67],{"categories":6590},[114],{"categories":6592},[114],{"categories":6594},[106],{"categories":6596},[106],{"categories":6598},[106],{"categories":6600},[106],{"categories":6602},[106],{"categories":6604},[106],{"categories":6606},[109],{"categories":6608},[106],{"categories":6610},[],{"categories":6612},[106],{"categories":6614},[106],{"categories":6616},[67],{"categories":6618},[106],{"categories":6620},[67],{"categories":6622},[106],{"categories":6624},[106],{"categories":6626},[106],{"categories":6628},[106],{"categories":6630},[106],{"categories":6632},[106],{"categories":6634},[132],{"categories":6636},[],{"categories":6638},[109],{"categories":6640},[106],{"categories":6642},[106],{"categories":6644},[67],{"categories":6646},[67],{"categories":6648},[],{"categories":6650},[132],{"categories":6652},[132],{"categories":6654},[106],{"categories":6656},[245],{"categories":6658},[114],{"categories":6660},[212],{"categories":6662},[106],{"categories":6664},[],{"categories":6666},[106],{"categories":6668},[67],{"categories":6670},[109],{"categories":6672},[106],{"categories":6674},[106],{"categories":6676},[132],{"categories":6678},[109],{"categories":6680},[106],{"categories":6682},[106],{"categories":6684},[157],{"categories":6686},[135],{"categories":6688},[106],{"categories":6690},[157],{"categories":6692},[106],{"categories":6694},[67],{"categories":6696},[106],{"categories":6698},[106],{"categories":6700},[],{"categories":6702},[157],{"categories":6704},[67],{"categories":6706},[212],{"categories":6708},[135],{"categories":6710},[106],{"categories":6712},[106],{"categories":6714},[106],{"categories":6716},[],{"categories":6718},[67],{"categories":6720},[67],{"categories":6722},[67],{"categories":6724},[3464],{"categories":6726},[157],{"categories":6728},[106],{"categories":6730},[132],{"categories":6732},[106],{"categories":6734},[106],{"categories":6736},[106],{"categories":6738},[106],{"categories":6740},[106],{"categories":6742},[67],{"categories":6744},[106],{"categories":6746},[114],{"categories":6748},[106],{"categories":6750},[109],{"categories":6752},[1957],{"categories":6754},[288],{"categories":6756},[109],{"categories":6758},[],{"categories":6760},[121],{"categories":6762},[106],{"categories":6764},[],{"categories":6766},[106],{"categories":6768},[157],{"categories":6770},[67],{"categories":6772},[212],{"categories":6774},[106],{"categories":6776},[67],{"categories":6778},[106],{"categories":6780},[106],{"categories":6782},[106],{"categories":6784},[106],{"categories":6786},[157],{"categories":6788},[],{"categories":6790},[106],{"categories":6792},[67],{"categories":6794},[106],{"categories":6796},[67],{"categories":6798},[67],{"categories":6800},[],{"categories":6802},[106],{"categories":6804},[],{"categories":6806},[157],{"categories":6808},[109],{"categories":6810},[106],{"categories":6812},[212],{"categories":6814},[106],{"categories":6816},[67],{"categories":6818},[157],{"categories":6820},[106],{"categories":6822},[157],{"categories":6824},[],{"categories":6826},[157],{"categories":6828},[106],{"categories":6830},[109],{"categories":6832},[67],{"categories":6834},[479],{"categories":6836},[106],{"categories":6838},[67],{"categories":6840},[106],{"categories":6842},[],{"categories":6844},[132],{"categories":6846},[67],{"categories":6848},[121],{"categories":6850},[67],{"categories":6852},[106],{"categories":6854},[109],{"categories":6856},[106],{"categories":6858},[106],{"categories":6860},[],{"categories":6862},[],{"categories":6864},[],{"categories":6866},[212],{"categories":6868},[106],{"categories":6870},[67],{"categories":6872},[106],{"categories":6874},[106],{"categories":6876},[],{"categories":6878},[],{"categories":6880},[],{"categories":6882},[106],{"categories":6884},[67],{"categories":6886},[212],{"categories":6888},[106],{"categories":6890},[],{"categories":6892},[67],{"categories":6894},[106],{"categories":6896},[106],{"categories":6898},[109],{"categories":6900},[],{"categories":6902},[],{"categories":6904},[106],{"categories":6906},[106],{"categories":6908},[106],{"categories":6910},[67],{"categories":6912},[212],{"categories":6914},[106],{"categories":6916},[157],{"categories":6918},[],{"categories":6920},[106],{"categories":6922},[106],{"categories":6924},[245],{"categories":6926},[157],{"categories":6928},[245],{"categories":6930},[132],{"categories":6932},[135],{"categories":6934},[106],{"categories":6936},[106],{"categories":6938},[],{"categories":6940},[],{"categories":6942},[67],{"categories":6944},[],{"categories":6946},[106