[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c4b1339fda424be3-optimizing-rag-systems-with-intent-based-classific-summary":3,"summaries-facets-categories":91,"summary-related-c4b1339fda424be3-optimizing-rag-systems-with-intent-based-classific-summary":7797},{"id":4,"title":5,"ai":6,"body":13,"categories":49,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":54,"navigation":73,"path":74,"published_at":75,"question":51,"scraped_at":75,"seo":76,"sitemap":77,"source_id":78,"source_name":79,"source_type":80,"source_url":81,"stem":82,"tags":83,"thumbnail_url":51,"tldr":88,"tweet":51,"unknown_tags":89,"__hash__":90},"summaries\u002Fsummaries\u002Fc4b1339fda424be3-optimizing-rag-systems-with-intent-based-classific-summary.md","Optimizing RAG Systems with Intent-Based Classification",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5144,594,2682,0.002177,{"type":14,"value":15,"toc":42},"minimark",[16,21,25,29,32,35,39],[17,18,20],"h2",{"id":19},"the-shift-to-intent-aware-retrieval","The Shift to Intent-Aware Retrieval",[22,23,24],"p",{},"Traditional Retrieval-Augmented Generation (RAG) systems often treat every query with a uniform search strategy. Luke Wroblewski’s redesign of his 'Ask LukeW' system demonstrates that this 'one-size-fits-all' approach fails to handle diverse user needs—such as temporal constraints, quantitative data, or requests for specific media artifacts. The new architecture introduces a lightweight classifier that analyzes the user's intent before executing a search. This classifier determines the appropriate retrieval strategy—such as date-range filtering, media-specific indexing, or database-like counting—allowing the system to stack multiple constraints to refine the final output.",[17,26,28],{"id":27},"refined-chunking-and-re-ranking-strategies","Refined Chunking and Re-ranking Strategies",[22,30,31],{},"To improve precision, the system transitioned to smaller content chunks, which prevents specific insights from being buried in large documents. To mitigate the loss of context inherent in small-chunk retrieval, the system now pulls in neighboring chunks to provide necessary surrounding information.",[22,33,34],{},"Post-retrieval, the system employs a hybrid ranking strategy: 75% of the final answer is derived from re-ranked results, while 25% is sourced from the original embedding search. This balance prevents the re-ranker from over-optimizing or ignoring relevant signals. Furthermore, the system performs diversification within individual result sets to ensure that a high volume of related chunks (e.g., from a specific year) does not drown out other relevant information.",[17,36,38],{"id":37},"the-role-of-human-evaluation","The Role of Human Evaluation",[22,40,41],{},"Despite the technical sophistication of the new pipeline, Wroblewski emphasizes that automated evaluations are insufficient for production-grade AI. During testing, automated metrics indicated the new system was superior, yet manual side-by-side comparisons revealed that the old system actually performed better in specific scenarios due to a hidden bug. This underscores a critical lesson for AI engineers: automated evals provide direction, but human review is essential to identify specific, nuanced failures that automated systems are blind to.",{"title":43,"searchDepth":44,"depth":44,"links":45},"",2,[46,47,48],{"id":19,"depth":44,"text":20},{"id":27,"depth":44,"text":28},{"id":37,"depth":44,"text":38},[50],"AI & LLMs",null,"md",false,{"group":55,"content_references":56,"triage":68},"luke-wroblewski",[57,62],{"type":58,"title":59,"url":60,"context":61},"tool","Ask LukeW","https:\u002F\u002Fwww.lukew.com\u002Fask","reviewed",{"type":63,"title":64,"author":65,"url":66,"context":67},"book","Web Form Design","Luke Wroblewski","http:\u002F\u002Frosenfeldmedia.com\u002Fbooks\u002Fweb-form-design\u002F","mentioned",{"relevance":69,"novelty":70,"quality":70,"actionability":70,"composite":71,"reasoning":72},5,4,4.35,"Category: AI & LLMs. The article provides a deep dive into optimizing RAG systems through intent-based classification, addressing a specific pain point for AI engineers looking to improve retrieval accuracy. It offers actionable insights on refining retrieval strategies and emphasizes the importance of human evaluation in AI systems.",true,"\u002Fsummaries\u002Fc4b1339fda424be3-optimizing-rag-systems-with-intent-based-classific-summary","2026-08-18 03:10:30",{"title":5,"description":43},{"loc":74},"c4b1339fda424be3","LukeW — Functioning Form","article","https:\u002F\u002Fwww.lukew.com\u002Fff\u002Fentry.asp?2157","summaries\u002Fc4b1339fda424be3-optimizing-rag-systems-with-intent-based-classific-summary",[84,85,86,87],"llm","ai-tools","automation","rag","Moving from generic semantic search to intent-aware retrieval significantly improves answer accuracy by classifying user questions before fetching