[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c5005303bf8ac624-scaling-agreement-data-extraction-with-purpose-bui-summary":3,"summaries-facets-categories":137,"summary-related-c5005303bf8ac624-scaling-agreement-data-extraction-with-purpose-bui-summary":7575},{"id":4,"title":5,"ai":6,"body":13,"categories":95,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":100,"navigation":116,"path":117,"published_at":118,"question":97,"scraped_at":119,"seo":120,"sitemap":121,"source_id":122,"source_name":123,"source_type":124,"source_url":125,"stem":126,"tags":127,"thumbnail_url":132,"tldr":133,"tweet":134,"unknown_tags":135,"__hash__":136},"summaries\u002Fsummaries\u002Fc5005303bf8ac624-scaling-agreement-data-extraction-with-purpose-bui-summary.md","Scaling Agreement Data Extraction with Purpose-Built Small Models",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7558,690,3591,0.0029245,{"type":14,"value":15,"toc":88},"minimark",[16,21,25,29,32,35,58,62,65,68],[17,18,20],"h2",{"id":19},"the-2-trillion-data-problem","The $2 Trillion Data Problem",[22,23,24],"p",{},"Organizations struggle to query their own agreements because critical data—pricing tiers, SKUs, and SLAs—is trapped in unstructured PDFs. Docusign estimates that roughly $2 trillion in negotiated value remains uncapitalized because retrieving this information requires manual human review across disconnected systems. At Docusign’s scale, processing a million agreements daily, traditional extraction methods fail because they treat documents as flat text, which destroys the semantic structure of complex, nested tables.",[17,26,28],{"id":27},"the-case-for-purpose-built-small-models","The Case for Purpose-Built Small Models",[22,30,31],{},"Rather than relying on massive, general-purpose vision language models (VLMs), Docusign and NVIDIA collaborated to build a purpose-built model within the Neotron portfolio. This model, at approximately 850-900 million parameters, is designed specifically as an extractor rather than a generator.",[22,33,34],{},"Key technical advantages include:",[36,37,38,46,52],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"Efficiency:"," The model is 20x faster at table extraction than generic alternatives.",[39,47,48,51],{},[42,49,50],{},"Lower Overhead:"," Reduced parameter count and context requirements lead to significantly lower latency and operational costs.",[39,53,54,57],{},[42,55,56],{},"Structural Integrity:"," Unlike text-based extraction, this model preserves layout, reading order, and semantic table structure in a single pass, eliminating the need for separate layout and table-parsing models.",[17,59,61],{"id":60},"architectural-strategy-for-enterprise-scale","Architectural Strategy for Enterprise Scale",[22,63,64],{},"To handle the massive volume of agreements, the team employs a hybrid pipeline. While the purpose-built model handles complex table extraction, other metadata is processed via specialized OCR modules. This modular approach allows for high-throughput batch processing, which is essential for making historical data queryable.",[22,66,67],{},"Looking forward, the partnership is focusing on:",[36,69,70,76,82],{},[39,71,72,75],{},[42,73,74],{},"Optimization:"," Moving from FP16 to FP8 and FP4 quantization to further improve performance on NVIDIA hardware.",[39,77,78,81],{},[42,79,80],{},"Agentic Workflows:"," Integrating the extraction pipeline with the NVIDIA Agent Toolkit to move from static data retrieval to dynamic, agent-driven insights.",[39,83,84,87],{},[42,85,86],{},"Retrieval:"," Expanding the architecture to include the Neotron Retriever, enabling agents to first locate the correct document within a petabyte-scale corpus before extracting specific data points.",{"title":89,"searchDepth":90,"depth":90,"links":91},"",2,[92,93,94],{"id":19,"depth":90,"text":20},{"id":27,"depth":90,"text":28},{"id":60,"depth":90,"text":61},[96],"AI Automation",null,"md",false,{"content_references":101,"triage":111},[102,107],{"type":103,"title":104,"url":105,"context":106},"tool","Neotron","https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FNeMo","recommended",{"type":103,"title":108,"url":109,"context":110},"NVIDIA NIM","https:\u002F\u002Fwww.nvidia.com\u002Fen-us\u002Fai-data-center\u002Fnim\u002F","mentioned",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":115},5,4,4.35,"Category: AI & LLMs. The article discusses a specific application of AI in automating data extraction from agreements, addressing a significant pain point for organizations. It provides insights into the technical advantages of using purpose-built models over generic ones, which can inform product builders about effective strategies for AI integration.",true,"\u002Fsummaries\u002Fc5005303bf8ac624-scaling-agreement-data-extraction-with-purpose-bui-summary","2026-09-16 15:30:28","2026-09-17 03:11:34",{"title":5,"description":89},{"loc":117},"c5005303bf8ac624","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=_gvamfT8H-w","summaries\u002Fc5005303bf8ac624-scaling-agreement-data-extraction-with-purpose-bui-summary",[128,129,130,131],"automation","data-science","saas","ai-llms","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F_gvamfT8H-w\u002Fhqdefault.jpg","Docusign and NVIDIA solved the 'unqueryable agreement' problem by replacing generic LLMs with a 900M-parameter purpose-built vision language model, achieving 20x faster table extraction and significantly lower latency.","This talk explains why Docusign and NVIDIA collaborated to build a specialized, 900-million parameter vision language model for extracting structured data from complex legal documents. They argue that generic models fail at preserving the semantic structure of nested tables, and demonstrate how a purpose-built \"extractor\" model provides higher accuracy and lower latency for high-volume enterprise workflows.",[131],"F3hrC0pjZixjXQLVxx15CcGB4BvXeQfPfpNKklLKdqY",[138,141,144,146,149,151,153,156,158,160,162,164,167,170,172,174,176,178,181,183,185,187,189,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,427,429,431,433,435,437,439,441,443,445,447,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,483,485,487,489,491,493,495,497,499,501,503,505,507,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,579,581,583,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,625,627,629,631,633,635,637,639,641,643,645,647,649,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,951,953,955,957,959,962,964,966,968,970,972,974,976,978,980,982,984,986,988,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509,7511,7513,7515,7517,7519,7521,7523,7525,7527,7529,7531,7533,7535,7537,7539,7541,7543,7545,7547,7549,7551,7553,7555,7557,7559,7561,7563,7565,7567,7569,7571,7573],{"categories":139},[140],"AI & LLMs",{"categories":142},[143],"Developer Productivity",{"categories":145},[140],{"categories":147},[148],"Business & SaaS",{"categories":150},[140],{"categories":152},[96],{"categories":154},[155],"Product Strategy",{"categories":157},[96],{"categories":159},[140],{"categories":161},[143],{"categories":163},[96],{"categories":165},[166],"Software Engineering",{"categories":168},[169],"Data Science & Visualization",{"categories":171},[140],{"categories":173},[148],{"categories":175},[],{"categories":177},[140],{"categories":179},[180],"Inference & Serving",{"categories":182},[140],{"categories":184},[140],{"categories":186},[96],{"categories":188},[],{"categories":190},[191],"AI News & Trends",{"categories":193},[169],{"categories":195},[96],{"categories":197},[140],{"categories":199},[140],{"categories":201},[140],{"categories":203},[148],{"categories":205},[143],{"categories":207},[140],{"categories":209},[96],{"categories":211},[191],{"categories":213},[140],{"categories":215},[96],{"categories":217},[96],{"categories":219},[140],{"categories":221},[140],{"categories":223},[96],{"categories":225},[140],{"categories":227},[140],{"categories":229},[140],{"categories":231},[148],{"categories":233},[96],{"categories":235},[191],{"categories":237},[140],{"categories":239},[140],{"categories":241},[140],{"categories":243},[],{"categories":245},[246],"Design & Frontend",{"categories":248},[140],{"categories":250},[169],{"categories":252},[140],{"categories":254},[191],{"categories":256},[140],{"categories":258},[140],{"categories":260},[140],{"categories":262},[],{"categories":264},[140],{"categories":266},[140],{"categories":268},[96],{"categories":270},[166],{"categories":272},[140],{"categories":274},[96],{"categories":276},[140],{"categories":278},[279],"Marketing & Growth",{"categories":281},[246],{"categories":283},[140],{"categories":285},[96],{"categories":287},[140],{"categories":289},[140],{"categories":291},[166],{"categories":293},[140],{"categories":295},[],{"categories":297},[],{"categories":299},[246],{"categories":301},[140],{"categories":303},[96],{"categories":305},[143],{"categories":307},[166],{"categories":309},[96],{"categories":311},[246],{"categories":313},[155],{"categories":315},[140],{"categories":317},[166],{"categories":319},[320],"DevOps & Cloud",{"categories":322},[96],{"categories":324},[155],{"categories":326},[191],{"categories":328},[140],{"categories":330},[],{"categories":332},[140],{"categories":334},[140],{"categories":336},[140],{"categories":338},[],{"categories":340},[96],{"categories":342},[166],{"categories":344},[],{"categories":346},[166],{"categories":348},[96],{"categories":350},[140],{"categories":352},[246],{"categories":354},[355],"Governance & Standards",{"categories":357},[148],{"categories":359},[],{"categories":361},[140],{"categories":363},[],{"categories":365},[140],{"categories":367},[140],{"categories":369},[96],{"categories":371},[96],{"categories":373},[140],{"categories":375},[140],{"categories":377},[96],{"categories":379},[140],{"categories":381},[140],{"categories":383},[140],{"categories":385},[],{"categories":387},[166],{"categories":389},[],{"categories":391},[],{"categories":393},[140],{"categories":395},[166],{"categories":397},[],{"categories":399},[166],{"categories":401},[140],{"categories":403},[96],{"categories":405},[140],{"categories":407},[279],{"categories":409},[140],{"categories":411},[140],{"categories":413},[140],{"categories":415},[246],{"categories":417},[246],{"categories":419},[140],{"categories":421},[166],{"categories":423},[96],{"categories":425},[426],"GovTech & Public-Sector Adoption",{"categories":428},[166],{"categories":430},[140],{"categories":432},[140],{"categories":434},[140],{"categories":436},[96],{"categories":438},[96],{"categories":440},[169],{"categories":442},[140],{"categories":444},[191],{"categories":446},[96],{"categories":448},[449],"Legal AI Tools",{"categories":451},[140],{"categories":453},[96],{"categories":455},[140],{"categories":457},[279],{"categories":459},[96],{"categories":461},[155],{"categories":463},[140],{"categories":465},[166],{"categories":467},[426],{"categories":469},[],{"categories":471},[96],{"categories":473},[],{"categories":475},[148],{"categories":477},[96],{"categories":479},[96],{"categories":481},[482],"RAG & Retrieval",{"categories":484},[148],{"categories":486},[140],{"categories":488},[166],{"categories":490},[166],{"categories":492},[320],{"categories":494},[246],{"categories":496},[96],{"categories":498},[140],{"categories":500},[140],{"categories":502},[140],{"categories":504},[],{"categories":506},[96],{"categories":508},[509],"Agents & Orchestration",{"categories":511},[166],{"categories":513},[140],{"categories":515},[],{"categories":517},[96],{"categories":519},[148],{"categories":521},[],{"categories":523},[140],{"categories":525},[],{"categories":527},[140],{"categories":529},[143],{"categories":531},[166],{"categories":533},[148],{"categories":535},[140],{"categories":537},[140],{"categories":539},[140],{"categories":541},[96],{"categories":543},[140],{"categories":545},[140],{"categories":547},[191],{"categories":549},[140],{"categories":551},[],{"categories":553},[140],{"categories":555},[140],{"categories":557},[],{"categories":559},[140],{"categories":561},[166],{"categories":563},[140],{"categories":565},[96],{"categories":567},[169],{"categories":569},[],{"categories":571},[140],{"categories":573},[140],{"categories":575},[246],{"categories":577},[578],"Models & Frontier Labs",{"categories":580},[],{"categories":582},[246],{"categories":584},[585],"Regulation & Governance of AI",{"categories":587},[155],{"categories":589},[96],{"categories":591},[],{"categories":593},[140],{"categories":595},[140],{"categories":597},[96],{"categories":599},[96],{"categories":601},[191],{"categories":603},[140],{"categories":605},[148],{"categories":607},[140],{"categories":609},[96],{"categories":611},[],{"categories":613},[166],{"categories":615},[96],{"categories":617},[140],{"categories":619},[155],{"categories":621},[140],{"categories":623},[624],"AI Policy & Regulation",{"categories":626},[],{"categories":628},[140],{"categories":630},[96],{"categories":632},[96],{"categories":634},[155],{"categories":636},[96],{"categories":638},[140],{"categories":640},[140],{"categories":642},[140],{"categories":644},[96],{"categories":646},[],{"categories":648},[169],{"categories":650},[651],"Evals & Reliability",{"categories":653},[140],{"categories":655},[140],{"categories":657},[],{"categories":659},[169],{"categories":661},[143],{"categories":663},[426],{"categories":665},[624],{"categories":667},[140],{"categories":669},[148],{"categories":671},[140],{"categories":673},[96],{"categories":675},[140],{"categories":677},[96],{"categories":679},[509],{"categories":681},[140],{"categories":683},[166],{"categories":685},[140],{"categories":687},[140],{"categories":689},[],{"categories":691},[246],{"categories":693},[],{"categories":695},[140],{"categories":697},[426],{"categories":699},[140],{"categories":701},[140],{"categories":703},[140],{"categories":705},[],{"categories":707},[140],{"categories":709},[246],{"categories":711},[166],{"categories":713},[],{"categories":715},[140],{"categories":717},[],{"categories":719},[96],{"categories":721},[140],{"categories":723},[246],{"categories":725},[],{"categories":727},[140],{"categories":729},[140],{"categories":731},[169],{"categories":733},[96],{"categories":735},[140],{"categories":737},[148],{"categories":739},[96],{"categories":741},[140],{"categories":743},[140],{"categories":745},[166],{"categories":747},[246],{"categories":749},[140],{"categories":751},[96],{"categories":753},[],{"categories":755},[166],{"categories":757},[96],{"categories":759},[169],{"categories":761},[],{"categories":763},[140],{"categories":765},[191],{"categories":767},[140],{"categories":769},[],{"categories":771},[140],{"categories":773},[140],{"categories":775},[140],{"categories":777},[148,279],{"categories":779},[],{"categories":781},[166],{"categories":783},[140],{"categories":785},[140],{"categories":787},[96],{"categories":789},[140],{"categories":791},[140],{"categories":793},[],{"categories":795},[],{"categories":797},[140],{"categories":799},[246],{"categories":801},[140],{"categories":803},[],{"categories":805},[140],{"categories":807},[320],{"categories":809},[],{"categories":811},[96],{"categories":813},[191],{"categories":815},[140],{"categories":817},[148],{"categories":819},[140],{"categories":821},[166],{"categories":823},[246],{"categories":825},[],{"categories":827},[191],{"categories":829},[140],{"categories":831},[180],{"categories":833},[140],{"categories":835},[140],{"categories":837},[96],{"categories":839},[191],{"categories":841},[578],{"categories":843},[140],{"categories":845},[279],{"categories":847},[],{"categories":849},[96],{"categories":851},[148],{"categories":853},[166],{"categories":855},[140],{"categories":857},[96],{"categories":859},[],{"categories":861},[140,320],{"categories":863},[140],{"categories":865},[140],{"categories":867},[140],{"categories":869},[96],{"categories":871},[140,166],{"categories":873},[169],{"categories":875},[140],{"categories":877},[140],{"categories":879},[140],{"categories":881},[166],{"categories":883},[140],{"categories":885},[96],{"categories":887},[96],{"categories":889},[624],{"categories":891},[279],{"categories":893},[140],{"categories":895},[96],{"categories":897},[140],{"categories":899},[140],{"categories":901},[96],{"categories":903},[],{"categories":905},[96],{"categories":907},[140],{"categories":909},[140],{"categories":911},[96],{"categories":913},[140],{"categories":915},[140,148],{"categories":917},[140],{"categories":919},[148],{"categories":921},[],{"categories":923},[246],{"categories":925},[246],{"categories":927},[140],{"categories":929},[],{"categories":931},[],{"categories":933},[140],{"categories":935},[191],{"categories":937},[],{"categories":939},[143],{"categories":941},[140],{"categories":943},[166],{"categories":945},[96],{"categories":947},[140],{"categories":949},[950],"Generative