],{"categories":6948},[479],{"categories":6950},[106],{"categories":6952},[106],{"categories":6954},[106],{"categories":6956},[106],{"categories":6958},[],{"categories":6960},[67],{"categories":6962},[106],{"categories":6964},[106],{"categories":6966},[],{"categories":6968},[67],{"categories":6970},[67],{"categories":6972},[106],{"categories":6974},[157],{"categories":6976},[106],{"categories":6978},[245],{"categories":6980},[106],{"categories":6982},[67],{"categories":6984},[114],{"categories":6986},[121],{"categories":6988},[106],{"categories":6990},[106],{"categories":6992},[67],{"categories":6994},[135],{"categories":6996},[67],{"categories":6998},[67],{"categories":7000},[],{"categories":7002},[106],{"categories":7004},[67],{"categories":7006},[],{"categories":7008},[106],{"categories":7010},[],{"categories":7012},[157],{"categories":7014},[114],{"categories":7016},[],{"categories":7018},[106],{"categories":7020},[106],{"categories":7022},[106],{"categories":7024},[],{"categories":7026},[67],{"categories":7028},[212],{"categories":7030},[109],{"categories":7032},[106],{"categories":7034},[],{"categories":7036},[114],{"categories":7038},[245],{"categories":7040},[106],{"categories":7042},[132],{"categories":7044},[109],{"categories":7046},[135],{"categories":7048},[114],{"categories":7050},[132],{"categories":7052},[67],{"categories":7054},[132],{"categories":7056},[],{"categories":7058},[106],{"categories":7060},[121],{"categories":7062},[121],{"categories":7064},[106],{"categories":7066},[],{"categories":7068},[67],{"categories":7070},[67],{"categories":7072},[109],{"categories":7074},[212],{"categories":7076},[106],{"categories":7078},[106],{"categories":7080},[109],{"categories":7082},[67],{"categories":7084},[288],{"categories":7086},[106],{"categories":7088},[106],{"categories":7090},[106],{"categories":7092},[106],{"categories":7094},[106],{"categories":7096},[109],{"categories":7098},[106],{"categories":7100},[132],{"categories":7102},[135],{"categories":7104},[67],{"categories":7106},[],{"categories":7108},[106],{"categories":7110},[106],{"categories":7112},[106],{"categories":7114},[132],{"categories":7116},[67],{"categories":7118},[157],{"categories":7120},[132],{"categories":7122},[106],{"categories":7124},[121],{"categories":7126},[],{"categories":7128},[212],{"categories":7130},[132],{"categories":7132},[157],{"categories":7134},[106],{"categories":7136},[106],{"categories":7138},[109],{"categories":7140},[67],{"categories":7142},[106],{"categories":7144},[106],{"categories":7146},[67],{"categories":7148},[121],{"categories":7150},[106],{"categories":7152},[67],{"categories":7154},[106],{"categories":7156},[114],{"categories":7158},[106],{"categories":7160},[67],{"categories":7162},[67,288],{"categories":7164},[106],{"categories":7166},[106],{"categories":7168},[67],{"categories":7170},[132],{"categories":7172},[106],{"categories":7174},[106],{"categories":7176},[106],{"categories":7178},[135],{"categories":7180},[67],{"categories":7182},[245],{"categories":7184},[67],{"categories":7186},[114],{"categories":7188},[],{"categories":7190},[67],{"categories":7192},[106],{"categories":7194},[114],{"categories":7196},[],{"categories":7198},[],{"categories":7200},[106],{"categories":7202},[132],{"categories":7204},[106],{"categories":7206},[106],{"categories":7208},[67],{"categories":7210},[106],{"categories":7212},[135],{"categories":7214},[245],{"categories":7216},[106],{"categories":7218},[106],{"categories":7220},[106],{"categories":7222},[106],{"categories":7224},[67],{"categories":7226},[],{"categories":7228},[67],{"categories":7230},[157],{"categories":7232},[106],{"categories":7234},[67],{"categories":7236},[67],{"categories":7238},[106],{"categories":7240},[],{"categories":7242},[157],{"categories":7244},[132],{"categories":7246},[3464],{"categories":7248},[109],{"categories":7250},[132],{"categories":7252},[106],{"categories":7254},[67],{"categories":7256},[106],{"categories":7258},[106],{"categories":7260},[245],{"categories":7262},[132],{"categories":7264},[135],{"categories":7266},[],{"categories":7268},[157],{"categories":7270},[106],{"categories":7272},[106],{"categories":7274},[],{"categories":7276},[67],{"categories":7278},[106],{"categories":7280},[106],{"categories":7282},[106],{"categories":7284},[106],{"categories":7286},[67],{"categories":7288},[106],{"categories":7290},[106],{"categories":7292},[106],{"categories":7294},[106],{"categories":7296},[106],{"categories":7298},[121],{"categories":7300},[106],{"categories":7302},[67],{"categories":7304},[106],{"categories":7306},[106],{"categories":7308},[106],{"categories":7310},[106],{"categories":7312},[106],{"categories":7314},[106],{"categories":7316},[106],{"categories":7318},[114],{"categories":7320},[],{"categories":7322},[121],{"categories":7324},[106],{"categories":7326},[157],{"categories":7328},[67],{"categories":7330},[106],{"categories":7332},[132],{"categories":7334},[],{"categories":7336},[132],{"categories":7338},[132],{"categories":7340},[67],{"categories":7342},[132],{"categories":7344},[106],{"categories":7346},[106],{"categories":7348},[106],{"categories":7350},[67],{"categories":7352},[132],{"categories":7354},[106],{"categories":7356},[106],{"categories":7358},[106],{"categories":7360},[67],{"categories":7362},[157],{"categories":7364},[106],{"categories":7366},[106],{"categories":7368},[106],{"categories":7370},[114],{"categories":7372},[106],{"categories":7374},[67],{"categories":7376},[212],{"categories":7378},[],{"categories":7380},[106],{"categories":7382},[106],{"categories":7384},[135],{"categories":7386},[106],{"categories":7388},[67],{"categories":7390},[106],{"categories":7392},[106],{"categories":7394},[],{"categories":7396},[106],{"categories":7398},[106],{"categories":7400},[157],{"categories":7402},[106],{"categories":7404},[106],{"categories":7406},[67],{"categories":7408},[245],{"categories":7410},[],{"categories":7412},[],{"categories":7414},[132],{"categories":7416},[106],{"categories":7418},[106],{"categories":7420},[121],{"categories":7422},[157],{"categories":7424},[106],{"categories":7426},[132],{"categories":7428},[157],{"categories":7430},[106],{"categories":7432},[106],{"categories":7434},[245],{"categories":7436},[135],{"categories":7438},[106],{"categories":7440},[106],{"categories":7442},[109],{"categories":7444},[67],{"categories":7446},[106],{"categories":7448},[106],{"categories":7450},[67],{"categories":7452},[114],{"categories":7454},[67],{"categories":7456},[132],{"categories":7458},[106],{"categories":7460},[114],{"categories":7462},[],{"categories":7464},[106],{"categories":7466},[135],{"categories":7468},[106],{"categories":7470},[106],{"categories":7472},[],{"categories":7474},[157],{"categories":7476},[106],{"categories":7478},[67],{"categories":7480},[135],{"categories":7482},[106],{"categories":7484},[132],{"categories":7486},[132],{"categories":7488},[132],{"categories":7490},[106],{"categories":7492},[67],{"categories":7494},[67],{"categories":7496},[106],{"categories":7498},[67],{"categories":7500},[106],{"categories":7502},[106],{"categories":7504},[212],{"categories":7506},[135],{"categories":7508},[135],{"categories":7510},[],{"categories":7512},[157],{"categories":7514},[106],{"categories":7516},[106],{"categories":7518},[132],{"categories":7520},[],{"categories":7522},[157],{"categories":7524},[157],{"categories":7526},[157],{"categories":7528},[],{"categories":7530},[67],{"categories":7532},[106],{"categories":7534},[],{"categories":7536},[109],{"categories":7538},[114],{"categories":7540},[],{"categories":7542},[106],{"categories":7544},[106],{"categories":7546},[],{"categories":7548},[132],{"categories":7550},[],{"categories":7552},[],{"categories":7554},[],{"categories":7556},[],{"categories":7558},[106],{"categories":7560},[157],{"categories":7562},[],{"categories":7564},[],{"categories":7566},[106],{"categories":7568},[106],{"categories":7570},[106],{"categories":7572},[135],{"categories":7574},[106],{"categories":7576},[135],{"categories":7578},[],{"categories":7580},[135],{"categories":7582},[135],{"categories":7584},[288],{"categories":7586},[67],{"categories":7588},[132],{"categories":7590},[],{"categories":7592},[],{"categories":7594},[135],{"categories":7596},[132],{"categories":7598},[132],{"categories":7600},[132],{"categories":7602},[],{"categories":7604},[109],{"categories":7606},[132],{"categories":7608},[132],{"categories":7610},[109],{"categories":7612},[132],{"categories":7614},[114],{"categories":7616},[132],{"categories":7618},[132],{"categories":7620},[132],{"categories":7622},[135],{"categories":7624},[157],{"categories":7626},[157],{"categories":7628},[106],{"categories":7630},[132],{"categories":7632},[135],{"categories":7634},[288],{"categories":7636},[135],{"categories":7638},[135],{"categories":7640},[135],{"categories":7642},[],{"categories":7644},[114],{"categories":7646},[],{"categories":7648},[288],{"categories":7650},[132],{"categories":7652},[132],{"categories":7654},[132],{"categories":7656},[67],{"categories":7658},[157,114],{"categories":7660},[135],{"categories":7662},[],{"categories":7664},[],{"categories":7666},[135],{"categories":7668},[],{"categories":7670},[135],{"categories":7672},[157],{"categories":7674},[67],{"categories":7676},[],{"categories":7678},[132],{"categories":7680},[106],{"categories":7682},[212],{"categories":7684},[],{"categories":7686},[106],{"categories":7688},[],{"categories":7690},[157],{"categories":7692},[109],{"categories":7694},[135],{"categories":7696},[],{"categories":7698},[132],{"categories":7700},[157],[7702,7789,7885,7981],{"id":7703,"title":7704,"ai":7705,"body":7710,"categories":7767,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7768,"navigation":85,"path":7778,"published_at":7779,"question":68,"scraped_at":7779,"seo":7780,"sitemap":7781,"source_id":7782,"source_name":91,"source_type":92,"source_url":7783,"stem":7784,"tags":7785,"thumbnail_url":68,"tldr":7786,"tweet":68,"unknown_tags":7787,"__hash__":7788},"summaries\u002Fsummaries\u002F330fba64551db8b4-scaling-ai-in-law-governance-and-operational-effic-summary.md","Scaling AI in Law: Governance and Operational Efficiency",{"provider":7,"model":8,"input_tokens":7706,"output_tokens":7707,"processing_time_ms":7708,"cost_usd":7709},5252,596,3502,0.002207,{"type":14,"value":7711,"toc":7762},[7712,7716,7719,7723,7726,7730,7733,7759],[17,7713,7715],{"id":7714},"leadership-driven-adoption-strategy","Leadership-Driven Adoption Strategy",[22,7717,7718],{},"Gilbert + Tobin successfully scaled AI by positioning it as a tool for augmenting human judgment rather than a replacement for professional expertise. CEO Sam Nickless spearheaded this by demonstrating his own use of ChatGPT, effectively framing AI as a legitimate productivity tool rather than a shortcut. To ensure firm-wide adoption, the business transformation team moved beyond generic training, embedding themselves in specific departments—such as marketing, finance, and recruitment—to build and demonstrate tailored workflows. This approach resulted in an 87% active usage rate among enabled users, significantly higher than typical tool adoption at the firm.",[17,7720,7722],{"id":7721},"governance-and-trust","Governance and Trust",[22,7724,7725],{},"Operating in a high-stakes legal environment, the firm prioritized data security and professional accountability. The rollout was governed by clear policies regarding approved tasks, data entry, and output verification. By leveraging OpenAI’s Australian data residency, the firm met strict internal and client-driven compliance requirements. A core tenet of their strategy is that while AI handles the operational heavy lifting, human professionals remain responsible for constraining the task, reviewing outputs, and applying final judgment.",[17,7727,7729],{"id":7728},"from-assistance-to-workflow-execution","From Assistance to Workflow Execution",[22,7731,7732],{},"Beyond standard chat interfaces, the firm uses Codex to automate complex, multi-step operational workflows. Notable efficiency gains include:",[33,7734,7735,7741,7747,7753],{},[36,7736,7737,7740],{},[39,7738,7739],{},"Compliance Checks:"," Reducing conflict, KYC, and AML checks from 3–8 hours to 5 minutes.",[36,7742,7743,7746],{},[39,7744,7745],{},"Reporting:"," Automating audit report preparation for 300 entities, saving a full day of manual work.",[36,7748,7749,7752],{},[39,7750,7751],{},"Recruitment:"," Cutting research and data-extraction time from 4 hours to 20 minutes.",[36,7754,7755,7758],{},[39,7756,7757],{},"Custom Tooling:"," Developing a 'digital twin' of the CEO to pressure-test ideas and building an AWS monitoring 'watchtower' for the DevOps team.",[22,7760,7761],{},"These implementations demonstrate a shift from discrete task assistance to the automation of irregular, complex processes that are otherwise difficult to justify through traditional software development.",{"title":60,"searchDepth":61,"depth":61,"links":7763},[7764,7765,7766],{"id":7714,"depth":61,"text":7715},{"id":7721,"depth":61,"text":7722},{"id":7728,"depth":61,"text":7729},[67],{"content_references":7769,"triage":7776},[7770,7772,7774],{"type":74,"title":75,"context":7771},"mentioned",{"type":74,"title":7773,"context":7771},"Harvey",{"type":74,"title":7775,"context":7771},"Codex",{"relevance":81,"novelty":82,"quality":82,"actionability":82,"composite":83,"reasoning":7777},"Category: AI Automation. The article provides a detailed case study on how Gilbert + Tobin scaled AI adoption in a legal context, addressing specific pain points such as operational efficiency and governance. It offers actionable insights on embedding AI into workflows, which is directly applicable for product builders looking to implement AI in their own organizations.","\u002Fsummaries\u002F330fba64551db8b4-scaling-ai-in-law-governance-and-operational-effic-summary","2026-09-02 03:14:05",{"title":7704,"description":60},{"loc":7778},"330fba64551db8b4","https:\u002F\u002Fopenai.com\u002Findex\u002Fgilbert-tobin","summaries\u002F330fba64551db8b4-scaling-ai-in-law-governance-and-operational-effic-summary",[96,97,99,98],"Gilbert + Tobin achieved 87% AI adoption by focusing on operational workflows rather than legal advice, using leadership-led enablement and strict data governance to drive efficiency.",[],"1fPsUZ2tlW0H9U2jaJxq1M6vIb8MjAWRIqwJymHLl4k",{"id":7790,"title":7791,"ai":7792,"body":7797,"categories":7860,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7861,"navigation":85,"path":7869,"published_at":7870,"question":68,"scraped_at":7871,"seo":7872,"sitemap":7873,"source_id":7874,"source_name":7875,"source_type":7876,"source_url":7877,"stem":7878,"tags":7879,"thumbnail_url":7880,"tldr":7881,"tweet":7882,"unknown_tags":7883,"__hash__":7884},"summaries\u002Fsummaries\u002F0698b476799be2ee-building-secure-and-ethical-agentic-commerce-syste-summary.md","Building Secure and Ethical Agentic Commerce Systems",{"provider":7,"model":8,"input_tokens":7793,"output_tokens":7794,"processing_time_ms":7795,"cost_usd":7796},6878,578,2904,0.0025865,{"type":14,"value":7798,"toc":7855},[7799,7803,7815,7819,7822,7848,7852],[17,7800,7802],{"id":7801},"the-shift-from-browsing-to-structured-commerce","The Shift from Browsing to Structured Commerce",[22,7804,7805,7806,7810,7811,7814],{},"Traditional web browsing is inefficient for AI agents, which struggle to parse HTML and consume excessive tokens. To enable agentic commerce, merchants must adopt a structured approach. Instead of relying on standard web interfaces, merchants should publish a ",[7807,7808,7809],"code",{},"merchant-capabilities-manifest"," (a JSON file in the ",[7807,7812,7813],{},"\u002F.well-known\u002F"," directory) that declares supported payment methods and API endpoints. Catalogs and policies (shipping, returns) must also be exposed as structured JSON. This allows agents to filter, rank, and justify recommendations based on specific attributes rather than hallucinating or failing to find information.",[17,7816,7818],{"id":7817},"designing-agent-personas-and-guardrails","Designing Agent Personas and Guardrails",[22,7820,7821],{},"An agent's behavior is defined by its system prompt (persona) and its instruction loop. A poorly designed persona—such as an \"aggressive salesman\"—can lead to manipulative behavior and dark patterns. Developers must implement a strict guardrail checklist to maintain user trust:",[33,7823,7824,7830,7836,7842],{},[36,7825,7826,7829],{},[39,7827,7828],{},"Transparency:"," Always disclose that the user is interacting with an AI.",[36,7831,7832,7835],{},[39,7833,7834],{},"Control:"," Honor \"stop\" and \"cancel\" commands immediately.",[36,7837,7838,7841],{},[39,7839,7840],{},"Financial Safety:"," Enforce hard caps on transaction totals and disclose all fees upfront.",[36,7843,7844,7847],{},[39,7845,7846],{},"Accountability:"," Log all agent decisions and attribute matches to provide an audit trail of why a specific product was recommended.",[17,7849,7851],{"id":7850},"securing-transactions-with-shared-payment-tokens","Securing Transactions with Shared Payment Tokens",[22,7853,7854],{},"Security in agentic commerce relies on abstracting sensitive data. Rather than passing raw credit card numbers, agents should utilize \"shared payment tokens.\" In this model, the agent receives a token from a payment provider (like Stripe) and passes it to the merchant. The merchant unwraps only the necessary data to process the transaction, and the payment provider enforces limits and validates the request. This ensures that neither the agent nor the merchant ever handles raw payment credentials, significantly reducing the security surface area for the user.",{"title":60,"searchDepth":61,"depth":61,"links":7856},[7857,7858,7859],{"id":7801,"depth":61,"text":7802},{"id":7817,"depth":61,"text":7818},{"id":7850,"depth":61,"text":7851},[67],{"content_references":7862,"triage":7867},[7863,7865],{"type":74,"title":7864,"context":77},"Universal Commerce Protocol (UCP)",{"type":74,"title":7866,"context":7771},"Stripe",{"relevance":81,"novelty":82,"quality":82,"actionability":82,"composite":83,"reasoning":7868},"Category: AI