data.",[87],"uFzXULqKwVlUUNP_mZ5C9pj8ozBAGWf7Q7y2dlfdM3k",[92,94,97,99,102,104,107,110,112,114,116,118,121,124,126,128,130,132,135,137,139,141,143,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,389,391,393,395,397,399,401,403,405,407,409,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,445,447,449,451,453,455,457,459,461,463,465,467,469,471,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,543,545,547,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,591,593,595,597,599,601,603,605,607,609,611,613,615,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,935,937,939,941,943,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509,7511,7513,7515,7517,7519,7521,7523,7525,7527,7529,7531,7533,7535,7537,7539,7541,7543,7545,7547,7549,7551,7553,7555,7557,7559,7561,7563,7565,7567,7569,7571,7573,7575,7577,7579,7581,7583,7585,7587,7589,7591,7593,7595,7597,7599,7601,7603,7605,7607,7609,7611,7613,7615,7617,7619,7621,7623,7625,7627,7629,7631,7633,7635,7637,7639,7641,7643,7645,7647,7649,7651,7653,7655,7657,7659,7661,7663,7665,7667,7669,7671,7673,7675,7677,7679,7681,7683,7685,7687,7689,7691,7693,7695,7697,7699,7701,7703,7705,7707,7709,7711,7713,7715,7717,7719,7721,7723,7725,7727,7729,7731,7733,7735,7737,7739,7741,7743,7745,7747,7749,7751,7753,7755,7757,7759,7761,7763,7765,7767,7769,7771,7773,7775,7777,7779,7781,7783,7785,7787,7789,7791,7793,7795],{"categories":93},[50],{"categories":95},[96],"Developer Productivity",{"categories":98},[50],{"categories":100},[101],"Business & SaaS",{"categories":103},[50],{"categories":105},[106],"AI Automation",{"categories":108},[109],"Product Strategy",{"categories":111},[106],{"categories":113},[50],{"categories":115},[96],{"categories":117},[106],{"categories":119},[120],"Software Engineering",{"categories":122},[123],"Data Science & Visualization",{"categories":125},[50],{"categories":127},[101],{"categories":129},[],{"categories":131},[50],{"categories":133},[134],"Inference & Serving",{"categories":136},[50],{"categories":138},[50],{"categories":140},[106],{"categories":142},[],{"categories":144},[145],"AI News & Trends",{"categories":147},[123],{"categories":149},[106],{"categories":151},[50],{"categories":153},[50],{"categories":155},[50],{"categories":157},[101],{"categories":159},[96],{"categories":161},[50],{"categories":163},[106],{"categories":165},[145],{"categories":167},[50],{"categories":169},[106],{"categories":171},[106],{"categories":173},[50],{"categories":175},[50],{"categories":177},[106],{"categories":179},[50],{"categories":181},[50],{"categories":183},[50],{"categories":185},[101],{"categories":187},[106],{"categories":189},[145],{"categories":191},[50],{"categories":193},[50],{"categories":195},[50],{"categories":197},[],{"categories":199},[200],"Design & Frontend",{"categories":202},[50],{"categories":204},[123],{"categories":206},[50],{"categories":208},[145],{"categories":210},[50],{"categories":212},[50],{"categories":214},[50],{"categories":216},[],{"categories":218},[50],{"categories":220},[50],{"categories":222},[106],{"categories":224},[120],{"categories":226},[50],{"categories":228},[50],{"categories":230},[106],{"categories":232},[50],{"categories":234},[235],"Marketing & Growth",{"categories":237},[200],{"categories":239},[50],{"categories":241},[106],{"categories":243},[50],{"categories":245},[50],{"categories":247},[120],{"categories":249},[50],{"categories":251},[],{"categories":253},[],{"categories":255},[200],{"categories":257},[50],{"categories":259},[106],{"categories":261},[96],{"categories":263},[120],{"categories":265},[106],{"categories":267},[200],{"categories":269},[50],{"categories":271},[109],{"categories":273},[50],{"categories":275},[120],{"categories":277},[278],"DevOps & Cloud",{"categories":280},[106],{"categories":282},[109],{"categories":284},[145],{"categories":286},[50],{"categories":288},[],{"categories":290},[50],{"categories":292},[50],{"categories":294},[50],{"categories":296},[],{"categories":298},[106],{"categories":300},[120],{"categories":302},[278],{"categories":304},[],{"categories":306},[120],{"categories":308},[106],{"categories":310},[50],{"categories":312},[200],{"categories":314},[315],"Governance & Standards",{"categories":317},[101],{"categories":319},[],{"categories":321},[50],{"categories":323},[],{"categories":325},[50],{"categories":327},[50],{"categories":329},[106],{"categories":331},[50],{"categories":333},[106],{"categories":335},[50],{"categories":337},[50],{"categories":339},[106],{"categories":341},[50],{"categories":343},[50],{"categories":345},[50],{"categories":347},[],{"categories":349},[120],{"categories":351},[],{"categories":353},[],{"categories":355},[50],{"categories":357},[120],{"categories":359},[],{"categories":361},[120],{"categories":363},[50],{"categories":365},[106],{"categories":367},[50],{"categories":369},[235],{"categories":371},[50],{"categories":373},[50],{"categories":375},[50],{"categories":377},[200],{"categories":379},[200],{"categories":381},[50],{"categories":383},[120],{"categories":385},[106],{"categories":387},[388],"GovTech & Public-Sector Adoption",{"categories":390},[120],{"categories":392},[50],{"categories":394},[50],{"categories":396},[50],{"categories":398},[106],{"categories":400},[106],{"categories":402},[123],{"categories":404},[50],{"categories":406},[145],{"categories":408},[106],{"categories":410},[411],"Legal AI Tools",{"categories":413},[50],{"categories":415},[106],{"categories":417},[50],{"categories":419},[235],{"categories":421},[106],{"categories":423},[109],{"categories":425},[50],{"categories":427},[120],{"categories":429},[388],{"categories":431},[],{"categories":433},[106],{"categories":435},[],{"categories":437},[101],{"categories":439},[106],{"categories":441},[106],{"categories":443},[444],"RAG & Retrieval",{"categories":446},[101],{"categories":448},[50],{"categories":450},[120],{"categories":452},[120],{"categories":454},[278],{"categories":456},[200],{"categories":458},[106],{"categories":460},[50],{"categories":462},[50],{"categories":464},[50],{"categories":466},[50],{"categories":468},[],{"categories":470},[106],{"categories":472},[473],"Agents & Orchestration",{"categories":475},[120],{"categories":477},[50],{"categories":479},[],{"categories":481},[106],{"categories":483},[101],{"categories":485},[],{"categories":487},[50],{"categories":489},[],{"categories":491},[50],{"categories":493},[96],{"categories":495},[120],{"categories":497},[101],{"categories":499},[50],{"categories":501},[50],{"categories":503},[50],{"categories":505},[106],{"categories":507},[50],{"categories":509},[50],{"categories":511},[145],{"categories":513},[50],{"categories":515},[],{"categories":517},[50],{"categories":519},[50],{"categories":521},[],{"categories":523},[50],{"categories":525},[120],{"categories":527},[50],{"categories":529},[106],{"categories":531},[123],{"categories":533},[],{"categories":535},[50],{"categories":537},[50],{"categories":539},[200],{"categories":541},[542],"Models & Frontier Labs",{"categories":544},[],{"categories":546},[200],{"categories":548},[549],"Regulation & Governance of AI",{"categories":551},[109],{"categories":553},[106],{"categories":555},[],{"categories":557},[50],{"categories":559},[50],{"categories":561},[106],{"categories":563},[106],{"categories":565},[145],{"categories":567},[50],{"categories":569},[101],{"categories":571},[50],{"categories":573},[106],{"categories":575},[],{"categories":577},[120],{"categories":579},[106],{"categories":581},[50],{"categories":583},[50],{"categories":585},[109],{"categories":587},[50],{"categories":589},[590],"AI Policy & Regulation",{"categories":592},[],{"categories":594},[50],{"categories":596},[106],{"categories":598},[106],{"categories":600},[109],{"categories":602},[106],{"categories":604},[50],{"categories":606},[50],{"categories":608},[50],{"categories":610},[106],{"categories":612},[],{"categories":614},[123],{"categories":616},[617],"Evals & Reliability",{"categories":619},[50],{"categories":621},[50],{"categories":623},[],{"categories":625},[123],{"categories":627},[96],{"categories":629},[388],{"categories":631},[590],{"categories":633},[50],{"categories":635},[50],{"categories":637},[101],{"categories":639},[50],{"categories":641},[106],{"categories":643},[50],{"categories":645},[106],{"categories":647},[473],{"categories":649},[50],{"categories":651},[120],{"categories":653},[50],{"categories":655},[50],{"categories":657},[],{"categories":659},[200],{"categories":661},[],{"categories":663},[50],{"categories":665},[50],{"categories":667},[388],{"categories":669},[50],{"categories":671},[50],{"categories":673},[50],{"categories":675},[],{"categories":677},[50],{"categories":679},[200],{"categories":681},[50],{"categories":683},[120],{"categories":685},[],{"categories":687},[50],{"categories":689},[50],{"categories":691},[],{"categories":693},[50],{"categories":695},[106],{"categories":697},[50],{"categories":699},[200],{"categories":701},[],{"categories":703},[50],{"categories":705},[50],{"categories":707},[123],{"categories":709},[106],{"categories":711},[50],{"categories":713},[101],{"categories":715},[106],{"categories":717},[50],{"categories":719},[50],{"categories":721},[120],{"categories":723},[200],{"categories":725},[50],{"categories":727},[106],{"categories":729},[],{"categories":731},[120],{"categories":733},[106],{"categories":735},[123],{"categories":737},[],{"categories":739},[50],{"categories":741},[145],{"categories":743},[50],{"categories":745},[],{"categories":747},[50],{"categories":749},[50],{"categories":751},[50],{"categories":753},[101,235],{"categories":755},[],{"categories":757},[120],{"categories":759},[50],{"categories":761},[50],{"categories":763},[106],{"categories":765},[50],{"categories":767},[50],{"categories":769},[],{"categories":771},[],{"categories":773},[50],{"categories":775},[50],{"categories":777},[200],{"categories":779},[50],{"categories":781},[],{"categories":783},[50],{"categories":785},[278],{"categories":787},[],{"categories":789},[106],{"categories":791},[145],{"categories":793},[50],{"categories":795},[101],{"categories":797},[50],{"categories":799},[120],{"categories":801},[200],{"categories":803},[],{"categories":805},[50],{"categories":807},[145],{"categories":809},[50],{"categories":811},[134],{"categories":813},[50],{"categories":815},[50],{"categories":817},[106],{"categories":819},[145],{"categories":821},[542],{"categories":823},[50],{"categories":825},[235],{"categories":827},[],{"categories":829},[106],{"categories":831},[101],{"categories":833},[120],{"categories":835},[50],{"categories":837},[106],{"categories":839},[],{"categories":841},[50,278],{"categories":843},[50],{"categories":845},[50],{"categories":847},[50],{"categories":849},[50],{"categories":851},[106],{"categories":853},[50,120],{"categories":855},[123],{"categories":857},[50],{"categories":859},[50],{"categories":861},[50],{"categories":863},[120],{"categories":865},[50],{"categories":867},[106],{"categories":