UI & Design-to-Code",{"categories":952},[140],{"categories":954},[140],{"categories":956},[246],{"categories":958},[140],{"categories":960},[961],"Algorithmic Accountability",{"categories":963},[96],{"categories":965},[166],{"categories":967},[191],{"categories":969},[246],{"categories":971},[140],{"categories":973},[],{"categories":975},[155],{"categories":977},[140],{"categories":979},[140],{"categories":981},[140],{"categories":983},[140],{"categories":985},[140],{"categories":987},[96],{"categories":989},[990],"MLOps & Infrastructure",{"categories":992},[140],{"categories":994},[140],{"categories":996},[140],{"categories":998},[140],{"categories":1000},[140],{"categories":1002},[166],{"categories":1004},[191],{"categories":1006},[140],{"categories":1008},[140],{"categories":1010},[155],{"categories":1012},[143],{"categories":1014},[140],{"categories":1016},[96],{"categories":1018},[320],{"categories":1020},[140],{"categories":1022},[148],{"categories":1024},[140],{"categories":1026},[246],{"categories":1028},[140],{"categories":1030},[155],{"categories":1032},[140],{"categories":1034},[96],{"categories":1036},[],{"categories":1038},[],{"categories":1040},[140],{"categories":1042},[180],{"categories":1044},[246],{"categories":1046},[191],{"categories":1048},[169],{"categories":1050},[],{"categories":1052},[140],{"categories":1054},[140],{"categories":1056},[148],{"categories":1058},[96],{"categories":1060},[140],{"categories":1062},[140],{"categories":1064},[140],{"categories":1066},[140],{"categories":1068},[140],{"categories":1070},[191],{"categories":1072},[180],{"categories":1074},[140],{"categories":1076},[246],{"categories":1078},[140],{"categories":1080},[],{"categories":1082},[96],{"categories":1084},[166],{"categories":1086},[],{"categories":1088},[140],{"categories":1090},[140],{"categories":1092},[96],{"categories":1094},[166],{"categories":1096},[140],{"categories":1098},[169],{"categories":1100},[246],{"categories":1102},[],{"categories":1104},[140],{"categories":1106},[],{"categories":1108},[140],{"categories":1110},[],{"categories":1112},[140],{"categories":1114},[140],{"categories":1116},[155],{"categories":1118},[148],{"categories":1120},[96],{"categories":1122},[96],{"categories":1124},[],{"categories":1126},[140],{"categories":1128},[143],{"categories":1130},[140],{"categories":1132},[140],{"categories":1134},[148],{"categories":1136},[191],{"categories":1138},[143],{"categories":1140},[],{"categories":1142},[140],{"categories":1144},[],{"categories":1146},[140],{"categories":1148},[],{"categories":1150},[140],{"categories":1152},[191],{"categories":1154},[191],{"categories":1156},[],{"categories":1158},[509],{"categories":1160},[140],{"categories":1162},[246],{"categories":1164},[166],{"categories":1166},[],{"categories":1168},[449],{"categories":1170},[96],{"categories":1172},[148],{"categories":1174},[],{"categories":1176},[],{"categories":1178},[143],{"categories":1180},[169],{"categories":1182},[],{"categories":1184},[279],{"categories":1186},[96],{"categories":1188},[148],{"categories":1190},[96],{"categories":1192},[140],{"categories":1194},[148],{"categories":1196},[140],{"categories":1198},[166],{"categories":1200},[],{"categories":1202},[180],{"categories":1204},[155],{"categories":1206},[140],{"categories":1208},[246],{"categories":1210},[166],{"categories":1212},[148],{"categories":1214},[140],{"categories":1216},[166],{"categories":1218},[140],{"categories":1220},[96],{"categories":1222},[148],{"categories":1224},[140],{"categories":1226},[140],{"categories":1228},[140],{"categories":1230},[140],{"categories":1232},[140],{"categories":1234},[140],{"categories":1236},[],{"categories":1238},[],{"categories":1240},[166],{"categories":1242},[169],{"categories":1244},[155],{"categories":1246},[140],{"categories":1248},[96],{"categories":1250},[166],{"categories":1252},[166],{"categories":1254},[140],{"categories":1256},[],{"categories":1258},[140],{"categories":1260},[191],{"categories":1262},[155],{"categories":1264},[155],{"categories":1266},[166],{"categories":1268},[140],{"categories":1270},[651],{"categories":1272},[320],{"categories":1274},[],{"categories":1276},[96],{"categories":1278},[140],{"categories":1280},[143],{"categories":1282},[],{"categories":1284},[143],{"categories":1286},[],{"categories":1288},[140],{"categories":1290},[140],{"categories":1292},[140],{"categories":1294},[246],{"categories":1296},[279],{"categories":1298},[155],{"categories":1300},[140],{"categories":1302},[166],{"categories":1304},[140],{"categories":1306},[96],{"categories":1308},[],{"categories":1310},[166],{"categories":1312},[140],{"categories":1314},[143],{"categories":1316},[],{"categories":1318},[148],{"categories":1320},[140],{"categories":1322},[140],{"categories":1324},[191],{"categories":1326},[140,320],{"categories":1328},[140],{"categories":1330},[1331],"Design Systems for AI",{"categories":1333},[140],{"categories":1335},[140],{"categories":1337},[191],{"categories":1339},[140],{"categories":1341},[140],{"categories":1343},[140],{"categories":1345},[148],{"categories":1347},[140],{"categories":1349},[140],{"categories":1351},[140],{"categories":1353},[],{"categories":1355},[140],{"categories":1357},[140],{"categories":1359},[148],{"categories":1361},[140],{"categories":1363},[],{"categories":1365},[96],{"categories":1367},[96],{"categories":1369},[166],{"categories":1371},[140],{"categories":1373},[191],{"categories":1375},[166],{"categories":1377},[140],{"categories":1379},[246],{"categories":1381},[191],{"categories":1383},[169],{"categories":1385},[140],{"categories":1387},[140],{"categories":1389},[140],{"categories":1391},[140],{"categories":1393},[96],{"categories":1395},[143],{"categories":1397},[624],{"categories":1399},[140],{"categories":1401},[140],{"categories":1403},[96],{"categories":1405},[140],{"categories":1407},[166],{"categories":1409},[140],{"categories":1411},[166],{"categories":1413},[],{"categories":1415},[246],{"categories":1417},[],{"categories":1419},[140],{"categories":1421},[96],{"categories":1423},[155],{"categories":1425},[],{"categories":1427},[148],{"categories":1429},[140],{"categories":1431},[],{"categories":1433},[246],{"categories":1435},[166],{"categories":1437},[96],{"categories":1439},[166],{"categories":1441},[140],{"categories":1443},[246],{"categories":1445},[140],{"categories":1447},[166],{"categories":1449},[140],{"categories":1451},[140],{"categories":1453},[246],{"categories":1455},[],{"categories":1457},[],{"categories":1459},[191],{"categories":1461},[96],{"categories":1463},[96],{"categories":1465},[96],{"categories":1467},[140],{"categories":1469},[140],{"categories":1471},[140],{"categories":1473},[140],{"categories":1475},[140],{"categories":1477},[140],{"categories":1479},[148],{"categories":1481},[140],{"categories":1483},[140],{"categories":1485},[],{"categories":1487},[166],{"categories":1489},[166],{"categories":1491},[140],{"categories":1493},[166],{"categories":1495},[148],{"categories":1497},[],{"categories":1499},[140],{"categories":1501},[140],{"categories":1503},[246],{"categories":1505},[140],{"categories":1507},[140],{"categories":1509},[140],{"categories":1511},[96],{"categories":1513},[143],{"categories":1515},[148],{"categories":1517},[140],{"categories":1519},[96],{"categories":1521},[191],{"categories":1523},[96],{"categories":1525},[180],{"categories":1527},[279],{"categories":1529},[140],{"categories":1531},[96],{"categories":1533},[140],{"categories":1535},[140],{"categories":1537},[140],{"categories":1539},[],{"categories":1541},[246],{"categories":1543},[],{"categories":1545},[140],{"categories":1547},[140],{"categories":1549},[],{"categories":1551},[140],{"categories":1553},[166],{"categories":1555},[148],{"categories":1557},[1558],"Visual & Generative Media",{"categories":1560},[96],{"categories":1562},[],{"categories":1564},[140],{"categories":1566},[140],{"categories":1568},[166],{"categories":1570},[140],{"categories":1572},[320],{"categories":1574},[140],{"categories":1576},[169],{"categories":1578},[624],{"categories":1580},[166],{"categories":1582},[279],{"categories":1584},[140],{"categories":1586},[155],{"categories":1588},[246],{"categories":1590},[140],{"categories":1592},[140],{"categories":1594},[166],{"categories":1596},[96],{"categories":1598},[140],{"categories":1600},[],{"categories":1602},[],{"categories":1604},[96],{"categories":1606},[166],{"categories":1608},[143],{"categories":1610},[96],{"categories":1612},[578],{"categories":1614},[140],{"categories":1616},[155],{"categories":1618},[140],{"categories":1620},[148],{"categories":1622},[],{"categories":1624},[140],{"categories":1626},[155],{"categories":1628},[140],{"categories":1630},[140],{"categories":1632},[140],{"categories":1634},[155],{"categories":1636},[140],{"categories":1638},[140],{"categories":1640},[279],{"categories":1642},[140],{"categories":1644},[509],{"categories":1646},[96],{"categories":1648},[140],{"categories":1650},[96],{"categories":1652},[140],{"categories":1654},[140],{"categories":1656},[96],{"categories":1658},[140],{"categories":1660},[140],{"categories":1662},[140],{"categories":1664},[96],{"categories":1666},[140],{"categories":1668},[246],{"categories":1670},[96],{"categories":1672},[],{"categories":1674},[96],{"categories":1676},[140],{"categories":1678},[],{"categories":1680},[320],{"categories":1682},[166],{"categories":1684},[],{"categories":1686},[578],{"categories":1688},[140],{"categories":1690},[96],{"categories":1692},[96],{"categories":1694},[140],{"categories":1696},[246,140],{"categories":1698},[140],{"categories":1700},[143],{"categories":1702},[140],{"categories":1704},[96],{"categories":1706},[246],{"categories":1708},[],{"categories":1710},[140],{"categories":1712},[143],{"categories":1714},[140],{"categories":1716},[1717],"Medical Imaging & Radiology",{"categories":1719},[140],{"categories":1721},[140],{"categories":1723},[140],{"categories":1725},[246],{"categories":1727},[96],{"categories":1729},[166],{"categories":1731},[],{"categories":1733},[140],{"categories":1735},[140],{"categories":1737},[140],{"categories":1739},[],{"categories":1741},[],{"categories":1743},[140],{"categories":1745},[140],{"categories":1747},[509],{"categories":1749},[140],{"categories":1751},[143],{"categories":1753},[140],{"categories":1755},[140],{"categories":1757},[],{"categories":1759},[96],{"categories":1761},[140],{"categories":1763},[155],{"categories":1765},[166],{"categories":1767},[140],{"categories":1769},[96],{"categories":1771},[509],{"categories":1773},[140],{"categories":1775},[96],{"categories":1777},[140],{"categories":1779},[140],{"categories":1781},[140],{"categories":1783},[140],{"categories":1785},[246],{"categories":1787},[96],{"categories":1789},[320],{"categories":1791},[246],{"categories":1793},[148],{"categories":1795},[96],{"categories":1797},[191],{"categories":1799},[140],{"categories":1801},[140],{"categories":1803},[155],{"categories":1805},[140],{"categories":1807},[140],{"categories":1809},[140],{"categories":1811},[140],{"categories":1813},[140],{"categories":1815},[96],{"categories":1817},[140],{"categories":1819},[166],{"categories":1821},[166],{"categories":1823},[140],{"categories":1825},[155],{"categories":1827},[],{"categories":1829},[191],{"categories":1831},[],{"categories":1833},[155],{"categories":1835},[96],{"categories":1837},[140],{"categories":1839},[140],{"categories":1841},[96],{"categories":1843},[140],{"categories":1845},[1331],{"categories":1847},[140],{"categories":1849},[1331],{"categories":1851},[246],{"categories":1853},[140],{"categories":1855},[140],{"categories":1857},[140],{"categories":1859},[96],{"categories":1861},[166],{"categories":1863},[246],{"categories":1865},[96],{"categories":1867},[191],{"categories":1869},[],{"categories":1871},[140],{"categories":1873},[],{"categories":1875},[140],{"categories":1877},[140],{"categories":1879},[140],{"categories":1881},[140],{"categories":1883},[140],{"categories":1885},[96],{"categories":1887},[1888],"Contract Review & E-Discovery",{"categories":1890},[140],{"categories":1892},[246],{"categories":1894},[140],{"categories":1896},[143],{"categories":1898},[140],{"categories":1900},[191],{"categories":1902},[140],{"categories":1904},[140],{"categories":1906},[279],{"categories":1908},[166],{"categories":1910},[96],{"categories":1912},[140],{"categories":1914},[140],{"categories":1916},[140],{"categories":1918},[96],{"categories":1920},[96],{"categories":1922},[961],{"categories":1924},[140],{"categories":1926},[140],{"categories":1928},[96],{"categories":1930},[96],{"categories":1932},[140],{"categories":1934},[140],{"categories":1936},[140],{"categories":1938},[96],{"categories":1940},[140],{"categories":1942},[166],{"categories":1944},[140],{"categories":1946},[509],{"categories":1948},[482],{"categories":1950},[140],{"categories":1952},[96],{"categories":1954},[140],{"categories":1956},[1957],"Law-Firm Practice & Adoption",{"categories":1959},[140],{"categories":1961},[96],{"categories":1963},[246],{"categories":1965},[140],{"categories":1967},[140],{"categories":1969},[140],{"categories":1971},[],{"categories":1973},[166],{"categories":1975},[],{"categories":1977},[166],{"categories":1979},[140],{"categories":1981},[],{"categories":1983},[96],{"categories":1985},[143],{"categories":1987},[320],{"categories":1989},[140],{"categories":1991},[],{"categories":1993},[140],{"categories":1995},[143],{"categories":1997},[96],{"categories":1999},[148],{"categories":2001},[140],{"categories":2003},[279],{"categories":2005},[140],{"categories":2007},[],{"categories":2009},[148],{"categories":2011},[96],{"categories":2013},[148],{"categories":2015},[],{"categories":2017},[140],{"categories":2019},[155],{"categories":2021},[140],{"categories":2023},[166],{"categories":2025},[],{"categories":2027},[],{"categories":2029},[],{"categories":2031},[],{"categories":2033},[140],{"categories":2035},[155],{"categories":2037},[96],{"categories":2039},[320],{"categories":2041},[140],{"categories":2043},[143],{"categories":2045},[166],{"categories":2047},[140],{"categories":2049},[140],{"categories":2051},[166],{"categories":2053},[155],{"categories":2055},[140],{"categories":2057},[140],{"categories":2059},[140],{"categories":2061},[990],{"categories":2063},[140],{"categories":2065},[166],{"categories":2067},[140],{"categories":2069},[279],{"categories":2071},[166],{"categories":2073},[148],{"categories":2075},[140],{"categories":2077},[140],{"categories":2079},[140],{"categories":2081},[246],{"categories":2083},[140],{"categories":2085},[140],{"categories":2087},[140],{"categories":2089},[140],{"categories":2091},[148],{"categories":2093},[96],{"categories":2095},[140,143],{"categories":2097},[509],{"categories":2099},[140],{"categories":2101},[140],{"categories":2103},[166],{"categories":2105},[166],{"categories":2107},[246],{"categories":2109},[96],{"categories":2111},[96],{"categories":2113},[166],{"categories":2115},[140],{"categories":2117},[96],{"categories":2119},[140],{"categories":2121},[140],{"categories":2123},[],{"categories":2125},[],{"categories":2127},[140],{"categories":2129},[169],{"categories":2131},[140],{"categories":2133},[140],{"categories":2135},[246],{"categories":2137},[96],{"categories":2139},[],{"categories":2141},[140],{"categories":2143},[140],{"categories":2145},[148],{"categories":2147},[166],{"categories":2149},[169],{"categories":2151},[191],{"categories":2153},[155],{"categories":2155},[246],{"categories":2157},[140],{"categories":2159},[96],{"categories":2161},[140],{"categories":2163},[166],{"categories":2165},[],{"categories":2167},[96],{"categories":2169},[96],{"categories":2171},[140],{"categories":2173},[140],{"categories":2175},[140],{"categories":2177},[140],{"categories":2179},[140],{"categories":2181},[],{"categories":2183},[96],{"categories":2185},[140],{"categories":2187},[140],{"categories":2189},[140],{"categories":2191},[],{"categories":2193},[96],{"categories":2195},[96],{"categories":2197},[140],{"categories":2199},[140],{"categories":2201},[148],{"categories":2203},[140],{"categories":2205},[140],{"categories":2207},[],{"categories":2209},[143],{"categories":2211},[140],{"categories":2213},[140],{"categories":2215},[140],{"categories":2217},[246],{"categories":2219},[140],{"categories":2221},[166],{"categories":2223},[140],{"categories":2225},[143],{"categories":2227},[140],{"categories":2229},[166],{"categories":2231},[279],{"categories":2233},[166],{"categories":2235},[96],{"categories":2237},[96],{"categories":2239},[140],{"categories":2241},[140],{"categories":2243},[140,246],{"categories":2245},[140],{"categories":2247},[96],{"categories":2249},[191],{"categories":2251},[140],{"categories":2253},[191],{"categories":2255},[96],{"categories":2257},[246],{"categories":2259},[140],{"categories":2261},[],{"categories":2263},[166],{"categories":2265},[320],{"categories":2267},[246],{"categories":2269},[166],{"categories":2271},[140],{"categories":2273},[155],{"categories":2275},[140],{"categories":2277},[140],{"categories":2279},[96],{"categories":2281},[],{"categories":2283},[],{"categories":2285},[140],{"categories":2287},[],{"categories":2289},[],{"categories":2291},[155],{"categories":2293},[166],{"categories":2295},[140],{"categories":2297},[140],{"categories":2299},[96],{"categories":2301},[140],{"categories":2303},[96],{"categories":2305},[148],{"categories":2307},[96],{"categories":2309},[320],{"categories":2311},[140],{"categories":2313},[140],{"categories":2315},[140],{"categories":2317},[180],{"categories":2319},[140],{"categories":2321},[140],{"categories":2323},[140],{"categories":2325},[140],{"categories":2327},[166],{"categories":2329},[96],{"categories":2331},[140],{"categories":2333},[140],{"categories":2335},[140],{"categories":2337},[166],{"categories":2339},[449],{"categories":2341},[96],{"categories":2343},[961],{"categories":2345},[],{"categories":2347},[96],{"categories":2349},[246],{"categories":2351},[1957],{"categories":2353},[166],{"categories":2355},[],{"categories":2357},[],{"categories":2359},[140],{"categories":2361},[96],{"categories":2363},[],{"categories":2365},[],{"categories":2367},[140],{"categories":2369},[279],{"categories":2371},[140],{"categories":2373},[279],{"categories":2375},[140],{"categories":2377},[96],{"categories":2379},[140],{"categories":2381},[140],{"categories":2383},[169],{"categories":2385},[140],{"categories":2387},[166],{"categories":2389},[155],{"categories":2391},[],{"categories":2393},[140],{"categories":2395},[140],{"categories":2397},[140],{"categories":2399},[166],{"categories":2401},[140],{"categories":2403},[1888],{"categories":2405},[140],{"categories":2407},[246],{"categories":2409},[246],{"categories":2411},[140],{"categories":2413},[96],{"categories":2415},[143],{"categories":2417},[140],{"categories":2419},[140],{"categories":2421},[140],{"categories":2423},[140],{"categories":2425},[246],{"categories":2427},[246],{"categories":2429},[96],{"categories":2431},[96],{"categories":2433},[96],{"categories":2435},[140],{"categories":2437},[140],{"categories":2439},[140],{"categories":2441},[96],{"categories":2443},[],{"categories":2445},[140],{"categories":2447},[],{"categories":2449},[246],{"categories":2451},[2452],"Interaction & Product Design",{"categories":2454},[140],{"categories":2456},[96],{"categories":2458},[166],{"categories":2460},[355],{"categories":2462},[191],{"categories":2464},[166],{"categories":2466},[140],{"categories":2468},[155],{"categories":2470},[140],{"categories":2472},[140],{"categories":2474},[166],{"categories":2476},[140],{"categories":2478},[143],{"categories":2480},[96],{"categories":2482},[140],{"categories":2484},[],{"categories":2486},[96],{"categories":2488},[96],{"categories":2490},[96],{"categories":2492},[],{"categories":2494},[166],{"categories":2496},[140],{"categories":2498},[96],{"categories":2500},[143],{"categories":2502},[2452],{"categories":2504},[140],{"categories":2506},[143],{"categories":2508},[143],{"categories":2510},[140],{"categories":2512},[],{"categories":2514},[140],{"categories":2516},[96],{"categories":2518},[166],{"categories":2520},[],{"categories":2522},[96],{"categories":2524},[155],{"categories":2526},[191],{"categories":2528},[140],{"categories":2530},[96],{"categories":2532},[140],{"categories":2534},[96],{"categories":2536},[96],{"categories":2538},[140],{"categories":2540},[140],{"categories":2542},[191],{"categories":2544},[169],{"categories":2546},[140],{"categories":2548},[155],{"categories":2550},[166],{"categories":2552},[2553],"Coding Agents & Dev Productivity",{"categories":2555},[191],{"categories":2557},[246],{"categories":2559},[140],{"categories":2561},[140],{"categories":2563},[],{"categories":2565},[140],{"categories":2567},[961],{"categories":2569},[],{"categories":2571},[140],{"categories":2573},[140],{"categories":2575},[320],{"categories":2577},[140],{"categories":2579},[191],{"categories":2581},[],{"categories":2583},[],{"categories":2585},[140],{"categories":2587},[],{"categories":2589},[96],{"categories":2591},[140],{"categories":2593},[96],{"categories":2595},[],{"categories":2597},[166],{"categories":2599},[166],{"categories":2601},[140],{"categories":2603},[169],{"categories":2605},[],{"categories":2607},[140],{"categories":2609},[140],{"categories":2611},[140],{"categories":2613},[169],{"categories":2615},[166],{"categories":2617},[96],{"categories":2619},[],{"categories":2621},[],{"categories":2623},[140],{"categories":2625},[140],{"categories":2627},[140],{"categories":2629},[140],{"categories":2631},[96],{"categories":2633},[96],{"categories":2635},[426],{"categories":2637},[166],{"categories":2639},[155],{"categories":2641},[166],{"categories":2643},[96],{"categories":2645},[191],{"categories":2647},[191],{"categories":2649},[96],{"categories":2651},[96],{"categories":2653},[140],{"categories":2655},[143],{"categories":2657},[2452],{"categories":2659},[155],{"categories":2661},[140,320],{"categories":2663},[169],{"categories":2665},[],{"categories":2667},[246],{"categories":2669},[96],{"categories":2671},[166],{"categories":2673},[143],{"categories":2675},[140],{"categories":2677},[96],{"categories":2679},[2680],"The Designer's Role & Craft",{"categories":2682},[246],{"categories":2684},[],{"categories":2686},[96],{"categories":2688},[140],{"categories":2690},[96],{"categories":2692},[96],{"categories":2694},[140],{"categories":2696},[279],{"categories":2698},[140],{"categories":2700},[166],{"categories":2702},[96],{"categories":2704},[140],{"categories":2706},[246],{"categories":2708},[140],{"categories":2710},[],{"categories":2712},[96],{"categories":2714},[246],{"categories":2716},[155],{"categories":2718},[140],{"categories":2720},[96],{"categories":2722},[140],{"categories":2724},[140],{"categories":2726},[140],{"categories":2728},[2729],"AI UX Patterns",{"categories":2731},[96],{"categories":2733},[96],{"categories":2735},[96],{"categories":2737},[140],{"categories":2739},[96],{"categories":2741},[279],{"categories":2743},[169],{"categories":2745},[140],{"categories":2747},[96],{"categories":2749},[140],{"categories":2751},[1331],{"categories":2753},[],{"categories":2755},[279],{"categories":2757},[96],{"categories":2759},[191],{"categories":2761},[166],{"categories":2763},[140],{"categories":2765},[96],{"categories":2767},[],{"categories":2769},[],{"categories":2771},[140],{"categories":2773},[140],{"categories":2775},[96],{"categories":2777},[140],{"categories":2779},[96],{"categories":2781},[426],{"categories":2783},[246],{"categories":2785},[140],{"categories":2787},[191],{"categories":2789},[166],{"categories":2791},[140],{"categories":2793},[96],{"categories":2795},[96],{"categories":2797},[],{"categories":2799},[140],{"categories":2801},[],{"categories":2803},[140],{"categories":2805},[],{"categories":2807},[140],{"categories":2809},[140],{"categories":2811},[140],{"categories":2813},[96],{"categories":2815},[166],{"categories":2817},[],{"categories":2819},[],{"categories":2821},[169],{"categories":2823},[180],{"categories":2825},[140],{"categories":2827},[140],{"categories":2829},[140],{"categories":2831},[169],{"categories":2833},[169],{"categories":2835},[140],{"categories":2837},[140],{"categories":2839},[191],{"categories":2841},[140],{"categories":2843},[140],{"categories":2845},[140],{"categories":2847},[96],{"categories":2849},[140],{"categories":2851},[96],{"categories":2853},[140],{"categories":2855},[140],{"categories":2857},[140],{"categories":2859},[96],{"categories":2861},[],{"categories":2863},[140],{"categories":2865},[],{"categories":2867},[140],{"categories":2869},[140],{"categories":2871},[320],{"categories":2873},[140],{"categories":2875},[],{"categories":2877},[],{"categories":2879},[246],{"categories":2881},[990],{"categories":2883},[96],{"categories":2885},[143],{"categories":2887},[2680],{"categories":2889},[],{"categories":2891},[],{"categories":2893},[140],{"categories":2895},[],{"categories":2897},[],{"categories":2899},[166],{"categories":2901},[191],{"categories":2903},[279],{"categories":2905},[96],{"categories":2907},[148],{"categories":2909},[140],{"categories":2911},[140],{"categories":2913},[148],{"categories":2915},[],{"categories":2917},[246],{"categories":2919},[155],{"categories":2921},[140],{"categories":2923},[140],{"categories":2925},[96],{"categories":2927},[148],{"categories":2929},[140],{"categories":2931},[140],{"categories":2933},[143],{"categories":2935},[140],{"categories":2937},[140],{"categories":2939},[],{"categories":2941},[143],{"categories":2943},[140],{"categories":2945},[279],{"categories":2947},[166],{"categories":2949},[96],{"categories":2951},[191],{"categories":2953},[140],{"categories":2955},[166],{"categories":2957},[140],{"categories":2959},[140],{"categories":2961},[140],{"categories":2963},[140],{"categories":2965},[148],{"categories":2967},[140],{"categories":2969},[140],{"categories":2971},[140],{"categories":2973},[96],{"categories":2975},[140],{"categories":2977},[140],{"categories":2979},[],{"categories":2981},[140],{"categories":2983},[166],{"categories":2985},[143],{"categories":2987},[140],{"categories":2989},[140],{"categories":2991},[246],{"categories":2993},[140],{"categories":2995},[],{"categories":2997},[140],{"categories":2999},[509],{"categories":3001},[96],{"categories":3003},[148],{"categories":3005},[140],{"categories":3007},[191],{"categories":3009},[140],{"categories":3011},[140],{"categories":3013},[],{"categories":3015},[148],{"categories":3017},[148],{"categories":3019},[140],{"categories":3021},[140],{"categories":3023},[155],{"categories":3025},[140],{"categories":3027},[140],{"categories":3029},[140],{"categories":3031},[140],{"categories":3033},[166],{"categories":3035},[169],{"categories":3037},[166],{"categories":3039},[140],{"categories":3041},[],{"categories":3043},[140],{"categories":3045},[166],{"categories":3047},[140],{"categories":3049},[166],{"categories":3051},[96],{"categories":3053},[624],{"categories":3055},[],{"categories":3057},[],{"categories":3059},[140],{"categories":3061},[191],{"categories":3063},[],{"categories":3065},[320],{"categories":3067},[140],{"categories":3069},[140],{"categories":3071},[140],{"categories":3073},[246],{"categories":3075},[950],{"categories":3077},[],{"categories":3079},[140],{"categories":3081},[140],{"categories":3083},[140],{"categories":3085},[166],{"categories":3087},[140],{"categories":3089},[140],{"categories":3091},[140],{"categories":3093},[140],{"categories":3095},[140,320],{"categories":3097},[140],{"categories":3099},[140],{"categories":3101},[246],{"categories":3103},[96],{"categories":3105},[],{"categories":3107},[96],{"categories":3109},[96],{"categories":3111},[140],{"categories":3113},[140],{"categories":3115},[140],{"categories":3117},[140],{"categories":3119},[169],{"categories":3121},[140],{"categories":3123},[140],{"categories":3125},[2729],{"categories":3127},[143],{"categories":3129},[140],{"categories":3131},[169],{"categories":3133},[143],{"categories":3135},[166],{"categories":3137},[246],{"categories":3139},[96],{"categories":3141},[140],{"categories":3143},[140],{"categories":3145},[],{"categories":3147},[148],{"categories":3149},[140],{"categories":3151},[140],{"categories":3153},[191],{"categories":3155},[140],{"categories":3157},[140],{"categories":3159},[140],{"categories":3161},[96],{"categories":3163},[140],{"categories":3165},[140],{"categories":3167},[246],{"categories":3169},[140],{"categories":3171},[148],{"categories":3173},[],{"categories":3175},[320],{"categories":3177},[140],{"categories":3179},[426],{"categories":3181},[246],{"categories":3183},[246],{"categories":3185},[166],{"categories":3187},[96],{"categories":3189},[140],{"categories":3191},[148],{"categories":3193},[191],{"categories":3195},[140],{"categories":3197},[140],{"categories":3199},[140],{"categories":3201},[246],{"categories":3203},[96],{"categories":3205},[140],{"categories":3207},[96],{"categories":3209},[140],{"categories":3211},[96],{"categories":3213},[140],{"categories":3215},[578],{"categories":3217},[140],{"categories":3219},[96],{"categories":3221},[],{"categories":3223},[140],{"categories":3225},[140],{"categories":3227},[140],{"categories":3229},[140],{"categories":3231},[96],{"categories":3233},[],{"categories":3235},[],{"categories":3237},[140],{"categories":3239},[140],{"categories":3241},[96],{"categories":3243},[140],{"categories":3245},[140],{"categories":3247},[140],{"categories":3249},[166],{"categories":3251},[140],{"categories":3253},[140],{"categories":3255},[96],{"categories":3257},[140],{"categories":3259},[140],{"categories":3261},[140],{"categories":3263},[140],{"categories":3265},[140],{"categories":3267},[],{"categories":3269},[166],{"categories":3271},[169],{"categories":3273},[140],{"categories":3275},[96],{"categories":3277},[96],{"categories":3279},[140],{"categories":3281},[140],{"categories":3283},[],{"categories":3285},[],{"categories":3287},[140],{"categories":3289},[140],{"categories":3291},[140],{"categories":3293},[191],{"categories":3295},[169],{"categories":3297},[],{"categories":3299},[140],{"categories":3301},[246],{"categories":3303},[140],{"categories":3305},[320],{"categories":3307},[1957],{"categories":3309},[140],{"categories":3311},[191],{"categories":3313},[166],{"categories":3315},[140],{"categories":3317},[166],{"categories":3319},[166],{"categories":3321},[140],{"categories":3323},[140],{"categories":3325},[166],{"categories":3327},[191],{"categories":3329},[191],{"categories":3331},[320],{"categories":3333},[96],{"categories":3335},[],{"categories":3337},[191],{"categories":3339},[148],{"categories":3341},[140],{"categories":3343},[96],{"categories":3345},[143],{"categories":3347},[166],{"categories":3349},[140],{"categories":3351},[148],{"categories":3353},[191],{"categories":3355},[],{"categories":3357},[140],{"categories":3359},[166],{"categories":3361},[140],{"categories":3363},[166],{"categories":3365},[169],{"categories":3367},[140],{"categories":3369},[191],{"categories":3371},[140],{"categories":3373},[166],{"categories":3375},[96],{"categories":3377},[96],{"categories":3379},[191],{"categories":3381},[96],{"categories":3383},[320],{"categories":3385},[96],{"categories":3387},[140],{"categories":3389},[140],{"categories":3391},[140],{"categories":3393},[140],{"categories":3395},[140],{"categories":3397},[166],{"categories":3399},[140],{"categories":3401},[],{"categories":3403},[96],{"categories":3405},[148],{"categories":3407},[166],{"categories":3409},[],{"categories":3411},[],{"categories":3413},[140],{"categories":3415},[96],{"categories":3417},[140],{"categories":3419},[140],{"categories":3421},[140],{"categories":3423},[3424],"Frameworks & Tooling",{"categories":3426},[140],{"categories":3428},[140],{"categories":3430},[166],{"categories":3432},[140],{"categories":3434},[140],{"categories":3436},[],{"categories":3438},[169],{"categories":3440},[169],{"categories":3442},[140],{"categories":3444},[143],{"categories":3446},[140],{"categories":3448},[96],{"categories":3450},[140],{"categories":3452},[246],{"categories":3454},[],{"categories":3456},[1957],{"categories":3458},[140],{"categories":3460},[166],{"categories":3462},[140],{"categories":3464},[320],{"categories":3466},[320],{"categories":3468},[],{"categories":3470},[140],{"categories":3472},[96],{"categories":3474},[96],{"categories":3476},[140],{"categories":3478},[140],{"categories":3480},[191],{"categories":3482},[96],{"categories":3484},[191],{"categories":3486},[140],{"categories":3488},[96],{"categories":3490},[],{"categories":3492},[246],{"categories":3494},[140],{"categories":3496},[140],{"categories":3498},[],{"categories":3500},[140],{"categories":3502},[96],{"categories":3504},[140],{"categories":3506},[140],{"categories":3508},[140],{"categories":3510},[],{"categories":3512},[148],{"categories":3514},[166],{"categories":3516},[140],{"categories":3518},[166],{"categories":3520},[320],{"categories":3522},[140],{"categories":3524},[140],{"categories":3526},[140],{"categories":3528},[166],{"categories":3530},[140],{"categories":3532},[148],{"categories":3534},[140],{"categories":3536},[1957],{"categories":3538},[],{"categories":3540},[96],{"categories":3542},[143],{"categories":3544},[140],{"categories":3546},[143],{"categories":3548},[140],{"categories":3550},[],{"categories":3552},[96],{"categories":3554},[140],{"categories":3556},[140],{"categories":3558},[3559],"AI Design Tooling",{"categories":3561},[246],{"categories":3563},[140],{"categories":3565},[140],{"categories":3567},[166],{"categories":3569},[246],{"categories":3571},[140],{"categories":3573},[140],{"categories":3575},[166],{"categories":3577},[96],{"categories":3579},[191],{"categories":3581},[155],{"categories":3583},[166],{"categories":3585},[140],{"categories":3587},[140],{"categories":3589},[140],{"categories":3591},[96],{"categories":3593},[140],{"categories":3595},[],{"categories":3597},[96],{"categories":3599},[140],{"categories":3601},[140],{"categories":3603},[96],{"categories":3605},[140],{"categories":3607},[140],{"categories":3609},[140],{"categories":3611},[96],{"categories":3613},[],{"categories":3615},[96],{"categories":3617},[3424],{"categories":3619},[140],{"categories":3621},[140],{"categories":3623},[96],{"categories":3625},[96],{"categories":3627},[166],{"categories":3629},[166],{"categories":3631},[140],{"categories":3633},[140],{"categories":3635},[],{"categories":3637},[166],{"categories":3639},[140],{"categories":3641},[140],{"categories":3643},[96],{"categories":3645},[148],{"categories":3647},[140],{"categories":3649},[],{"categories":3651},[140],{"categories":3653},[140],{"categories":3655},[2452],{"categories":3657},[],{"categories":3659},[140],{"categories":3661},[140],{"categories":3663},[140],{"categories":3665},[140],{"categories":3667},[246],{"categories":3669},[140],{"categories":3671},[],{"categories":3673},[140],{"categories":3675},[140],{"categories":3677},[140],{"categories":3679},[140],{"categories":3681},[279],{"categories":3683},[191],{"categories":3685},[140],{"categories":3687},[140],{"categories":3689},[1957],{"categories":3691},[140],{"categories":3693},[143],{"categories":3695},[140],{"categories":3697},[140],{"categories":3699},[169],{"categories":3701},[96],{"categories":3703},[140],{"categories":3705},[140],{"categories":3707},[191],{"categories":3709},[96],{"categories":3711},[],{"categories":3713},[140],{"categories":3715},[140],{"categories":3717},[246],{"categories":3719},[140],{"categories":3721},[279],{"categories":3723},[96],{"categories":3725},[140],{"categories":3727},[96],{"categories":3729},[140],{"categories":3731},[],{"categories":3733},[],{"categories":3735},[],{"categories":3737},[143],{"categories":3739},[191],{"categories":3741},[96],{"categories":3743},[140],{"categories":3745},[140],{"categories":3747},[140],{"categories":3749},[140],{"categories":3751},[449],{"categories":3753},[246],{"categories":3755},[96],{"categories":3757},[140],{"categories":3759},[],{"categories":3761},[140],{"categories":3763},[96],{"categories":3765},[96],{"categories":3767},[],{"categories":3769},[140],{"categories":3771},[96],{"categories":3773},[140],{"categories":3775},[],{"categories":3777},[140],{"categories":3779},[140],{"categories":3781},[140],{"categories":3783},[191],{"categories":3785},[246],{"categories":3787},[96],{"categories":3789},[246],{"categories":3791},[96],{"categories":3793},[140],{"categories":3795},[148],{"categories":3797},[],{"categories":3799},[],{"categories":3801},[140],{"categories":3803},[140],{"categories":3805},[140],{"categories":3807},[143],{"categories":3809},[140],{"categories":3811},[96],{"categories":3813},[191],{"categories":3815},[],{"categories":3817},[246],{"categories":3819},[96],{"categories":3821},[],{"categories":3823},[166],{"categories":3825},[140],{"categories":3827},[166],{"categories":3829},[246],{"categories":3831},[166],{"categories":3833},[140],{"categories":3835},[],{"categories":3837},[140],{"categories":3839},[140],{"categories":3841},[96],{"categories":3843},[],{"categories":3845},[140],{"categories":3847},[140],{"categories":3849},[279],{"categories":3851},[140],{"categories":3853},[140],{"categories":3855},[320],{"categories":3857},[166],{"categories":3859},[140],{"categories":3861},[96],{"categories":3863},[],{"categories":3865},[140],{"categories":3867},[96],{"categories":3869},[140],{"categories":3871},[143],{"categories":3873},[578],{"categories":3875},[140],{"categories":3877},[140],{"categories":3879},[140],{"categories":3881},[96],{"categories":3883},[140],{"categories":3885},[96],{"categories":3887},[140],{"categories":3889},[140],{"categories":3891},[140],{"categories":3893},[96],{"categories":3895},[140],{"categories":3897},[140],{"categories":3899},[],{"categories":3901},[140],{"categories":3903},[143],{"categories":3905},[140],{"categories":3907},[148],{"categories":3909},[166],{"categories":3911},[246],{"categories":3913},[],{"categories":3915},[140],{"categories":3917},[],{"categories":3919},[96],{"categories":3921},[140],{"categories":3923},[96],{"categories":3925},[],{"categories":3927},[96],{"categories":3929},[140],{"categories":3931},[166],{"categories":3933},[246],{"categories":3935},[191],{"categories":3937},[140],{"categories":3939},[191],{"categories":3941},[96],{"categories":3943},[140],{"categories":3945},[246],{"categories":3947},[140],{"categories":3949},[],{"categories":3951},[140],{"categories":3953},[180],{"categories":3955},[96],{"categories":3957},[140],{"categories":3959},[246],{"categories":3961},[191],{"categories":3963},[140],{"categories":3965},[148],{"categories":3967},[166],{"categories":3969},[140],{"categories":3971},[140],{"categories":3973},[140],{"categories":3975},[140],{"categories":3977},[140],{"categories":3979},[191],{"categories":3981},[166],{"categories":3983},[279],{"categories":3985},[],{"categories":3987},[],{"categories":3989},[169],{"categories":3991},[509],{"categories":3993},[140],{"categories":3995},[96],{"categories":3997},[140,166],{"categories":3999},[191],{"categories":4001},[140],{"categories":4003},[140],{"categories":4005},[140],{"categories":4007},[140],{"categories":4009},[140],{"categories":4011},[140],{"categories":4013},[140],{"categories":4015},[96],{"categories":4017},[140],{"categories":4019},[140],{"categories":4021},[96],{"categories":4023},[140],{"categories":4025},[140],{"categories":4027},[140],{"categories":4029},[],{"categories":4031},[140],{"categories":4033},[1331],{"categories":4035},[166],{"categories":4037},[246],{"categories":4039},[140],{"categories":4041},[140],{"categories":4043},[140],{"categories":4045},[140],{"categories":4047},[169],{"categories":4049},[96],{"categories":4051},[279],{"categories":4053},[320],{"categories":4055},[],{"categories":4057},[166],{"categories":4059},[140],{"categories":4061},[148],{"categories":4063},[96],{"categories":4065},[140],{"categories":4067},[143],{"categories":4069},[96],{"categories":4071},[140],{"categories":4073},[96],{"categories":4075},[96],{"categories":4077},[155],{"categories":4079},[166],{"categories":4081},[140],{"categories":4083},[140],{"categories":4085},[],{"categories":4087},[],{"categories":4089},[],{"categories":4091},[320],{"categories":4093},[140],{"categories":4095},[191],{"categories":4097},[140],{"categories":4099},[140],{"categories":4101},[140],{"categories":4103},[140],{"categories":4105},[166],{"categories":4107},[140],{"categories":4109},[],{"categories":4111},[140],{"categories":4113},[169],{"categories":4115},[148],{"categories":4117},[96],{"categories":4119},[140],{"categories":4121},[],{"categories":4123},[140],{"categories":4125},[96],{"categories":4127},[166],{"categories":4129},[140],{"categories":4131},[140],{"categories":4133},[140],{"categories":4135},[320],{"categories":4137},[],{"categories":4139},[246],{"categories":4141},[246],{"categories":4143},[140],{"categories":4145},[96],{"categories":4147},[],{"categories":4149},[166],{"categories":4151},[140],{"categories":4153},[246],{"categories":4155},[140],{"categories":4157},[148],{"categories":4159},[96],{"categories":4161},[140],{"categories":4163},[],{"categories":4165},[191],{"categories":4167},[140],{"categories":4169},[140],{"categories":4171},[140],{"categories":4173},[140],{"categories":4175},[246],{"categories":4177},[96],{"categories":4179},[191],{"categories":4181},[],{"categories":4183},[96],{"categories":4185},[140],{"categories":4187},[148],{"categories":4189},[96],{"categories":4191},[246],{"categories":4193},[140],{"categories":4195},[140],{"categories":4197},[140],{"categories":4199},[509],{"categories":4201},[140],{"categories":4203},[96],{"categories":4205},[],{"categories":4207},[140],{"categories":4209},[140],{"categories":4211},[320],{"categories":4213},[191],{"categories":4215},[169],{"categories":4217},[624],{"categories":4219},[169],{"categories":4221},[169],{"categories":4223},[140],{"categories":4225},[],{"categories":4227},[],{"categories":4229},[],{"categories":4231},[96],{"categories":4233},[140],{"categories":4235},[140],{"categories":4237},[96],{"categories":4239},[96],{"categories":4241},[166],{"categories":4243},[140],{"categories":4245},[482],{"categories":4247},[166],{"categories":4249},[140],{"categories":4251},[96],{"categories":4253},[140],{"categories":4255},[140],{"categories":4257},[140],{"categories":4259},[148],{"categories":4261},[140],{"categories":4263},[140],{"categories":4265},[140],{"categories":4267},[96],{"categories":4269},[140],{"categories":4271},[],{"categories":4273},[],{"categories":4275},[140],{"categories":4277},[],{"categories":4279},[140],{"categories":4281},[96],{"categories":4283},[246],{"categories":4285},[140],{"categories":4287},[140],{"categories":4289},[96],{"categories":4291},[],{"categories":4293},[96],{"categories":4295},[140],{"categories":4297},[140],{"categories":4299},[155],{"categories":4301},[140],{"categories":4303},[246],{"categories":4305},[140],{"categories":4307},[96],{"categories":4309},[148],{"categories":4311},[140],{"categories":4313},[140],{"categories":4315},[140],{"categories":4317},[279],{"categories":4319},[96],{"categories":4321},[140],{"categories":4323},[140],{"categories":4325},[950],{"categories":4327},[140],{"categories":4329},[96],{"categories":4331},[140],{"categories":4333},[166],{"categories":4335},[140],{"categories":4337},[578],{"categories":4339},[246],{"categories":4341},[],{"categories":4343},[140],{"categories":4345},[140],{"categories":4347},[191],{"categories":4349},[509],{"categories":4351},[96],{"categories":4353},[140],{"categories":4355},[],{"categories":4357},[191],{"categories":4359},[426],{"categories":4361},[96],{"categories":4363},[96],{"categories":4365},[96],{"categories":4367},[140],{"categories":4369},[140],{"categories":4371},[96],{"categories":4373},[140],{"categories":4375},[],{"categories":4377},[148],{"categories":4379},[140],{"categories":4381},[246],{"categories":4383},[148],{"categories":4385},[96],{"categories":4387},[],{"categories":4389},[166],{"categories":4391},[140],{"categories":4393},[140],{"categories":4395},[143],{"categories":4397},[140],{"categories":4399},[191],{"categories":4401},[320],{"categories":4403},[180],{"categories":4405},[96],{"categories":4407},[96],{"categories":4409},[140],{"categories":4411},[140],{"categories":4413},[96],{"categories":4415},[140],{"categories":4417},[143],{"categories":4419},[],{"categories":4421},[96],{"categories":4423},[140],{"categories":4425},[140],{"categories":4427},[140],{"categories":4429},[96],{"categories":4431},[140],{"categories":4433},[],{"categories":4435},[140],{"categories":4437},[],{"categories":4439},[246],{"categories":4441},[96],{"categories":4443},[140,148],{"categories":4445},[96],{"categories":4447},[140],{"categories":4449},[],{"categories":4451},[143],{"categories":4453},[169],{"categories":4455},[148],{"categories":4457},[140],{"categories":4459},[166],{"categories":4461},[140],{"categories":4463},[140],{"categories":4465},[96],{"categories":4467},[140],{"categories":4469},[140],{"categories":4471},[140],{"categories":4473},[191],{"categories":4475},[1331],{"categories":4477},[96],{"categories":4479},[140],{"categories":4481},[],{"categories":4483},[],{"categories":4485},[140],{"categories":4487},[96],{"categories":4489},[140],{"categories":4491},[140],{"categories":4493},[320],{"categories":4495},[],{"categories":4497},[140],{"categories":4499},[96],{"categories":4501},[180],{"categories":4503},[96],{"categories":4505},[140],{"categories":4507},[509],{"categories":4509},[],{"categories":4511},[449],{"categories":4513},[140],{"categories":4515},[96],{"categories":4517},[140],{"categories":4519},[140],{"categories":4521},[140],{"categories":4523},[279],{"categories":4525},[140],{"categories":4527},[96],{"categories":4529},[140],{"categories":4531},[169],{"categories":4533},[155],{"categories":4535},[96],{"categories":4537},[140],{"categories":4539},[509],{"categories":4541},[140],{"categories":4543},[320],{"categories":4545},[148],{"categories":4547},[],{"categories":4549},[140],{"categories":4551},[140],{"categories":4553},[279],{"categories":4555},[246],{"categories":4557},[140],{"categories":4559},[140],{"categories":4561},[140],{"categories":4563},[],{"categories":4565},[279],{"categories":4567},[191],{"categories":4569},[140],{"categories":4571},[140],{"categories":4573},[140],{"categories":4575},[624],{"categories":4577},[143],{"categories":4579},[140],{"categories":4581},[155],{"categories":4583},[140],{"categories":4585},[140],{"categories":4587},[],{"categories":4589},[],{"categories":4591},[246],{"categories":4593},[140],{"categories":4595},[140],{"categories":4597},[169],{"categories":4599},[279],{"categories":4601},[96],{"categories":4603},[140],{"categories":4605},[140],{"categories":4607},[279],{"categories":4609},[148],{"categories":4611},[191],{"categories":4613},[140],{"categories":4615},[],{"categories":4617},[140],{"categories":4619},[140],{"categories":4621},[],{"categories":4623},[140],{"categories":4625},[140],{"categories":4627},[651],{"categories":4629},[140],{"categories":4631},[140],{"categories":4633},[96],{"categories":4635},[166],{"categories":4637},[509],{"categories":4639},[140],{"categories":4641},[148],{"categories":4643},[140],{"categories":4645},[140],{"categories":4647},[],{"categories":4649},[140,166],{"categories":4651},[191],{"categories":4653},[96],{"categories":4655},[166],{"categories":4657},[96],{"categories":4659},[990],{"categories":4661},[166],{"categories":4663},[166],{"categories":4665},[96],{"categories":4667},[140],{"categories":4669},[143],{"categories":4671},[140],{"categories":4673},[],{"categories":4675},[],{"categories":4677},[96],{"categories":4679},[140],{"categories":4681},[166],{"categories":4683},[96],{"categories":4685},[140],{"categories":4687},[143],{"categories":4689},[166],{"categories":4691},[166],{"categories":4693},[140],{"categories":4695},[279],{"categories":4697},[140],{"categories":4699},[140],{"categories":4701},[166],{"categories":4703},[140],{"categories":4705},[],{"categories":4707},[140],{"categories":4709},[140],{"categories":4711},[246,140],{"categories":4713},[320],{"categories":4715},[143],{"categories":4717},[140],{"categories":4719},[],{"categories":4721},[140],{"categories":4723},[140],{"categories":4725},[148],{"categories":4727},[140],{"categories":4729},[148],{"categories":4731},[140],{"categories":4733},[140],{"categories":4735},[426],{"categories":4737},[140],{"categories":4739},[148],{"categories":4741},[166],{"categories":4743},[169],{"categories":4745},[96],{"categories":4747},[140],{"categories":4749},[166],{"categories":4751},[140],{"categories":4753},[140],{"categories":4755},[191],{"categories":4757},[279],{"categories":4759},[246],{"categories":4761},[140],{"categories":4763},[140],{"categories":4765},[155],{"categories":4767},[140],{"categories":4769},[140],{"categories":4771},[143],{"categories":4773},[140],{"categories":4775},[96],{"categories":4777},[96],{"categories":4779},[166],{"categories":4781},[140],{"categories":4783},[191],{"categories":4785},[166],{"categories":4787},[166],{"categories":4789},[140],{"categories":4791},[140],{"categories":4793},[],{"categories":4795},[],{"categories":4797},[169],{"categories":4799},[140],{"categories":4801},[166],{"categories":4803},[140],{"categories":4805},[246],{"categories":4807},[509],{"categories":4809},[449],{"categories":4811},[426],{"categories":4813},[140],{"categories":4815},[140],{"categories":4817},[166],{"categories":4819},[140],{"categories":4821},[169],{"categories":4823},[140],{"categories":4825},[140],{"categories":4827},[140],{"categories":4829},[140],{"categories":4831},[140],{"categories":4833},[140],{"categories":4835},[140],{"categories":4837},[96],{"categories":4839},[143],{"categories":4841},[96],{"categories":4843},[140,148],{"categories":4845},[],{"categories":4847},[246],{"categories":4849},[],{"categories":4851},[155],{"categories":4853},[140],{"categories":4855},[191],{"categories":4857},[143],{"categories":4859},[140],{"categories":4861},[143],{"categories":4863},[96],{"categories":4865},[169],{"categories":4867},[96],{"categories":4869},[148],{"categories":4871},[155],{"categories":4873},[140],{"categories":4875},[96],{"categories":4877},[140],{"categories":4879},[140],{"categories":4881},[140],{"categories":4883},[148],{"categories":4885},[96],{"categories":4887},[166],{"categories":4889},[279],{"categories":4891},[140],{"categories":4893},[140],{"categories":4895},[],{"categories":4897},[191],{"categories":4899},[140],{"categories":4901},[140],{"categories":4903},[140],{"categories":4905},[140],{"categories":4907},[140],{"categories":4909},[140],{"categories":4911},[166],{"categories":4913},[191],{"categories":4915},[166],{"categories":4917},[166],{"categories":4919},[140],{"categories":4921},[140],{"categories":4923},[140],{"categories":4925},[140],{"categories":4927},[449],{"categories":4929},[140],{"categories":4931},[96],{"categories":4933},[96],{"categories":4935},[191],{"categories":4937},[140],{"categories":4939},[140],{"categories":4941},[140],{"categories":4943},[96],{"categories":4945},[140],{"categories":4947},[140],{"categories":4949},[140],{"categories":4951},[3424],{"categories":4953},[4954],"Clinical AI",{"categories":4956},[246],{"categories":4958},[140],{"categories":4960},[140],{"categories":4962},[140],{"categories":4964},[140],{"categories":4966},[320],{"categories":4968},[2729],{"categories":4970},[140],{"categories":4972},[155],{"categories":4974},[246],{"categories":4976},[140],{"categories":4978},[96],{"categories":4980},[140],{"categories":4982},[140],{"categories":4984},[191],{"categories":4986},[140],{"categories":4988},[96],{"categories":4990},[166],{"categories":4992},[279],{"categories":4994},[140],{"categories":4996},[140],{"categories":4998},[148],{"categories":5000},[140],{"categories":5002},[140],{"categories":5004},[578],{"categories":5006},[140],{"categories":5008},[],{"categories":5010},[96],{"categories":5012},[140],{"categories":5014},[166],{"categories":5016},[143],{"categories":5018},[140],{"categories":5020},[],{"categories":5022},[],{"categories":5024},[140],{"categories":5026},[],{"categories":5028},[148],{"categories":5030},[140],{"categories":5032},[140],{"categories":5034},[96],{"categories":5036},[140],{"categories":5038},[191],{"categories":5040},[191],{"categories":5042},[191],{"categories":5044},[191],{"categories":5046},[],{"categories":5048},[143],{"categories":5050},[96],{"categories":5052},[191],{"categories":5054},[140],{"categories":5056},[651],{"categories":5058},[155],{"categories":5060},[96],{"categories":5062},[140],{"categories":5064},[143],{"categories":5066},[140],{"categories":5068},[96],{"categories":5070},[140],{"categories":5072},[140],{"categories":5074},[140],{"categories":5076},[140],{"categories":5078},[140,96],{"categories":5080},[96],{"categories":5082},[320],{"categories":5084},[191],{"categories":5086},[96],{"categories":5088},[191],{"categories":5090},[96],{"categories":5092},[140],{"categories":5094},[],{"categories":5096},[191],{"categories":5098},[279],{"categories":5100},[143],{"categories":5102},[140],{"categories":5104},[140],{"categories":5106},[],{"categories":5108},[166],{"categories":5110},[],{"categories":5112},[143],{"categories":5114},[96],{"categories":5116},[191],{"categories":5118},[140],{"categories":5120},[191],{"categories":5122},[143],{"categories":5124},[191],{"categories":5126},[191],{"categories":5128},[],{"categories":5130},[148],{"categories":5132},[96],{"categories":5134},[191],{"categories":5136},[191],{"categories":5138},[191],{"categories":5140},[191],{"categories":5142},[191],{"categories":5144},[191],{"categories":5146},[191],{"categories":5148},[191],{"categories":5150},[191],{"categories":5152},[191],{"categories":5154},[169],{"categories":5156},[143],{"categories":5158},[140],{"categories":5160},[140],{"categories":5162},[96],{"categories":5164},[96],{"categories":5166},[],{"categories":5168},[140],{"categories":5170},[140,143],{"categories":5172},[],{"categories":5174},[96],{"categories":5176},[140],{"categories":5178},[191],{"categories":5180},[96],{"categories":5182},[96],{"categories":5184},[990],{"categories":5186},[140],{"categories":5188},[140],{"categories":5190},[140],{"categories":5192},[140],{"categories":5194},[155],{"categories":5196},[140],{"categories":5198},[140],{"categories":5200},[426],{"categories":5202},[140],{"categories":5204},[140],{"categories":5206},[96],{"categories":5208},[140],{"categories":5210},[140],{"categories":5212},[140],{"categories":5214},[148],{"categories":5216},[155],{"categories":5218},[96],{"categories":5220},[96],{"categories":5222},[],{"categories":5224},[96],{"categories":5226},[246],{"categories":5228},[191],{"categories":5230},[140],{"categories":5232},[],{"categories":5234},[155],{"categories":5236},[],{"categories":5238},[166],{"categories":5240},[140],{"categories":5242},[96],{"categories":5244},[246],{"categories":5246},[140],{"categories":5248},[140],{"categories":5250},[],{"categories":5252},[140],{"categories":5254},[140],{"categories":5256},[],{"categories":5258},[279],{"categories":5260},[140],{"categories":5262},[96],{"categories":5264},[],{"categories":5266},[],{"categories":5268},[191],{"categories":5270},[143],{"categories":5272},[140],{"categories":5274},[140],{"categories":5276},[148],{"categories":5278},[140],{"categories":5280},[140],{"categories":5282},[96],{"categories":5284},[140],{"categories":5286},[148],{"categories":5288},[148],{"categories":5290},[246],{"categories":5292},[],{"categories":5294},[140],{"categories":5296},[191],{"categories":5298},[],{"categories":5300},[140],{"categories":5302},[140],{"categories":5304},[246],{"categories":5306},[140],{"categories":5308},[140],{"categories":5310},[279],{"categories":5312},[140],{"categories":5314},[320],{"categories":5316},[],{"categories":5318},[96],{"categories":5320},[140],{"categories":5322},[279],{"categories":5324},[166],{"categories":5326},[],{"categories":5328},[140],{"categories":5330},[],{"categories":5332},[96],{"categories":5334},[246],{"categories":5336},[166],{"categories":5338},[],{"categories":5340},[3424],{"categories":5342},[148],{"categories":5344},[143],{"categories":5346},[140],{"categories":5348},[169],{"categories":5350},[96],{"categories":5352},[140],{"categories":5354},[246],{"categories":5356},[140],{"categories":5358},[140],{"categories":5360},[166],{"categories":5362},[],{"categories":5364},[],{"categories":5366},[140],{"categories":5368},[143],{"categories":5370},[140],{"categories":5372},[279],{"categories":5374},[],{"categories":5376},[96],{"categories":5378},[96],{"categories":5380},[140],{"categories":5382},[96],{"categories":5384},[140],{"categories":5386},[191],{"categories":5388},[140],{"categories":5390},[166],{"categories":5392},[140],{"categories":5394},[96],{"categories":5396},[155],{"categories":5398},[140],{"categories":5400},[140],{"categories":5402},[140],{"categories":5404},[140],{"categories":5406},[96],{"categories":5408},[140],{"categories":5410},[155],{"categories":5412},[279],{"categories":5414},[191],{"categories":5416},[],{"categories":5418},[279],{"categories":5420},[140],{"categories":5422},[],{"categories":5424},[166],{"categories":5426},[96],{"categories":5428},[],{"categories":5430},[140],{"categories":5432},[140],{"categories":5434},[140],{"categories":5436},[140],{"categories":5438},[140],{"categories":5440},[96],{"categories":5442},[148],{"categories":5444},[143],{"categories":5446},[140],{"categories":5448},[140],{"categories":5450},[96],{"categories":5452},[140],{"categories":5454},[246],{"categories":5456},[166],{"categories":5458},[166],{"categories":5460},[140],{"categories":5462},[169],{"categories":5464},[96],{"categories":5466},[140],{"categories":5468},[140],{"categories":5470},[96],{"categories":5472},[140],{"categories":5474},[140],{"categories":5476},[96],{"categories":5478},[148],{"categories":5480},[140],{"categories":5482},[246],{"categories":5484},[166],{"categories":5486},[96],{"categories":5488},[140],{"categories":5490},[155],{"categories":5492},[140],{"categories":5494},[155],{"categories":5496},[96],{"categories":5498},[140],{"categories":5500},[140],{"categories":5502},[191],{"categories":5504},[140],{"categories":5506},[],{"categories":5508},[143],{"categories":5510},[140],{"categories":5512},[140],{"categories":5514},[140],{"categories":5516},[166],{"categories":5518},[166],{"categories":5520},[140],{"categories":5522},[166],{"categories":5524},[140],{"categories":5526},[96],{"categories":5528},[140],{"categories":5530},[140],{"categories":5532},[140],{"categories":5534},[140],{"categories":5536},[140],{"categories":5538},[],{"categories":5540},[140],{"categories":5542},[246],{"categories":5544},[96],{"categories":5546},[148],{"categories":5548},[191],{"categories":5550},[140],{"categories":5552},[96],{"categories":5554},[140],{"categories":5556},[96],{"categories":5558},[140],{"categories":5560},[140],{"categories":5562},[246],{"categories":5564},[96],{"categories":5566},[140],{"categories":5568},[279],{"categories":5570},[148],{"categories":5572},[140],{"categories":5574},[169],{"categories":5576},[140],{"categories":5578},[140],{"categories":5580},[191],{"categories":5582},[140],{"categories":5584},[140],{"categories":5586},[140],{"categories":5588},[140],{"categories":5590},[96],{"categories":5592},[320],{"categories":5594},[140],{"categories":5596},[166],{"categories":5598},[96],{"categories":5600},[169],{"categories":5602},[],{"categories":5604},[96],{"categories":5606},[166],{"categories":5608},[140],{"categories":5610},[140],{"categories":5612},[140],{"categories":5614},[2553],{"categories":5616},[140],{"categories":5618},[246],{"categories":5620},[355],{"categories":5622},[140],{"categories":5624},[140],{"categories":5626},[140],{"categories":5628},[140],{"categories":5630},[140],{"categories":5632},[143],{"categories":5634},[96],{"categories":5636},[140],{"categories":5638},[140],{"categories":5640},[166],{"categories":5642},[148],{"categories":5644},[140],{"categories":5646},[166],{"categories":5648},[140],{"categories":5650},[],{"categories":5652},[96],{"categories":5654},[96],{"categories":5656},[140],{"categories":5658},[140],{"categories":5660},[140],{"categories":5662},[169],{"categories":5664},[],{"categories":5666},[191],{"categories":5668},[],{"categories":5670},[191],{"categories":5672},[140],{"categories":5674},[140],{"categories":5676},[140],{"categories":5678},[96],{"categories":5680},[140],{"categories":5682},[96],{"categories":5684},[96],{"categories":5686},[],{"categories":5688},[140],{"categories":5690},[191],{"categories":5692},[140],{"categories":5694},[],{"categories":5696},[140],{"categories":5698},[140],{"categories":5700},[],{"categories":5702},[140],{"categories":5704},[140],{"categories":5706},[246],{"categories":5708},[166],{"categories":5710},[96],{"categories":5712},[140],{"categories":5714},[140],{"categories":5716},[140],{"categories":5718},[140],{"categories":5720},[279],{"categories":5722},[140],{"categories":5724},[140],{"categories":5726},[140],{"categories":5728},[143],{"categories":5730},[140],{"categories":5732},[140],{"categories":5734},[],{"categories":5736},[140],{"categories":5738},[140],{"categories":5740},[140],{"categories":5742},[],{"categories":5744},[96],{"categories":5746},[143],{"categories":5748},[140],{"categories":5750},[140],{"categories":5752},[140],{"categories":5754},[140],{"categories":5756},[191],{"categories":5758},[140],{"categories":5760},[166],{"categories":5762},[155],{"categories":5764},[96],{"categories":5766},[509],{"categories":5768},[140],{"categories":5770},[140],{"categories":5772},[140],{"categories":5774},[166],{"categories":5776},[191],{"categories":5778},[246],{"categories":5780},[140],{"categories":5782},[140],{"categories":5784},[140],{"categories":5786},[140],{"categories":5788},[140],{"categories":5790},[140],{"categories":5792},[191],{"categories":5794},[140],{"categories":5796},[246],{"categories":5798},[140],{"categories":5800},[140],{"categories":5802},[191],{"categories":5804},[246],{"categories":5806},[140],{"categories":5808},[191],{"categories":5810},[140],{"categories":5812},[96],{"categories":5814},[96],{"categories":5816},[96],{"categories":5818},[166],{"categories":5820},[191],{"categories":5822},[96],{"categories":5824},[96],{"categories":5826},[140],{"categories":5828},[166],{"categories":5830},[246],{"categories":5832},[140],{"categories":5834},[140],{"categories":5836},[96],{"categories":5838},[140],{"categories":5840},[],{"categories":5842},[96],{"categories":5844},[],{"categories":5846},[140],{"categories":5848},[140],{"categories":5850},[],{"categories":5852},[],{"categories":5854},[96],{"categories":5856},[148],{"categories":5858},[96],{"categories":5860},[5861],"Liability & Ethics",{"categories":5863},[140],{"categories":5865},[140],{"categories":5867},[140],{"categories":5869},[96],{"categories":5871},[143],{"categories":5873},[96],{"categories":5875},[148],{"categories":5877},[279],{"categories":5879},[140],{"categories":5881},[96],{"categories":5883},[140],{"categories":5885},[140],{"categories":5887},[140],{"categories":5889},[],{"categories":5891},[624],{"categories":5893},[96],{"categories":5895},[],{"categories":5897},[140],{"categories":5899},[143],{"categories":5901},[96],{"categories":5903},[140],{"categories":5905},[],{"categories":5907},[96],{"categories":5909},[140],{"categories":5911},[140],{"categories":5913},[166],{"categories":5915},[140],{"categories":5917},[191],{"categories":5919},[140],{"categories":5921},[140],{"categories":5923},[155],{"categories":5925},[140],{"categories":5927},[96],{"categories":5929},[140],{"categories":5931},[140],{"categories":5933},[140],{"categories":5935},[191],{"categories":5937},[96],{"categories":5939},[166],{"categories":5941},[246],{"categories":5943},[143],{"categories":5945},[140],{"categories":5947},[140],{"categories":5949},[140],{"categories":5951},[],{"categories":5953},[96],{"categories":5955},[96],{"categories":5957},[96],{"categories":5959},[509],{"categories":5961},[246],{"categories":5963},[96],{"categories":5965},[320],{"categories":5967},[166],{"categories":5969},[191],{"categories":5971},[140],{"categories":5973},[246],{"categories":5975},[140],{"categories":5977},[143],{"categories":5979},[],{"categories":5981},[96],{"categories":5983},[140],{"categories":5985},[140],{"categories":5987},[140],{"categories":5989},[140],{"categories":5991},[96],{"categories":5993},[140],{"categories":5995},[140],{"categories":5997},[246],{"categories":5999},[96],{"categories":6001},[],{"categories":6003},[96],{"categories":6005},[155],{"categories":6007},[140],{"categories":6009},[191],{"categories":6011},[96],{"categories":6013},[148],{"categories":6015},[],{"categories":6017},[140],{"categories":6019},[140],{"categories":6021},[155],{"categories":6023},[140],{"categories":6025},[96],{"categories":6027},[191],{"categories":6029},[143],{"categories":6031},[320],{"categories":6033},[140],{"categories":6035},[140],{"categories":6037},[140],{"categories":6039},[191],{"categories":6041},[148],{"categories":6043},[140],{"categories":6045},[246],{"categories":6047},[191],{"categories":6049},[320],{"categories":6051},[140],{"categories":6053},[96],{"categories":6055},[],{"categories":6057},[578],{"categories":6059},[],{"categories":6061},[140],{"categories":6063},[320],{"categories":6065},[140],{"categories":6067},[169],{"categories":6069},[140],{"categories":6071},[96],{"categories":6073},[96],{"categories":6075},[6076],"Design News & Tools",{"categories":6078},[140],{"categories":6080},[140],{"categories":6082},[191],{"categories":6084},[140],{"categories":6086},[140],{"categories":6088},[140],{"categories":6090},[143],{"categories":6092},[96],{"categories":6094},[140],{"categories":6096},[246],{"categories":6098},[96],{"categories":6100},[96],{"categories":6102},[246],{"categories":6104},[140],{"categories":6106},[140],{"categories":6108},[140],{"categories":6110},[509],{"categories":6112},[96],{"categories":6114},[140],{"categories":6116},[140],{"categories":6118},[140],{"categories":6120},[509],{"categories":6122},[140],{"categories":6124},[279],{"categories":6126},[140],{"categories":6128},[96],{"categories":6130},[],{"categories":6132},[140],{"categories":6134},[140],{"categories":6136},[140],{"categories":6138},[191],{"categories":6140},[140],{"categories":6142},[143],{"categories":6144},[],{"categories":6146},[140],{"categories":6148},[140],{"categories":6150},[140],{"categories":6152},[166],{"categories":6154},[651],{"categories":6156},[166],{"categories":6158},[246],{"categories":6160},[140],{"categories":6162},[140,96],{"categories":6164},[279,148],{"categories":6166},[166],{"categories":6168},[140],{"categories":6170},[140],{"categories":6172},[140],{"categories":6174},[140],{"categories":6176},[],{"categories":6178},[166],{"categories":6180},[96],{"categories":6182},[140],{"categories":6184},[140],{"categories":6186},[],{"categories":6188},[140],{"categories":6190},[166],{"categories":6192},[140],{"categories":6194},[166],{"categories":6196},[140],{"categories":6198},[],{"categories":6200},[96],{"categories":6202},[140],{"categories":6204},[148],{"categories":6206},[140],{"categories":6208},[191],{"categories":6210},[140],{"categories":6212},[],{"categories":6214},[140],{"categories":6216},[96],{"categories":6218},[140],{"categories":6220},[],{"categories":6222},[246],{"categories":6224},[140],{"categories":6226},[140],{"categories":6228},[96],{"categories":6230},[140],{"categories":6232},[140],{"categories":6234},[140],{"categories":6236},[143],{"categories":6238},[140],{"categories":6240},[96],{"categories":6242},[140],{"categories":6244},[],{"categories":6246},[140],{"categories":6248},[320],{"categories":6250},[279],{"categories":6252},[148],{"categories":6254},[148],{"categories":6256},[140],{"categories":6258},[143],{"categories":6260},[143],{"categories":6262},[140],{"categories":6264},[96],{"categories":6266},[140],{"categories":6268},[140],{"categories":6270},[140],{"categories":6272},[140],{"categories":6274},[166],{"categories":6276},[140],{"categories":6278},[143],{"categories":6280},[140],{"categories":6282},[140],{"categories":6284},[96],{"categories":6286},[140],{"categories":6288},[279],{"categories":6290},[140],{"categories":6292},[191],{"categories":6294},[140],{"categories":6296},[140],{"categories":6298},[96],{"categories":6300},[155],{"categories":6302},[140],{"categories":6304},[96],{"categories":6306},[140],{"categories":6308},[96],{"categories":6310},[],{"categories":6312},[166],{"categories":6314},[],{"categories":6316},[166],{"categories":6318},[96],{"categories":6320},[143],{"categories":6322},[140],{"categories":6324},[],{"categories":6326},[169],{"categories":6328},[320],{"categories":6330},[140],{"categories":6332},[166],{"categories":6334},[140],{"categories":6336},[],{"categories":6338},[191],{"categories":6340},[96],{"categories":6342},[166],{"categories":6344},[246],{"categories":6346},[148],{"categories":6348},[140],{"categories":6350},[140],{"categories":6352},[96],{"categories":6354},[166],{"categories":6356},[96],{"categories":6358},[191],{"categories":6360},[140],{"categories":6362},[155],{"categories":6364},[143],{"categories":6366},[155],{"categories":6368},[191],{"categories":6370},[140],{"categories":6372},[140],{"categories":6374},[166],{"categories":6376},[140],{"categories":6378},[246],{"categories":6380},[148],{"categories":6382},[140],{"categories":6384},[140],{"categories":6386},[140],{"categories":6388},[140],{"categories":6390},[140],{"categories":6392},[140],{"categories":6394},[96],{"categories":6396},[140],{"categories":6398},[140],{"categories":6400},[96],{"categories":6402},[140],{"categories":6404},[140],{"categories":6406},[143],{"categories":6408},[140],{"categories":6410},[96],{"categories":6412},[96],{"categories":6414},[246],{"categories":6416},[96],{"categories":6418},[140],{"categories":6420},[96],{"categories":6422},[140],{"categories":6424},[143],{"categories":6426},[96],{"categories":6428},[246],{"categories":6430},[],{"categories":6432},[140],{"categories":6434},[169],{"categories":6436},[509],{"categories":6438},[140],{"categories":6440},[96],{"categories":6442},[140],{"categories":6444},[140],{"categories":6446},[166],{"categories":6448},[140],{"categories":6450},[],{"categories":6452},[140],{"categories":6454},[96],{"categories":6456},[148],{"categories":6458},[140],{"categories":6460},[279],{"categories":6462},[246],{"categories":6464},[140],{"categories":6466},[166],{"categories":6468},[140],{"categories":6470},[191],{"categories":6472},[96],{"categories":6474},[140],{"categories":6476},[279],{"categories":6478},[96],{"categories":6480},[148],{"categories":6482},[148],{"categories":6484},[140],{"categories":6486},[140],{"categories":6488},[140],{"categories":6490},[140],{"categories":6492},[140],{"categories":6494},[140],{"categories":6496},[143],{"categories":6498},[140],{"categories":6500},[],{"categories":6502},[140],{"categories":6504},[140],{"categories":6506},[96],{"categories":6508},[140],{"categories":6510},[96],{"categories":6512},[140],{"categories":6514},[140],{"categories":6516},[140],{"categories":6518},[140],{"categories":6520},[140],{"categories":6522},[140],{"categories":6524},[166],{"categories":6526},[],{"categories":6528},[143],{"categories":6530},[140],{"categories":6532},[140],{"categories":6534},[96],{"categories":6536},[96],{"categories":6538},[],{"categories":6540},[166],{"categories":6542},[166],{"categories":6544},[140],{"categories":6546},[279],{"categories":6548},[148],{"categories":6550},[246],{"categories":6552},[140],{"categories":6554},[],{"categories":6556},[140],{"categories":6558},[96],{"categories":6560},[143],{"categories":6562},[140],{"categories":6564},[140],{"categories":6566},[166],{"categories":6568},[143],{"categories":6570},[140],{"categories":6572},[140],{"categories":6574},[191],{"categories":6576},[169],{"categories":6578},[140],{"categories":6580},[191],{"categories":6582},[140],{"categories":6584},[96],{"categories":6586},[140],{"categories":6588},[140],{"categories":6590},[],{"categories":6592},[191],{"categories":6594},[96],{"categories":6596},[246],{"categories":6598},[169],{"categories":6600},[140],{"categories":6602},[140],{"categories":6604},[140],{"categories":6606},[],{"categories":6608},[96],{"categories":6610},[96],{"categories":6612},[96],{"categories":6614},[3424],{"categories":6616},[191],{"categories":6618},[140],{"categories":6620},[166],{"categories":6622},[140],{"categories":6624},[140],{"categories":6626},[140],{"categories":6628},[140],{"categories":6630},[140],{"categories":6632},[96],{"categories":6634},[140],{"categories":6636},[148],{"categories":6638},[140],{"categories":6640},[143],{"categories":6642},[1957],{"categories":6644},[320],{"categories":6646},[143],{"categories":6648},[],{"categories":6650},[140],{"categories":6652},[],{"categories":6654},[140],{"categories":6656},[191],{"categories":6658},[96],{"categories":6660},[246],{"categories":6662},[140],{"categories":6664},[140],{"categories":6666},[140],{"categories":6668},[140],{"categories":6670},[140],{"categories":6672},[191],{"categories":6674},[],{"categories":6676},[96],{"categories":6678},[140],{"categories":6680},[96],{"categories":6682},[96],{"categories":6684},[],{"categories":6686},[140],{"categories":6688},[],{"categories":6690},[191],{"categories":6692},[143],{"categories":6694},[140],{"categories":6696},[246],{"categories":6698},[140],{"categories":6700},[96],{"categories":6702},[191],{"categories":6704},[140],{"categories":6706},[191],{"categories":6708},[],{"categories":6710},[191],{"categories":6712},[140],{"categories":6714},[143],{"categories":6716},[96],{"categories":6718},[509],{"categories":6720},[140],{"categories":6722},[96],{"categories":6724},[140],{"categories":6726},[],{"categories":6728},[166],{"categories":6730},[96],{"categories":6732},[155],{"categories":6734},[96],{"categories":6736},[140],{"categories":6738},[143],{"categories":6740},[140],{"categories":6742},[140],{"categories":6744},[],{"categories":6746},[],{"categories":6748},[],{"categories":6750},[246],{"categories":6752},[140],{"categories":6754},[96],{"categories":6756},[140],{"categories":6758},[140],{"categories":6760},[],{"categories":6762},[],{"categories":6764},[],{"categories":6766},[140],{"categories":6768},[96],{"categories":6770},[246],{"categories":6772},[140],{"categories":6774},[],{"categories":6776},[96],{"categories":6778},[140],{"categories":6780},[140],{"categories":6782},[143],{"categories":6784},[],{"categories":6786},[],{"categories":6788},[140],{"categories":6790},[140],{"categories":6792},[96],{"categories":6794},[246],{"categories":6796},[140],{"categories":6798},[191],{"categories":6800},[],{"categories":6802},[140],{"categories":6804},[140],{"categories":6806},[279],{"categories":6808},[191],{"categories":6810},[279],{"categories":6812},[166],{"categories":6814},[169],{"categories":6816},[140],{"categories":6818},[140],{"categories":6820},[],{"categories":6822},[],{"categories":6824},[96],{"categories":6826