Automation. The article provides a detailed framework for building secure and ethical agentic commerce systems, addressing specific pain points such as the need for structured data protocols and guardrails for AI agents. It offers actionable insights on implementing transparency and security measures, making it highly relevant for product builders in the AI space.","\u002Fsummaries\u002F0698b476799be2ee-building-secure-and-ethical-agentic-commerce-syste-summary","2026-09-01 16:30:06","2026-09-02 03:13:42",{"title":7791,"description":60},{"loc":7869},"0698b476799be2ee","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=A-zeQiYkmXk","summaries\u002F0698b476799be2ee-building-secure-and-ethical-agentic-commerce-syste-summary",[96,97,99,98],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FA-zeQiYkmXk\u002Fhqdefault.jpg","Agentic commerce requires moving beyond web scraping to structured data protocols (UCP) and strict persona guardrails to ensure agents act as helpful assistants rather than manipulative sales bots.","This talk provides a practical look at the technical requirements for \"agentic commerce,\" moving beyond the hype to explain how merchants can expose structured data via a `\u002F.well-known` manifest so AI agents can actually parse catalogs without browsing. It also covers the necessary guardrails for agent personas and the security architecture of using shared payment tokens to keep sensitive card data away from the agent itself.",[],"8Uxb9cNFr0eEXsSsz1i0XGoLMH9oO1BaIhHqvI35Sp8",{"id":7886,"title":7887,"ai":7888,"body":7893,"categories":7956,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7957,"navigation":85,"path":7967,"published_at":7968,"question":68,"scraped_at":7969,"seo":7970,"sitemap":7971,"source_id":7972,"source_name":7875,"source_type":7876,"source_url":7973,"stem":7974,"tags":7975,"thumbnail_url":7976,"tldr":7977,"tweet":7978,"unknown_tags":7979,"__hash__":7980},"summaries\u002Fsummaries\u002F720c85f0a6f21c5f-avoiding-disaster-when-vibe-coding-billing-engines-summary.md","Avoiding Disaster When Vibe-Coding Billing Engines",{"provider":7,"model":8,"input_tokens":7889,"output_tokens":7890,"processing_time_ms":7891,"cost_usd":7892},7378,589,2325,0.002728,{"type":14,"value":7894,"toc":7951},[7895,7899,7902,7906,7909,7923,7927,7930],[17,7896,7898],{"id":7897},"the-case-for-human-in-the-loop-billing","The Case for Human-in-the-Loop Billing",[22,7900,7901],{},"Billing systems are business-critical infrastructure that combine deep logic with real financial risk. While coding agents can rapidly provision environments and replicate complex pricing models—such as the credit-based auto-recharge model used by Lovable—they should not be given full autonomy to ship to production. The primary risk is \"runaway spend,\" where an agent misconfigures metering or credit pools, leading to financial disaster. The recommended workflow is to use agents to accelerate the creation of a sandbox environment, then perform manual verification before moving to production.",[17,7903,7905],{"id":7904},"guardrails-for-agentic-development","Guardrails for Agentic Development",[22,7907,7908],{},"To make billing systems safer for agentic interaction, developers should focus on two specific technical guardrails:",[33,7910,7911,7917],{},[36,7912,7913,7916],{},[39,7914,7915],{},"Skills Files:"," These are portable, installable files that provide the agent with the necessary context and constraints for the API. They act as a \"source of truth\" that prevents the agent from hallucinating incorrect implementation patterns.",[36,7918,7919,7922],{},[39,7920,7921],{},"Verbose Error Handling:"," Error messages must be designed to be machine-readable and highly descriptive. When an agent encounters a failure, clear error feedback allows it to self-correct rather than looping or failing silently.",[17,7924,7926],{"id":7925},"the-three-roles-of-ai-agents","The Three Roles of AI Agents",[22,7928,7929],{},"To build effective products in the current landscape, teams must distinguish between three distinct roles an agent plays:",[7931,7932,7933,7939,7945],"ol",{},[36,7934,7935,7938],{},[39,7936,7937],{},"Agent as Product:"," The agent is the core value proposition. This necessitates usage-based pricing, as the agent's consumption of tokens or resources can scale independently of human logins.",[36,7940,7941,7944],{},[39,7942,7943],{},"Agent as Buyer:"," The agent acts as a procurement entity, using tools like the Stripe CLI to provision infrastructure (e.g., databases, billing