869},[106],{"categories":871},[590],{"categories":873},[235],{"categories":875},[50],{"categories":877},[106],{"categories":879},[50],{"categories":881},[50],{"categories":883},[106],{"categories":885},[],{"categories":887},[106],{"categories":889},[50],{"categories":891},[50],{"categories":893},[106],{"categories":895},[50],{"categories":897},[50,101],{"categories":899},[50],{"categories":901},[50],{"categories":903},[101],{"categories":905},[],{"categories":907},[200],{"categories":909},[200],{"categories":911},[50],{"categories":913},[],{"categories":915},[],{"categories":917},[50],{"categories":919},[145],{"categories":921},[],{"categories":923},[96],{"categories":925},[50],{"categories":927},[120],{"categories":929},[106],{"categories":931},[50],{"categories":933},[934],"Generative UI & Design-to-Code",{"categories":936},[50],{"categories":938},[50],{"categories":940},[200],{"categories":942},[50],{"categories":944},[945],"Algorithmic Accountability",{"categories":947},[50],{"categories":949},[106],{"categories":951},[120],{"categories":953},[145],{"categories":955},[200],{"categories":957},[50],{"categories":959},[],{"categories":961},[109],{"categories":963},[50],{"categories":965},[50],{"categories":967},[50],{"categories":969},[50],{"categories":971},[50],{"categories":973},[106],{"categories":975},[976],"MLOps & Infrastructure",{"categories":978},[50],{"categories":980},[50],{"categories":982},[50],{"categories":984},[50],{"categories":986},[50],{"categories":988},[50],{"categories":990},[120],{"categories":992},[145],{"categories":994},[50],{"categories":996},[50],{"categories":998},[109],{"categories":1000},[96],{"categories":1002},[50],{"categories":1004},[106],{"categories":1006},[278],{"categories":1008},[50],{"categories":1010},[101],{"categories":1012},[50],{"categories":1014},[200],{"categories":1016},[50],{"categories":1018},[109],{"categories":1020},[50],{"categories":1022},[106],{"categories":1024},[],{"categories":1026},[],{"categories":1028},[50],{"categories":1030},[134],{"categories":1032},[200],{"categories":1034},[145],{"categories":1036},[123],{"categories":1038},[],{"categories":1040},[50],{"categories":1042},[50],{"categories":1044},[101],{"categories":1046},[106],{"categories":1048},[50],{"categories":1050},[50],{"categories":1052},[50],{"categories":1054},[50],{"categories":1056},[50],{"categories":1058},[145],{"categories":1060},[134],{"categories":1062},[50],{"categories":1064},[200],{"categories":1066},[50],{"categories":1068},[],{"categories":1070},[106],{"categories":1072},[120],{"categories":1074},[],{"categories":1076},[50],{"categories":1078},[50],{"categories":1080},[106],{"categories":1082},[120],{"categories":1084},[50],{"categories":1086},[123],{"categories":1088},[200],{"categories":1090},[],{"categories":1092},[50],{"categories":1094},[],{"categories":1096},[50],{"categories":1098},[],{"categories":1100},[50],{"categories":1102},[50],{"categories":1104},[109],{"categories":1106},[101],{"categories":1108},[106],{"categories":1110},[106],{"categories":1112},[120],{"categories":1114},[],{"categories":1116},[50],{"categories":1118},[96],{"categories":1120},[50],{"categories":1122},[50],{"categories":1124},[101],{"categories":1126},[145],{"categories":1128},[96],{"categories":1130},[],{"categories":1132},[50],{"categories":1134},[],{"categories":1136},[50],{"categories":1138},[],{"categories":1140},[50],{"categories":1142},[145],{"categories":1144},[145],{"categories":1146},[],{"categories":1148},[473],{"categories":1150},[50],{"categories":1152},[200],{"categories":1154},[120],{"categories":1156},[],{"categories":1158},[411],{"categories":1160},[106],{"categories":1162},[106],{"categories":1164},[101],{"categories":1166},[50],{"categories":1168},[],{"categories":1170},[],{"categories":1172},[96],{"categories":1174},[123],{"categories":1176},[],{"categories":1178},[235],{"categories":1180},[106],{"categories":1182},[101],{"categories":1184},[106],{"categories":1186},[50],{"categories":1188},[101],{"categories":1190},[50],{"categories":1192},[120],{"categories":1194},[],{"categories":1196},[134],{"categories":1198},[109],{"categories":1200},[50],{"categories":1202},[200],{"categories":1204},[120],{"categories":1206},[101],{"categories":1208},[50],{"categories":1210},[120],{"categories":1212},[50],{"categories":1214},[106],{"categories":1216},[101],{"categories":1218},[50],{"categories":1220},[50],{"categories":1222},[50],{"categories":1224},[50],{"categories":1226},[50],{"categories":1228},[50],{"categories":1230},[],{"categories":1232},[],{"categories":1234},[120],{"categories":1236},[123],{"categories":1238},[109],{"categories":1240},[50],{"categories":1242},[106],{"categories":1244},[120],{"categories":1246},[120],{"categories":1248},[50],{"categories":1250},[],{"categories":1252},[50],{"categories":1254},[145],{"categories":1256},[109],{"categories":1258},[109],{"categories":1260},[120],{"categories":1262},[50],{"categories":1264},[617],{"categories":1266},[278],{"categories":1268},[],{"categories":1270},[50],{"categories":1272},[106],{"categories":1274},[50],{"categories":1276},[96],{"categories":1278},[],{"categories":1280},[96],{"categories":1282},[200],{"categories":1284},[],{"categories":1286},[50],{"categories":1288},[50],{"categories":1290},[50],{"categories":1292},[200],{"categories":1294},[235],{"categories":1296},[109],{"categories":1298},[50],{"categories":1300},[120],{"categories":1302},[50],{"categories":1304},[106],{"categories":1306},[],{"categories":1308},[120],{"categories":1310},[50],{"categories":1312},[96],{"categories":1314},[],{"categories":1316},[101],{"categories":1318},[50],{"categories":1320},[50],{"categories":1322},[145],{"categories":1324},[50,278],{"categories":1326},[50],{"categories":1328},[1329],"Design