},[],{"categories":6828},[140],{"categories":6830},[509],{"categories":6832},[140],{"categories":6834},[140],{"categories":6836},[140],{"categories":6838},[140],{"categories":6840},[],{"categories":6842},[96],{"categories":6844},[140],{"categories":6846},[140],{"categories":6848},[],{"categories":6850},[96],{"categories":6852},[96],{"categories":6854},[140],{"categories":6856},[191],{"categories":6858},[140],{"categories":6860},[279],{"categories":6862},[140],{"categories":6864},[96],{"categories":6866},[148],{"categories":6868},[155],{"categories":6870},[140],{"categories":6872},[140],{"categories":6874},[96],{"categories":6876},[169],{"categories":6878},[96],{"categories":6880},[96],{"categories":6882},[],{"categories":6884},[140],{"categories":6886},[96],{"categories":6888},[],{"categories":6890},[140],{"categories":6892},[],{"categories":6894},[191],{"categories":6896},[148],{"categories":6898},[],{"categories":6900},[140],{"categories":6902},[140],{"categories":6904},[140],{"categories":6906},[],{"categories":6908},[96],{"categories":6910},[246],{"categories":6912},[143],{"categories":6914},[140],{"categories":6916},[],{"categories":6918},[148],{"categories":6920},[279],{"categories":6922},[140],{"categories":6924},[166],{"categories":6926},[143],{"categories":6928},[169],{"categories":6930},[148],{"categories":6932},[166],{"categories":6934},[96],{"categories":6936},[166],{"categories":6938},[],{"categories":6940},[140],{"categories":6942},[155],{"categories":6944},[155],{"categories":6946},[140],{"categories":6948},[],{"categories":6950},[96],{"categories":6952},[96],{"categories":6954},[143],{"categories":6956},[246],{"categories":6958},[140],{"categories":6960},[143],{"categories":6962},[96],{"categories":6964},[320],{"categories":6966},[140],{"categories":6968},[140],{"categories":6970},[140],{"categories":6972},[140],{"categories":6974},[140],{"categories":6976},[143],{"categories":6978},[140],{"categories":6980},[166],{"categories":6982},[169],{"categories":6984},[96],{"categories":6986},[],{"categories":6988},[140],{"categories":6990},[140],{"categories":6992},[140],{"categories":6994},[166],{"categories":6996},[96],{"categories":6998},[191],{"categories":7000},[166],{"categories":7002},[140],{"categories":7004},[155],{"categories":7006},[],{"categories":7008},[246],{"categories":7010},[166],{"categories":7012},[191],{"categories":7014},[140],{"categories":7016},[140],{"categories":7018},[143],{"categories":7020},[96],{"categories":7022},[140],{"categories":7024},[140],{"categories":7026},[96],{"categories":7028},[155],{"categories":7030},[140],{"categories":7032},[96],{"categories":7034},[140],{"categories":7036},[148],{"categories":7038},[140],{"categories":7040},[96],{"categories":7042},[96,320],{"categories":7044},[140],{"categories":7046},[140],{"categories":7048},[96],{"categories":7050},[166],{"categories":7052},[140],{"categories":7054},[140],{"categories":7056},[169],{"categories":7058},[96],{"categories":7060},[279],{"categories":7062},[96],{"categories":7064},[148],{"categories":7066},[],{"categories":7068},[96],{"categories":7070},[140],{"categories":7072},[148],{"categories":7074},[],{"categories":7076},[],{"categories":7078},[140],{"categories":7080},[166],{"categories":7082},[140],{"categories":7084},[140],{"categories":7086},[96],{"categories":7088},[140],{"categories":7090},[169],{"categories":7092},[279],{"categories":7094},[140],{"categories":7096},[140],{"categories":7098},[140],{"categories":7100},[140],{"categories":7102},[96],{"categories":7104},[],{"categories":7106},[96],{"categories":7108},[191],{"categories":7110},[140],{"categories":7112},[96],{"categories":7114},[96],{"categories":7116},[140],{"categories":7118},[],{"categories":7120},[191],{"categories":7122},[166],{"categories":7124},[3424],{"categories":7126},[143],{"categories":7128},[166],{"categories":7130},[140],{"categories":7132},[96],{"categories":7134},[140],{"categories":7136},[140],{"categories":7138},[279],{"categories":7140},[166],{"categories":7142},[169],{"categories":7144},[],{"categories":7146},[191],{"categories":7148},[140],{"categories":7150},[140],{"categories":7152},[],{"categories":7154},[96],{"categories":7156},[140],{"categories":7158},[140],{"categories":7160},[140],{"categories":7162},[140],{"categories":7164},[96],{"categories":7166},[140],{"categories":7168},[140],{"categories":7170},[140],{"categories":7172},[140],{"categories":7174},[155],{"categories":7176},[140],{"categories":7178},[96],{"categories":7180},[140],{"categories":7182},[140],{"categories":7184},[140],{"categories":7186},[140],{"categories":7188},[140],{"categories":7190},[140],{"categories":7192},[140],{"categories":7194},[148],{"categories":7196},[],{"categories":7198},[155],{"categories":7200},[140],{"categories":7202},[191],{"categories":7204},[96],{"categories":7206},[140],{"categories":7208},[166],{"categories":7210},[],{"categories":7212},[166],{"categories":7214},[166],{"categories":7216},[96],{"categories":7218},[166],{"categories":7220},[140],{"categories":7222},[140],{"categories":7224},[140],{"categories":7226},[96],{"categories":7228},[166],{"categories":7230},[140],{"categories":7232},[140],{"categories":7234},[140],{"categories":7236},[96],{"categories":7238},[191],{"categories":7240},[140],{"categories":7242},[140],{"categories":7244},[140],{"categories":7246},[148],{"categories":7248},[140],{"categories":7250},[96],{"categories":7252},[246],{"categories":7254},[],{"categories":7256},[140],{"categories":7258},[140],{"categories":7260},[169],{"categories":7262},[140],{"categories":7264},[96],{"categories":7266},[140],{"categories":7268},[140],{"categories":7270},[],{"categories":7272},[140],{"categories":7274},[140],{"categories":7276},[191],{"categories":7278},[140],{"categories":7280},[140],{"categories":7282},[96],{"categories":7284},[279],{"categories":7286},[],{"categories":7288},[],{"categories":7290},[166],{"categories":7292},[140],{"categories":7294},[140],{"categories":7296},[191],{"categories":7298},[140],{"categories":7300},[166],{"categories":7302},[191],{"categories":7304},[140],{"categories":7306},[140],{"categories":7308},[279],{"categories":7310},[169],{"categories":7312},[140],{"categories":7314},[140],{"categories":7316},[143],{"categories":7318},[96],{"categories":7320},[140],{"categories":7322},[140],{"categories":7324},[96],{"categories":7326},[148],{"categories":7328},[96],{"categories":7330},[166],{"categories":7332},[140],{"categories":7334},[148],{"categories":7336},[],{"categories":7338},[140],{"categories":7340},[169],{"categories":7342},[140],{"categories":7344},[140],{"categories":7346},[],{"categories":7348},[191],{"categories":7350},[140],{"categories":7352},[96],{"categories":7354},[169],{"categories":7356},[140],{"categories":7358},[166],{"categories":7360},[166],{"categories":7362},[166],{"categories":7364},[140],{"categories":7366},[96],{"categories":7368},[96],{"categories":7370},[140],{"categories":7372},[96],{"categories":7374},[140],{"categories":7376},[140],{"categories":7378},[246],{"categories":7380},[169],{"categories":7382},[169],{"categories":7384},[],{"categories":7386},[191],{"categories":7388},[140],{"categories":7390},[140],{"categories":7392},[166],{"categories":7394},[],{"categories":7396},[191],{"categories":7398},[191],{"categories":7400},[191],{"categories":7402},[],{"categories":7404},[96],{"categories":7406},[140],{"categories":7408},[],{"categories":7410},[143],{"categories":7412},[148],{"categories":7414},[],{"categories":7416},[140],{"categories":7418},[140],{"categories":7420},[],{"categories":7422},[166],{"categories":7424},[],{"categories":7426},[],{"categories":7428},[],{"categories":7430},[],{"categories":7432},[140],{"categories":7434},[191],{"categories":7436},[],{"categories":7438},[],{"categories":7440},[140],{"categories":7442},[140],{"categories":7444},[140],{"categories":7446},[169],{"categories":7448},[140],{"categories":7450},[169],{"categories":7452},[],{"categories":7454},[169],{"categories":7456},[169],{"categories":7458},[320],{"categories":7460},[96],{"categories":7462},[166],{"categories":7464},[],{"categories":7466},[],{"categories":7468},[169],{"categories":7470},[166],{"categories":7472},[166],{"categories":7474},[166],{"categories":7476},[],{"categories":7478},[143],{"categories":7480},[166],{"categories":7482},[166],{"categories":7484},[143],{"categories":7486},[166],{"categories":7488},[148],{"categories":7490},[166],{"categories":7492},[166],{"categories":7494},[166],{"categories":7496},[169],{"categories":7498},[191],{"categories":7500},[191],{"categories":7502},[140],{"categories":7504},[166],{"categories":7506},[169],{"categories":7508},[320],{"categories":7510},[169],{"categories":7512},[169],{"categories":7514},[169],{"categories":7516},[],{"categories":7518},[148],{"categories":7520},[],{"categories":7522},[320],{"categories":7524},[166],{"categories":7526},[166],{"categories":7528},[166],{"categories":7530},[96],{"categories":7532},[191,148],{"categories":7534},[169],{"categories":7536},[],{"categories":7538},[],{"categories":7540},[169],{"categories":7542},[],{"categories":7544},[169],{"categories":7546},[191],{"categories":7548},[96],{"categories":7550},[],{"categories":7552},[166],{"categories":7554},[140],{"categories":7556},[246],{"categories":7558},[],{"categories":7560},[140],{"categories":7562},[],{"categories":7564},[191],{"categories":7566},[143],{"categories":7568},[169],{"categories":7570},[],{"categories":7572},[166],{"categories":7574},[191],[7576,7680,7802,7894],{"id":7577,"title":7578,"ai":7579,"body":7584,"categories":7652,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7653,"navigation":116,"path":7666,"published_at":7667,"question":97,"scraped_at":7667,"seo":7668,"sitemap":7669,"source_id":7670,"source_name":7671,"source_type":7672,"source_url":7673,"stem":7674,"tags":7675,"thumbnail_url":97,"tldr":7677,"tweet":97,"unknown_tags":7678,"__hash__":7679},"summaries\u002Fsummaries\u002F6a886414536a09e3-democratizing-data-analysis-with-chatgpt-work-s-da-summary.md","Democratizing Data Analysis with ChatGPT Work's Data Agent",{"provider":7,"model":8,"input_tokens":7580,"output_tokens":7581,"processing_time_ms":7582,"cost_usd":7583},4825,712,3593,0.00227425,{"type":14,"value":7585,"toc":7647},[7586,7590,7593,7597,7600,7620,7624,7627],[17,7587,7589],{"id":7588},"bridging-the-gap-between-data-and-decision-making","Bridging the Gap Between Data and Decision-Making",[22,7591,7592],{},"The Data agent for ChatGPT Work is designed to eliminate the bottleneck of waiting for manual reports or specialized analytics support. By allowing users to interact with company data using plain language, it enables faster diagnosis of business trends—such as sales fluctuations or spending spikes—without requiring knowledge of SQL or proprietary BI tools.",[17,7594,7596],{"id":7595},"governance-and-integration-architecture","Governance and Integration Architecture",[22,7598,7599],{},"The agent functions as a layer on top of existing enterprise infrastructure, ensuring that data remains secure and context-aware:",[36,7601,7602,7608,7614],{},[39,7603,7604,7607],{},[42,7605,7606],{},"Data Connectivity:"," It integrates directly with major cloud data warehouses and platforms, including Amazon Redshift, Google BigQuery, Snowflake, Databricks, MongoDB, and ClickHouse, as well as document stores like Google Drive and SharePoint.",[39,7609,7610,7613],{},[42,7611,7612],{},"Semantic Context:"," To ensure accuracy, the agent leverages existing semantic layers and metadata sources (e.g., dbt, Databricks Genie Ontology, Snowflake Horizon). This allows the AI to understand custom business definitions, metric relationships, and specific calculations used by the organization.",[39,7615,7616,7619],{},[42,7617,7618],{},"Security and Permissions:"," Enterprise administrators retain full control. The agent respects existing account-level permissions, including row, column, and table-level restrictions, ensuring that users only access data they are authorized to see.",[17,7621,7623],{"id":7622},"from-insight-to-actionable-workflow","From Insight to Actionable Workflow",[22,7625,7626],{},"Beyond simple querying, the Data agent facilitates a full analytical lifecycle:",[36,7628,7629,7635,7641],{},[39,7630,7631,7634],{},[42,7632,7633],{},"Interactive Visualization:"," Users can generate dashboards that are editable and shareable. The agent can also interface with existing BI platforms like Tableau, Power BI, Sigma, and ThoughtSpot, allowing teams to maintain their preferred reporting environments while using natural language to direct the analysis.",[39,7636,7637,7640],{},[42,7638,7639],{},"Operational Integration:"," The agent can recommend next steps based on findings and execute actions through connected tools, such as notifying team members via Slack or email.",[39,7642,7643,7646],{},[42,7644,7645],{},"Collaborative Refinement:"," Analysis is iterative; users can ask follow-up questions to investigate evidence, refine results, and tailor the output to match internal brand guidelines.",{"title":89,"searchDepth":90,"depth":90,"links":7648},[7649,7650,7651],{"id":7588,"depth":90,"text":7589},{"id":7595,"depth":90,"text":7596},{"id":7622,"depth":90,"text":7623},[96],{"content_references":7654,"triage":7664},[7655,7660],{"type":7656,"title":7657,"author":7658,"url":7659,"context":110},"other","Inside OpenAI: How our data team uses AI to move faster","Vijaye Raji","https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Finside-openai-how-our-data-team-uses-ai-move-faster-vijaye-raji-a0vcc\u002F",{"type":7661,"title":7662,"url":7663,"context":110},"event","ChatGPT Work Series: Data Analytics","https:\u002F\u002Fwebinar.openai.com\u002Fchatgpt-work-series\u002Fdata-analytics\u002F",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7665},"Category: AI Automation. The article discusses a new AI tool that enables non-technical users to analyze data using natural language, addressing a key pain point for product builders who need to democratize data access. It provides insights into the tool's integration with existing systems and governance, making it actionable for teams looking to implement AI in their data workflows.","\u002Fsummaries\u002F6a886414536a09e3-democratizing-data-analysis-with-chatgpt-work-s-da-summary","2026-09-11 03:12:25",{"title":7578,"description":89},{"loc":7666},"6a886414536a09e3","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fput-data-to-work","summaries\u002F6a886414536a09e3-democratizing-data-analysis-with-chatgpt-work-s-da-summary",[7676,128,129,130],"ai-tools","OpenAI's new Data agent for ChatGPT Work allows non-technical users to query enterprise data, generate interactive dashboards, and trigger actions using natural language, while maintaining strict administrative governance.",[],"1R5D5O_5ZtS5ZDDbIFuNB9L4d1F3MJNeK23_aXWJFkY",{"id":7681,"title":7682,"ai":7683,"body":7688,"categories":7775,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7776,"navigation":116,"path":7787,"published_at":7788,"question":97,"scraped_at":7789,"seo":7790,"sitemap":7791,"source_id":7792,"source_name":123,"source_type":124,"source_url":7793,"stem":7794,"tags":7795,"thumbnail_url":7797,"tldr":7798,"tweet":7799,"unknown_tags":7800,"__hash__":7801},"summaries\u002Fsummaries\u002F004ae41632644518-the-agentic-commerce-stack-building-reliable-ai-sh-summary.md","The