engines) autonomously.",[36,7946,7947,7950],{},[39,7948,7949],{},"Agent as User:"," The agent replaces human users in existing software. This is the most disruptive shift, as it renders traditional seat-based pricing models obsolete. Companies like HubSpot are already transitioning to credit-based models to capture value in a world where one agent can perform the work of many human logins.",{"title":60,"searchDepth":61,"depth":61,"links":7952},[7953,7954,7955],{"id":7897,"depth":61,"text":7898},{"id":7904,"depth":61,"text":7905},{"id":7925,"depth":61,"text":7926},[67],{"content_references":7958,"triage":7965},[7959,7962],{"type":74,"title":7960,"url":7961,"context":77},"Stripe Projects","https:\u002F\u002Fstripe.com\u002Fdocs\u002Fprojects",{"type":74,"title":7963,"url":7964,"context":7771},"Metronome","https:\u002F\u002Fmetronome.com\u002F",{"relevance":81,"novelty":82,"quality":82,"actionability":82,"composite":83,"reasoning":7966},"Category: AI Automation. The article provides a practical framework for integrating AI agents into billing systems while emphasizing the importance of human oversight, addressing a specific pain point of avoiding financial risks. It offers actionable insights on using skills files and error handling to enhance safety in agentic development.","\u002Fsummaries\u002F720c85f0a6f21c5f-avoiding-disaster-when-vibe-coding-billing-engines-summary","2026-08-28 16:00:06","2026-08-29 03:12:01",{"title":7887,"description":60},{"loc":7967},"720c85f0a6f21c5f","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=mJqwmmOx4WA","summaries\u002F720c85f0a6f21c5f-avoiding-disaster-when-vibe-coding-billing-engines-summary",[96,99,97,98],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FmJqwmmOx4WA\u002Fhqdefault.jpg","Use AI agents to accelerate setup in test environments, but maintain a human-in-the-loop for production billing logic to avoid runaway spend and configuration errors.","This talk demonstrates how to use [Stripe Projects](https:\u002F\u002Fstripe.com\u002Fdocs\u002Fprojects) to provision a sandbox billing environment via CLI, using a coding agent to scaffold complex logic like credit pools and metered usage. The speaker argues for a \"human-in-the-loop\" approach, emphasizing the use of portable skills files and verbose error messages to help agents self-correct during the development phase without pushing untested billing logic to production.",[],"XocMbOI8af-fWIxiQGDhyffz3c531MBtYkI-HNTYAoM",{"id":7982,"title":7983,"ai":7984,"body":7989,"categories":8089,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":8090,"navigation":85,"path":8103,"published_at":8104,"question":68,"scraped_at":8105,"seo":8106,"sitemap":8107,"source_id":8108,"source_name":7875,"source_type":7876,"source_url":8109,"stem":8110,"tags":8111,"thumbnail_url":8112,"tldr":8113,"tweet":8114,"unknown_tags":8115,"__hash__":8116},"summaries\u002Fsummaries\u002F0dc2dcb7503c9b12-engineering-a-unified-gtm-system-at-notion-summary.md","Engineering a Unified GTM System at Notion",{"provider":7,"model":8,"input_tokens":7985,"output_tokens":7986,"processing_time_ms":7987,"cost_usd":7988},7435,892,4830,0.00319675,{"type":14,"value":7990,"toc":8083},[7991,7995,7998,8024,8028,8031,8055,8059,8062,8076,8080],[17,7992,7994],{"id":7993},"the-shift-from-marketing-ops-to-distributed-systems","The Shift from Marketing Ops to Distributed Systems",[22,7996,7997],{},"Notion transitioned its Go-To-Market (GTM) strategy from a fragmented \"spiderweb\" of tools (Salesforce, Gong, Outreach, Snowflake) to a unified, programmable system. The core insight is that GTM is not just a marketing problem; it is a distributed systems problem. By treating GTM as a unified architecture rather than a collection of departmental silos, the team reduced complex workflows into four repeatable layers:",[7931,7999,8000,8006,8012,8018],{},[36,8001,8002,8005],{},[39,8003,8004],{},"Know:"," A trusted, consolidated context layer.",[36,8007,8008,8011],{},[39,8009,8010],{},"Decide:"," A logic engine to select the next best step.",[36,8013,8014,8017],{},[39,8015,8016],{},"Act:"," Execution through automated tasks or nudges.",[36,8019,8020,8023],{},[39,8021,8022],{},"Learn:"," Feedback loops to refine future decisions.",[17,8025,8027],{"id":8026},"designing-for-a-shared-substrate","Designing for a Shared Substrate",[22,8029,8030],{},"Rather than bolting AI on top of existing processes, Notion designed a system where humans and agents operate on the same substrate. This prevents the \"drift\" that occurs when AI systems and human