Systems for AI",{"categories":1331},[50],{"categories":1333},[50],{"categories":1335},[145],{"categories":1337},[50],{"categories":1339},[50],{"categories":1341},[50],{"categories":1343},[101],{"categories":1345},[50],{"categories":1347},[50],{"categories":1349},[50],{"categories":1351},[],{"categories":1353},[50],{"categories":1355},[50],{"categories":1357},[101],{"categories":1359},[50],{"categories":1361},[],{"categories":1363},[106],{"categories":1365},[106],{"categories":1367},[120],{"categories":1369},[50],{"categories":1371},[145],{"categories":1373},[120],{"categories":1375},[50],{"categories":1377},[200],{"categories":1379},[145],{"categories":1381},[123],{"categories":1383},[50],{"categories":1385},[50],{"categories":1387},[50],{"categories":1389},[50],{"categories":1391},[106],{"categories":1393},[96],{"categories":1395},[590],{"categories":1397},[50],{"categories":1399},[50],{"categories":1401},[106],{"categories":1403},[50],{"categories":1405},[120],{"categories":1407},[50],{"categories":1409},[120],{"categories":1411},[],{"categories":1413},[200],{"categories":1415},[],{"categories":1417},[50],{"categories":1419},[106],{"categories":1421},[109],{"categories":1423},[],{"categories":1425},[101],{"categories":1427},[50],{"categories":1429},[],{"categories":1431},[200],{"categories":1433},[120],{"categories":1435},[106],{"categories":1437},[120],{"categories":1439},[50],{"categories":1441},[200],{"categories":1443},[50],{"categories":1445},[120],{"categories":1447},[50],{"categories":1449},[50],{"categories":1451},[200],{"categories":1453},[],{"categories":1455},[],{"categories":1457},[145],{"categories":1459},[106],{"categories":1461},[106],{"categories":1463},[50],{"categories":1465},[106],{"categories":1467},[50],{"categories":1469},[50],{"categories":1471},[50],{"categories":1473},[50],{"categories":1475},[50],{"categories":1477},[50],{"categories":1479},[101],{"categories":1481},[109],{"categories":1483},[50],{"categories":1485},[50],{"categories":1487},[],{"categories":1489},[120],{"categories":1491},[120],{"categories":1493},[50],{"categories":1495},[120],{"categories":1497},[101],{"categories":1499},[],{"categories":1501},[50],{"categories":1503},[50],{"categories":1505},[200],{"categories":1507},[50],{"categories":1509},[50],{"categories":1511},[50],{"categories":1513},[106],{"categories":1515},[96],{"categories":1517},[101],{"categories":1519},[50],{"categories":1521},[106],{"categories":1523},[145],{"categories":1525},[106],{"categories":1527},[134],{"categories":1529},[235],{"categories":1531},[50],{"categories":1533},[106],{"categories":1535},[50],{"categories":1537},[50],{"categories":1539},[50],{"categories":1541},[50],{"categories":1543},[],{"categories":1545},[200],{"categories":1547},[],{"categories":1549},[50],{"categories":1551},[50],{"categories":1553},[],{"categories":1555},[50],{"categories":1557},[50],{"categories":1559},[120],{"categories":1561},[101],{"categories":1563},[1564],"Visual & Generative Media",{"categories":1566},[106],{"categories":1568},[],{"categories":1570},[50],{"categories":1572},[50],{"categories":1574},[120],{"categories":1576},[50],{"categories":1578},[278],{"categories":1580},[50],{"categories":1582},[123],{"categories":1584},[590],{"categories":1586},[120],{"categories":1588},[235],{"categories":1590},[50],{"categories":1592},[109],{"categories":1594},[200],{"categories":1596},[50],{"categories":1598},[50],{"categories":1600},[120],{"categories":1602},[106],{"categories":1604},[50],{"categories":1606},[],{"categories":1608},[],{"categories":1610},[106],{"categories":1612},[120],{"categories":1614},[96],{"categories":1616},[106],{"categories":1618},[542],{"categories":1620},[50],{"categories":1622},[109],{"categories":1624},[50],{"categories":1626},[101],{"categories":1628},[],{"categories":1630},[50],{"categories":1632},[109],{"categories":1634},[50],{"categories":1636},[50],{"categories":1638},[50],{"categories":1640},[109],{"categories":1642},[50],{"categories":1644},[50],{"categories":1646},[235],{"categories":1648},[50],{"categories":1650},[473],{"categories":1652},[120],{"categories":1654},[106],{"categories":1656},[50],{"categories":1658},[106],{"categories":1660},[50],{"categories":1662},[50],{"categories":1664},[106],{"categories":1666},[50],{"categories":1668},[50],{"categories":1670},[50],{"categories":1672},[106],{"categories":1674},[50],{"categories":1676},[200],{"categories":1678},[106],{"categories":1680},[],{"categories":1682},[106],{"categories":1684},[50],{"categories":1686},[],{"categories":1688},[278],{"categories":1690},[120],{"categories":1692},[],{"categories":1694},[542],{"categories":1696},[50],{"categories":1698},[106],{"categories":1700},[106],{"categories":1702},[50],{"categories":1704},[200,50],{"categories":1706},[50],{"categories":1708},[96],{"categories":1710},[50],{"categories":1712},[106],{"categories":1714},[200],{"categories":1716},[],{"categories":1718},[50],{"categories":1720},[96],{"categories":1722},[50],{"categories":1724},[1725],"Medical Imaging & Radiology",{"categories":1727},[50],{"categories":1729},[50],{"categories":1731},[50],{"categories":1733},[200],{"categories":1735},[106],{"categories":1737},[106],{"categories":1739},[120],{"categories":1741},[],{"categories":1743},[50],{"categories":1745},[50],{"categories":1747},[50],{"categories":1749},[],{"categories":1751},[],{"categories":1753},[50],{"categories":1755},[50],{"categories":1757},[473],{"categories":1759},[50],{"categories":1761},[50],{"categories":1763},[96],{"categories":1765},[50],{"categories":1767},[50],{"categories":1769},[],{"categories":1771},[106],{"categories":1773},[50],{"categories":1775},[109],{"categories":1777},[120],{"categories":1779},[50],{"categories":1781},[50],{"categories":1783},[106],{"categories":1785},[473],{"categories":1787},[50],{"categories":1789},[106],{"categories":1791},[50],{"categories":1793},[50],{"categories":1795},[50],{"categories":1797},[50],{"categories":1799},[200],{"categories":1801},[106],{"categories":1803},[278],{"categories":1805},[200],{"categories":1807},[101],{"categories":1809},[106],{"categories":1811},[145],{"categories":1813},[50],{"categories":1815},[50],{"categories":1817},[109],{"categories":1819},[50],{"categories":1821},[50],{"categories":1823},[50],{"categories":1825},[50],{"categories":1827},[50],{"categories":1829},[106],{"categories":1831},[50],{"categories":1833},[120],{"categories":1835},[50],{"categories":1837},[120],{"categories":1839},[50],{"categories":1841},[109],{"categories":1843},[],{"categories":1845},[145],{"categories":1847},[],{"categories":1849},[109],{"categories":1851},[106],{"categories":1853},[50],{"categories":1855},[50],{"categories":1857},[106],{"categories":1859},[50],{"categories":1861},[1329],{"categories":1863},[50],{"categories":1865},[1329],{"categories":1867},[200],{"categories":1869},[50],{"categories":1871},[50],{"categories":1873},[50],{"categories":1875},[106],{"categories":1877},[120],{"categories":1879},[200],{"categories":1881},[106],{"categories":1883},[145],{"categories":1885},[],{"categories":1887},[50],{"categories":1889},[50],{"categories":1891},[],{"categories":1893},[50],{"categories":1895},[50],{"categories":1897},[106],{"categories":1899},[50],{"categories":1901},[50],{"categories":1903},[50],{"categories":1905},[106],{"categories":1907},[1908],"Contract Review & E-Discovery",{"categories":1910},[50],{"categories":1912},[200],{"categories":1914},[50],{"categories":1916},[96],{"categories":1918},[50],{"categories":1920},[145],{"categories":1922},[50],{"categories":1924},[50],{"categories":1926},[235],{"categories":1928},[120],{"categories":1930},[106],{"categories":1932},[50],{"categories":1934},[50],{"categories":1936},[50],{"categories":1938},[106],{"categories":1940},[106],{"categories":1942},[945],{"categories":1944},[50],{"categories":1946},[50],{"categories":1948},[106],{"categories":1950},[106],{"categories":1952},[50],{"categories":1954},[50],{"categories":1956},[50],{"categories":1958},[106],{"categories":1960},[50],{"categories":1962},[50],{"categories":1964},[120],{"categories":1966},[50],{"categories":1968},[473],{"categories":1970},[444],{"categories":1972},[50],{"categories":1974},[106],{"categories":1976},[50],{"categories":1978},[1979],"Law-Firm Practice & Adoption",{"categories":1981},[50],{"categories":1983},[106],{"categories":1985},[200],{"categories":1987},[50],{"categories":1989},[50],{"categories":1991},[50],{"categories":1993},[],{"categories":1995},[120],{"categories":1997},[],{"categories":1999},[120],{"categories":2001},[50],{"categories":2003},[],{"categories":2005},[120],{"categories":2007},[106],{"categories":2009},[96],{"categories":2011},[278],{"categories":2013},[50],{"categories":2015},[],{"categories":2017},[50],{"categories":2019},[96],{"categories":2021},[106],{"categories":2023},[101],{"categories":2025},[50],{"categories":2027},[235],{"categories":2029},[50],{"categories":2031},[],{"categories":2033},[101],{"categories":2035},[106],{"categories":2037},[101],{"categories":2039},[],{"categories":2041},[50],{"categories":2043},[109],{"categories":2045},[50],{"categories":2047},[120],{"categories":2049},[],{"categories":2051},[],{"categories":2053},[50],{"categories":2055},[],{"categories":2057},[],{"categories":2059},[50],{"categories":2061},[109],{"categories":2063},[106],{"categories":2065},[278],{"categories":2067},[50],{"categories":2069},[96],{"categories":2071},[120],{"categories":2073},[50],{"categories":2075},[50],{"categories":2077},[120],{"categories":2079},[109],{"categories":2081},[50],{"categories":2083},[50],{"categories":2085},[50],{"categories":2087},[976],{"categories":2089},[50],{"categories":2091},[120],{"categories":2093},[50],{"categories":2095},[235],{"categories":2097},[120],{"categories":2099},[101],{"categories":2101},[50],{"categories":2103},[50],{"categories":2105},[50],{"categories":2107},[200],{"categories":2109},[50],{"categories":2111},[50],{"categories":2113},[50],{"categories":2115},[50],{"categories":2117},[101],{"categories":2119},[106],{"categories":2121},[50,96],{"categories":2123},[50],{"categories":2125},[473],{"categories":2127},[50],{"categories":2129},[50],{"categories":2131},[50],{"categories":2133},[120],{"categories":2135},[50],{"categories":2137},[120],{"categories":2139},[200],{"categories":2141},[106],{"categories":2143},[106],{"categories":2145},[120],{"categories":2147},[50],{"categories":2149},[106],{"categories":2151},[50],{"categories":2153},[50],{"categories":2155},[],{"categories":2157},[],{"categories":2159},[50],{"categories":2161},[123],{"categories":2163},[50],{"categories":2165},[50],{"categories":2167},[200],{"categories":2169},[106],{"categories":2171},[],{"categories":2173},[50],{"categories":2175},[50],{"categories":2177},[101],{"categories":2179},[120],{"categories":2181},[123],{"categories":2183},[145],{"categories":2185},[109],{"categories":2187},[200],{"categories":2189},[50],{"categories":2191},[106],{"categories":2193},[50],{"categories":2195},[120],{"categories":2197},[],{"categories":2199},[106],{"categories":2201},[106],{"categories":2203},[106],{"categories":2205},[50],{"categories":2207},[50],{"categories":2209},[50],{"categories":2211},[50],{"categories":2213},[50],{"categories":2215},[50],{"categories":2217},[],{"categories":2219},[106],{"categories":2221},[50],{"categories":2223},[50],{"categories":2225},[50],{"categories":2227},[],{"categories":2229},[106],{"categories":2231},[106],{"categories":2233},[50],{"categories":2235},[50],{"categories":2237},[101],{"categories":2239},[50],{"categories":2241},[50],{"categories":2243},[],{"categories":2245},[96],{"categories":2247},[50],{"categories":2249},[50],{"categories":2251},[50],{"categories":2253},[200],{"categories":2255},[50],{"categories":2257},[120],{"categories":2259},[50],{"categories":2261},[96],{"categories":2263},[50],{"categories":2265},[120],{"categories":2267},[235],{"categories":2269},[120],{"categories":2271},[106],{"categories":2273},[50],{"categories":2275},[106],{"categories":2277},[50],{"categories":2279},[50],{"categories":2281},[50],{"categories":2283},[50,200],{"categories":2285},[50],{"categories":2287},[106],{"categories":2289},[145],{"categories":2291},[50],{"categories":2293},[145],{"categories":2295},[106],{"categories":2297},[200],{"categories":2299},[50],{"categories":2301},[],{"categories":2303},[120],{"categories":2305},[278],{"categories":2307},[200],{"categories":2309},[120],{"categories":2311},[50],{"categories":2313},[109],{"categories":2315},[50],{"categories":2317},[50],{"categories":2319},[106],{"categories":2321},[],{"categories":2323},[],{"categories":2325},[50],{"categories":2327},[],{"categories":2329},[],{"categories":2331},[109],{"categories":2333},[120],{"categories":2335},[50],{"categories":2337},[50],{"categories":2339},[106],{"categories":2341},[50],{"categories":2343},[106],{"categories":2345},[101],{"categories":2347},[106],{"categories":2349},[278],{"categories":2351},[50],{"categories":2353},[50],{"categories":2355},[50],{"categories":2357},[134],{"categories":2359},[50],{"categories":2361},[50],{"categories":2363},[50],{"categories":2365},[50],{"categories":2367},[120],{"categories":2369},[106],{"categories":2371},[50],{"categories":2373},[50],{"categories":2375},[50],{"categories":2377},[50],{"categories":2379},[120],{"categories":2381},[411],{"categories":2383},[106],{"categories":2385},[945],{"categories":2387},[],{"categories":2389},[106],{"categories":2391},[200],{"categories":2393},[1979],{"categories":2395},[120],{"categories":2397},[],{"categories":2399},[106],{"categories":2401},[],{"categories":2403},[50],{"categories":2405},[106],{"categories":2407},[],{"categories":2409},[],{"categories":2411},[50],{"categories":2413},[50],{"categories":2415},[235],{"categories":2417},[50],{"categories":2419},[235],{"categories":2421},[50],{"categories":2423},[106],{"categories":2425},[50],{"categories":2427},[50],{"categories":2429},[123],{"categories":2431},[50],{"categories":2433},[120],{"categories":2435},[109],{"categories":2437},[],{"categories":2439},[50],{"categories":2441},[50],{"categories":2443},[50],{"categories":2445},[120],{"categories":2447},[50],{"categories":2449},[1908],{"categories":2451},[106],{"categories":2453},[50],{"categories":2455},[200],{"categories":2457},[200],{"categories":2459},[50],{"categories":2461},[50],{"categories":2463},[106],{"categories":2465},[96],{"categories":2467},[50],{"categories":2469},[50],{"categories":2471},[50],{"categories":2473},[50],{"categories":2475},[200],{"categories":2477},[200],{"categories":2479},[106],{"categories":2481},[106],{"categories":2483},[106],{"categories":2485},[50],{"categories":2487},[50],{"categories":2489},[50],{"categories":2491},[106],{"categories":2493},[],{"categories":2495},[50],{"categories":2497},[],{"categories":2499},[200],{"categories":2501},[2502],"Interaction & Product