Agentic Commerce Stack: Building Reliable AI Shopping",{"provider":7,"model":8,"input_tokens":7684,"output_tokens":7685,"processing_time_ms":7686,"cost_usd":7687},7766,704,3806,0.0029975,{"type":14,"value":7689,"toc":7770},[7690,7694,7697,7700,7726,7730,7737,7741,7744],[17,7691,7693],{"id":7692},"the-shift-from-browser-automation-to-standardized-protocols","The Shift from Browser Automation to Standardized Protocols",[22,7695,7696],{},"Early attempts at agentic shopping relied on \"screenshot and DOM\" agents that navigated websites like humans. These were brittle, slow, and frequently triggered fraud alarms. The industry is now moving toward standardized commerce primitives that allow agents to communicate directly with merchant APIs.",[22,7698,7699],{},"Key protocols currently defining this space include:",[36,7701,7702,7708,7714,7720],{},[39,7703,7704,7707],{},[42,7705,7706],{},"MCP (Model Context Protocol):"," Standardizes how agents identify and access tools (e.g., product search, loyalty checks).",[39,7709,7710,7713],{},[42,7711,7712],{},"A2A (Agent-to-Agent):"," A specification for communication between customer-facing agents and merchant-side agents.",[39,7715,7716,7719],{},[42,7717,7718],{},"ACP (OpenAI) & UCP (Google):"," Competing commerce primitives that define how product data and checkout flows are structured.",[39,7721,7722,7725],{},[42,7723,7724],{},"AP2 (Agentic Payment Protocol):"," An emerging extension for autonomous payments that includes an authorizing party, spend ceilings, and revocation URLs to manage liability.",[17,7727,7729],{"id":7728},"moving-beyond-catalog-search","Moving Beyond Catalog Search",[22,7731,7732,7733,7736],{},"Instead of agents performing live searches against a merchant's catalog—which does not scale as the number of merchants and products grows—the current best practice is for merchants to push ",[42,7734,7735],{},"product feeds"," to the AI providers. This allows the AI to index inventory ahead of time, ensuring faster response times and better integration with retail media and sponsored product ranking systems.",[17,7738,7740],{"id":7739},"the-critical-role-of-evals-in-production","The Critical Role of Evals in Production",[22,7742,7743],{},"Building agentic commerce without rigorous evaluation is described as \"playing whack-a-mole.\" Because agents can be manipulated (e.g., users asking a food-ordering agent for programming help), developers must implement specific testing frameworks:",[36,7745,7746,7752,7758,7764],{},[39,7747,7748,7751],{},[42,7749,7750],{},"Behavioral Evals:"," Ensuring the agent stays within its domain and does not leak sensitive information or offer unauthorized discounts.",[39,7753,7754,7757],{},[42,7755,7756],{},"Protocol Compliance:"," Validating that product feeds and API calls conform to the specific schemas required by platforms like ChatGPT or Gemini.",[39,7759,7760,7763],{},[42,7761,7762],{},"Latency Benchmarks:"," Monitoring response times, as retail conversion drops significantly if the shopping flow feels sluggish compared to traditional web interfaces.",[39,7765,7766,7769],{},[42,7767,7768],{},"LLM-as-a-Judge:"," Using an LLM to evaluate the quality and correctness of agent responses against predefined success criteria.",{"title":89,"searchDepth":90,"depth":90,"links":7771},[7772,7773,7774],{"id":7692,"depth":90,"text":7693},{"id":7728,"depth":90,"text":7729},{"id":7739,"depth":90,"text":7740},[96],{"content_references":7777,"triage":7785},[7778,7781],{"type":103,"title":7779,"url":7780,"context":106},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"type":103,"title":7782,"author":7783,"url":7784,"context":106},"Agentic Commerce Starter Template","Ahnaf Prio","https:\u002F\u002Fgithub.com\u002Fahnafyy",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7786},"Category: AI & LLMs. The article discusses the transition from brittle browser automation to standardized protocols for AI shopping agents, addressing a specific pain point for developers in building reliable AI features. It provides actionable insights on implementing structured product feeds and rigorous evaluations, which are crucial for production readiness.","\u002Fsummaries\u002F004ae41632644518-the-agentic-commerce-stack-building-reliable-ai-sh-summary","2026-08-27 15:00:34","2026-08-28 03:12:02",{"title":7682,"description":89},{"loc":7787},"004ae41632644518","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=G7cgLjZtmMU","summaries\u002F004ae41632644518-the-agentic-commerce-stack-building-reliable-ai-sh-summary",[7796,130,128,131],"agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FG7cgLjZtmMU\u002Fhqdefault.jpg","Agentic commerce is shifting from brittle browser-automation to standardized protocols like ACP and UCP. To build reliable shopping agents, developers must move away from DOM-scraping toward structured product feeds, standardized tool access (MCP), and rigorous behavioral evals to prevent production failures.","This talk breaks down the shift from brittle, browser-automating agents to standardized commerce protocols like [MCP](https:\u002F\u002Fmodelcontextprotocol.io), [ACP](https:\u002F\u002Fopenai.com\u002Fblog\u002Fintroducing-chatgpt-search), and [UCP](https:\u002F\u002Fdevelopers.google.com\u002Fsearch\u002Fdocs\u002Fappearance\u002Fstructured-data\u002Fproduct). The speaker explains why merchants are moving toward structured product feeds and delegated payment mandates rather than letting agents scrape websites, using a live demo to illustrate the state transitions required for reliable, autonomous checkout.",[131],"lhYCIUmpA-hlUKKTpqgZQzhinObiBzsigaVcasAAm1k",{"id":7803,"title":7804,"ai":7805,"body":7810,"categories":7872,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7873,"navigation":116,"path":7880,"published_at":7881,"question":97,"scraped_at":7882,"seo":7883,"sitemap":7884,"source_id":7885,"source_name":123,"source_type":124,"source_url":7886,"stem":7887,"tags":7888,"thumbnail_url":7889,"tldr":7890,"tweet":7891,"unknown_tags":7892,"__hash__":7893},"summaries\u002Fsummaries\u002F47c639dcd44f4210-building-resilient-web-data-infrastructure-for-ai-summary.md","Building Resilient Web Data Infrastructure for AI",{"provider":7,"model":8,"input_tokens":7806,"output_tokens":7807,"processing_time_ms":7808,"cost_usd":7809},6875,638,3726,0.00267575,{"type":14,"value":7811,"toc":7867},[7812,7816,7819,7823,7826,7840,7844,7847],[17,7813,7815],{"id":7814},"the-shift-from-static-knowledge-to-live-retrieval","The Shift from Static Knowledge to Live Retrieval",[22,7817,7818],{},"Modern AI systems are moving away from static training sets toward live, grounded data. This shift requires a robust infrastructure layer capable of connecting models to the real-time web. The core challenge for builders is that web data is inherently messy, protected by anti-bot systems, and subject to constant layout changes. Innovation in this field is defined by the ability to adapt to these shifting requirements faster than the competition.",[17,7820,7822],{"id":7821},"the-reality-of-latency-and-scale","The Reality of Latency and Scale",[22,7824,7825],{},"Building for AI requires moving beyond standard scraping techniques.",[36,7827,7828,7834],{},[39,7829,7830,7833],{},[42,7831,7832],{},"Latency as a Product:"," When building search APIs for AI, traditional scrapers (which often take 4+ seconds) are insufficient. Achieving sub-second latency (e.g., 550ms) requires a complete redesign, moving away from heavy, browser-based rendering where possible and aggressively optimizing parsers, sessions, and proxy routing.",[39,7835,7836,7839],{},[42,7837,7838],{},"The \"Adapt Forever\" Model:"," Projects rarely stay within their initial scope. A simple video downloader request often evolves into a full suite including transcripts, subtitles, metadata, and search. Builders must treat these requests as infrastructure challenges rather than one-off features.",[17,7841,7843],{"id":7842},"overcoming-the-scaling-wall","Overcoming the Scaling Wall",[22,7845,7846],{},"Scaling to billions of requests per day (e.g., 400 million to 6 billion) introduces non-linear complexity.",[36,7848,7849,7855,7861],{},[39,7850,7851,7854],{},[42,7852,7853],{},"Observability Overhead:"," At extreme scale, telemetry itself becomes a significant load on the system. Collecting and processing logs can become a bottleneck, requiring careful architectural decisions to ensure monitoring doesn't degrade performance.",[39,7856,7857,7860],{},[42,7858,7859],{},"Testing vs. Reality:"," Synthetic traffic is insufficient for production-grade systems. The hardest part of scaling is processing \"organic\" traffic that mimics real-world usage. Often, the only way to validate a system's limits is through gradual, real-world production testing, as load testing often hits artificial walls (e.g., 20,000 requests per second) that don't reflect actual system capacity.",[39,7862,7863,7866],{},[42,7864,7865],{},"The Maintenance Burden:"," Because the web is constantly changing, the infrastructure layer must be managed as a continuous service. The value proposition for AI companies is offloading this \"messy\" maintenance—handling anti-bot detection, layout changes, and proxy management—so they can focus on model intelligence.",{"title":89,"searchDepth":90,"depth":90,"links":7868},[7869,7870,7871],{"id":7814,"depth":90,"text":7815},{"id":7821,"depth":90,"text":7822},{"id":7842,"depth":90,"text":7843},[96],{"content_references":7874,"triage":7878},[7875],{"type":103,"title":7876,"url":7877,"context":110},"Oxylabs","https:\u002F\u002Foxylabs.io\u002F",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7879},"Category: Data Science & Visualization. The article discusses the critical infrastructure needed for AI systems to utilize live data, addressing the audience's pain point of building resilient data pipelines. It provides actionable insights on optimizing latency and scaling challenges, which are essential for product builders.","\u002Fsummaries\u002F47c639dcd44f4210-building-resilient-web-data-infrastructure-for-ai-summary","2026-08-14 17:00:37","2026-08-15 03:10:17",{"title":7804,"description":89},{"loc":7880},"47c639dcd44f4210","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=1UmZHb_E_SM","summaries\u002F47c639dcd44f4210-building-resilient-web-data-infrastructure-for-ai-summary",[7676,128,130,129],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F1UmZHb_E_SM\u002Fhqdefault.jpg","AI systems require live, reliable data pipelines. Success in this space is not about building once, but maintaining an 'adapt forever' architecture that handles extreme scale, latency, and anti-bot measures.","This talk is a series of case studies on the realities of building data infrastructure for AI, focusing on the gap between development environments and production-grade reliability. It highlights how scaling from millions to billions of requests requires constant architectural iteration rather than one-off engineering breakthroughs.",[],"fKOf1lJxSSZYO52WWFl4z4J_FIVTQ4X3u5IkRoFO6sA",{"id":7895,"title":7896,"ai":7897,"body":7902,"categories":7950,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7951,"navigation":116,"path":7955,"published_at":7956,"question":97,"scraped_at":7956,"seo":7957,"sitemap":7958,"source_id":7959,"source_name":7671,"source_type":7672,"source_url":7960,"stem":7961,"tags":7962,"thumbnail_url":97,"tldr":7963,"tweet":97,"unknown_tags":7964,"__hash__":7965},"summaries\u002Fsummaries\u002F95f74aeac90a93bb-optimizing-finance-workflows-with-gpt-5-6-sol-summary.md","Optimizing Finance Workflows with GPT-5.6 Sol",{"provider":7,"model":8,"input_tokens":7898,"output_tokens":7899,"processing_time_ms":7900,"cost_usd":7901},6556,513,3044,0.0024085,{"type":14,"value":7903,"toc":7945},[7904,7908,7911,7915,7918,7938,7942],[17,7905,7907],{"id":7906},"automating-the-last-mile-of-finance","Automating the 'Last Mile' of Finance",[22,7909,7910],{},"Model ML has developed an agentic workflow designed to handle the final, labor-intensive stages of financial analysis: reconciling evidence, formatting documents, and verifying data. By integrating GPT-5.6 Sol into their agent harness, the company enables finance professionals to generate editable, review-ready PowerPoint decks and Excel workbooks from briefs and raw source material. This transition has reduced the time required to build a bespoke tearsheet from one hour to approximately five minutes.",[17,7912,7914],{"id":7913},"performance-gains-and-efficiency","Performance Gains and Efficiency",[22,7916,7917],{},"Model ML’s internal benchmark, the 'Composite' evaluation, demonstrates that GPT-5.6 Sol outperforms previous models in both quality and efficiency:",[36,7919,7920,7926,7932],{},[39,7921,7922,7925],{},[42,7923,7924],{},"Excel Efficiency:"," The model uses 36% fewer tokens per workbook compared to Opus 5, while maintaining high headline accuracy.",[39,7927,7928,7931],{},[42,7929,7930],{},"PowerPoint Readiness:"," GPT-5.6 Sol achieved a 43.3% professional-readiness rate (the ability to move directly to substantive review), compared to 26.7% for Opus 5. It also successfully produced a valid .pptx file in 100% of test cases.",[39,7933,7934,7937],{},[42,7935,7936],{},"Agentic Integration:"," The system uses a core agent that plans tasks and routes specific sub-tasks to the most appropriate model, while providing the agent with toolkits for data integration, document editing, and code execution.",[17,7939,7941],{"id":7940},"shifting-toward-interactive-knowledge-work","Shifting Toward Interactive Knowledge Work",[22,7943,7944],{},"Beyond static file generation, Model ML is moving toward 'surface-agnostic' and interactive outputs. By keeping documents connected to the underlying models and source data, reviewers can click through figures to inspect the financial models directly. The company argues that traditional Office software, designed for manual creation, is being fundamentally reshaped by AI, allowing for outputs that are dynamic rather than static.",{"title":89,"searchDepth":90,"depth":90,"links":7946},[7947,7948,7949],{"id":7906,"depth":90,"text":7907},{"id":7913,"depth":90,"text":7914},{"id":7940,"depth":90,"text":7941},[96],{"content_references":7952,"triage":7953},[],{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7954},"Category: AI Automation. The article provides a detailed overview of how GPT-5.6 Sol is applied to automate finance workflows, addressing a specific pain point of efficiency in financial analysis. It includes concrete performance metrics and describes a practical implementation that can inspire similar applications in other domains.","\u002Fsummaries\u002F95f74aeac90a93bb-optimizing-finance-workflows-with-gpt-5-6-sol-summary","2026-08-11 03:21:39",{"title":7896,"description":89},{"loc":7955},"95f74aeac90a93bb","https:\u002F\u002Fopenai.com\u002Findex\u002Fmodel-ml","summaries\u002F95f74aeac90a93bb-optimizing-finance-workflows-with-gpt-5-6-sol-summary",[128,130,7796,131],"Model ML uses GPT-5.6 Sol to automate the 'last mile' of finance work, reducing token usage by 36% in Excel and 21% in PowerPoint while significantly increasing professional-readiness rates for automated deliverables.",[131],"fl2zZZg7X5828AfIuFVNDulqoEI-nPjBsIGTcF4l3sk"]