workflows are disconnected.",[33,8032,8033,8039,8049],{},[36,8034,8035,8038],{},[39,8036,8037],{},"The Context Layer:"," Snowflake serves as the source of truth, while DynamoDB provides a denormalized, key-addressable profile that agents can query in milliseconds. This data is surfaced directly in Notion, allowing reps to work in a familiar environment without context-switching between tools.",[36,8040,8041,8044,8045,8048],{},[39,8042,8043],{},"Signals as Primitives:"," The system triggers actions based on \"signals\"—customer events like reaching an AI limit, or external triggers like a company raising funding or changing its tech stack. These signals are processed via durable ",[39,8046,8047],{},"Temporal"," workflows, ensuring that individual failures (e.g., a malformed transcript) do not crash the entire batch process.",[36,8050,8051,8054],{},[39,8052,8053],{},"Human-in-the-Loop:"," Agents handle the \"busy work\" (research, drafting, summarizing), while humans provide the judgment and nuance. Agents are explicitly forbidden from speaking directly to customers to maintain trust and security.",[17,8056,8058],{"id":8057},"build-vs-rent-strategy","Build vs. Rent Strategy",[22,8060,8061],{},"Notion follows a strict build-vs-rent philosophy to remain lean:",[33,8063,8064,8070],{},[36,8065,8066,8069],{},[39,8067,8068],{},"Rent:"," Commodity services like email vendors, CRM infrastructure, and enrichment tools (e.g., Clay).",[36,8071,8072,8075],{},[39,8073,8074],{},"Build:"," The context layer and decisioning logic. Because Notion's internal data model is their competitive edge, they refuse to outsource the \"brain\" of the operation.",[17,8077,8079],{"id":8078},"impact-and-takeaways","Impact and Takeaways",[22,8081,8082],{},"Thirteen weeks into this architecture, enterprise reps are logging more qualified opportunities, and users receiving context-aware recommendations are 63% more likely to take the next step. The team emphasizes that engineers should \"shadow the best reps\" to understand the actual workflow before automating it. If you encode a mediocre process, you get a mediocre agent. By designing for agents as first-class operators rather than mere co-pilots, Notion has created a system that raises the floor for the entire team, allowing newer reps to benefit from the encoded patterns of the best performers.",{"title":60,"searchDepth":61,"depth":61,"links":8084},[8085,8086,8087,8088],{"id":7993,"depth":61,"text":7994},{"id":8026,"depth":61,"text":8027},{"id":8057,"depth":61,"text":8058},{"id":8078,"depth":61,"text":8079},[67],{"content_references":8091,"triage":8101},[8092,8094,8095,8097,8099],{"type":74,"title":8093,"context":77},"Snowflake",{"type":74,"title":8047,"context":77},{"type":74,"title":8096,"context":77},"Clay",{"type":74,"title":8098,"context":7771},"Gong",{"type":74,"title":8100,"context":7771},"Outreach",{"relevance":81,"novelty":82,"quality":82,"actionability":82,"composite":83,"reasoning":8102},"Category: Product Strategy. The article provides a detailed account of how Notion restructured its GTM strategy by treating it as a distributed systems problem, which directly addresses the audience's need for practical insights into product strategy and automation. The content outlines a clear framework for building a unified system that integrates AI and human workflows, making it actionable for product builders.","\u002Fsummaries\u002F0dc2dcb7503c9b12-engineering-a-unified-gtm-system-at-notion-summary","2026-08-26 14:00:05","2026-08-27 03:12:07",{"title":7983,"description":60},{"loc":8103},"0dc2dcb7503c9b12","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=L4I7WgiEquo","summaries\u002F0dc2dcb7503c9b12-engineering-a-unified-gtm-system-at-notion-summary",[96,97,99,98],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FL4I7WgiEquo\u002Fhqdefault.jpg","Notion unified its fragmented GTM operations by treating them as a distributed systems problem, building a shared context layer where humans and AI agents operate on the same substrate to drive proactive, signal-based workflows.","This talk outlines how Notion’s engineering team moved from fragmented, \"single-player\" GTM tools to a unified distributed system. Flora Liu explains their architecture, which uses [Snowflake](https:\u002F\u002Fwww.snowflake.com) for data truth, [DynamoDB](https:\u002F\u002Faws.amazon.com\u002Fdynamodb) for low-latency profile serving, and [Temporal](https:\u002F\u002Ftemporal.io) to ensure reliable, durable agent workflows.",[],"Hdhb58SonuaJBjqvDnEh6Np1cfFqvKlVCmylAOBcosQ"]