Design",{"categories":2504},[50],{"categories":2506},[106],{"categories":2508},[120],{"categories":2510},[315],{"categories":2512},[145],{"categories":2514},[120],{"categories":2516},[50],{"categories":2518},[109],{"categories":2520},[50],{"categories":2522},[50],{"categories":2524},[120],{"categories":2526},[50],{"categories":2528},[96],{"categories":2530},[106],{"categories":2532},[50],{"categories":2534},[],{"categories":2536},[106],{"categories":2538},[106],{"categories":2540},[106],{"categories":2542},[],{"categories":2544},[120],{"categories":2546},[50],{"categories":2548},[106],{"categories":2550},[96],{"categories":2552},[2502],{"categories":2554},[50],{"categories":2556},[96],{"categories":2558},[50],{"categories":2560},[96],{"categories":2562},[50],{"categories":2564},[],{"categories":2566},[50],{"categories":2568},[106],{"categories":2570},[120],{"categories":2572},[],{"categories":2574},[106],{"categories":2576},[109],{"categories":2578},[145],{"categories":2580},[50],{"categories":2582},[106],{"categories":2584},[50],{"categories":2586},[106],{"categories":2588},[106],{"categories":2590},[50],{"categories":2592},[50],{"categories":2594},[145],{"categories":2596},[123],{"categories":2598},[50],{"categories":2600},[109],{"categories":2602},[120],{"categories":2604},[2605],"Coding Agents & Dev Productivity",{"categories":2607},[145],{"categories":2609},[200],{"categories":2611},[50],{"categories":2613},[50],{"categories":2615},[],{"categories":2617},[50],{"categories":2619},[50],{"categories":2621},[945],{"categories":2623},[],{"categories":2625},[50],{"categories":2627},[50],{"categories":2629},[278],{"categories":2631},[50],{"categories":2633},[145],{"categories":2635},[],{"categories":2637},[],{"categories":2639},[50],{"categories":2641},[],{"categories":2643},[106],{"categories":2645},[50],{"categories":2647},[106],{"categories":2649},[],{"categories":2651},[120],{"categories":2653},[120],{"categories":2655},[50],{"categories":2657},[123],{"categories":2659},[],{"categories":2661},[50],{"categories":2663},[50],{"categories":2665},[50],{"categories":2667},[123],{"categories":2669},[120],{"categories":2671},[106],{"categories":2673},[],{"categories":2675},[],{"categories":2677},[50],{"categories":2679},[50],{"categories":2681},[50],{"categories":2683},[50],{"categories":2685},[106],{"categories":2687},[106],{"categories":2689},[388],{"categories":2691},[120],{"categories":2693},[109],{"categories":2695},[50],{"categories":2697},[120],{"categories":2699},[106],{"categories":2701},[145],{"categories":2703},[145],{"categories":2705},[106],{"categories":2707},[106],{"categories":2709},[50],{"categories":2711},[96],{"categories":2713},[2502],{"categories":2715},[109],{"categories":2717},[50,278],{"categories":2719},[123],{"categories":2721},[],{"categories":2723},[200],{"categories":2725},[106],{"categories":2727},[120],{"categories":2729},[96],{"categories":2731},[50],{"categories":2733},[106],{"categories":2735},[2736],"The Designer's Role & Craft",{"categories":2738},[200],{"categories":2740},[],{"categories":2742},[106],{"categories":2744},[50],{"categories":2746},[106],{"categories":2748},[106],{"categories":2750},[50],{"categories":2752},[235],{"categories":2754},[50],{"categories":2756},[120],{"categories":2758},[106],{"categories":2760},[50],{"categories":2762},[200],{"categories":2764},[50],{"categories":2766},[],{"categories":2768},[106],{"categories":2770},[200],{"categories":2772},[109],{"categories":2774},[50],{"categories":2776},[106],{"categories":2778},[50],{"categories":2780},[50],{"categories":2782},[50],{"categories":2784},[2785],"AI UX Patterns",{"categories":2787},[106],{"categories":2789},[106],{"categories":2791},[106],{"categories":2793},[50],{"categories":2795},[50],{"categories":2797},[106],{"categories":2799},[235],{"categories":2801},[123],{"categories":2803},[50],{"categories":2805},[106],{"categories":2807},[50],{"categories":2809},[50],{"categories":2811},[1329],{"categories":2813},[],{"categories":2815},[235],{"categories":2817},[106],{"categories":2819},[145],{"categories":2821},[120],{"categories":2823},[50],{"categories":2825},[106],{"categories":2827},[],{"categories":2829},[],{"categories":2831},[50],{"categories":2833},[50],{"categories":2835},[106],{"categories":2837},[50],{"categories":2839},[106],{"categories":2841},[388],{"categories":2843},[200],{"categories":2845},[50],{"categories":2847},[145],{"categories":2849},[120],{"categories":2851},[50],{"categories":2853},[106],{"categories":2855},[106],{"categories":2857},[],{"categories":2859},[50],{"categories":2861},[],{"categories":2863},[50],{"categories":2865},[50],{"categories":2867},[],{"categories":2869},[50],{"categories":2871},[50],{"categories":2873},[50],{"categories":2875},[106],{"categories":2877},[50],{"categories":2879},[120],{"categories":2881},[],{"categories":2883},[],{"categories":2885},[123],{"categories":2887},[134],{"categories":2889},[50],{"categories":2891},[50],{"categories":2893},[50],{"categories":2895},[123],{"categories":2897},[123],{"categories":2899},[50],{"categories":2901},[50],{"categories":2903},[145],{"categories":2905},[50],{"categories":2907},[50],{"categories":2909},[50],{"categories":2911},[106],{"categories":2913},[50],{"categories":2915},[50],{"categories":2917},[106],{"categories":2919},[50],{"categories":2921},[50],{"categories":2923},[50],{"categories":2925},[106],{"categories":2927},[],{"categories":2929},[120],{"categories":2931},[50],{"categories":2933},[],{"categories":2935},[50],{"categories":2937},[50],{"categories":2939},[278],{"categories":2941},[50],{"categories":2943},[],{"categories":2945},[],{"categories":2947},[200],{"categories":2949},[976],{"categories":2951},[106],{"categories":2953},[96],{"categories":2955},[2736],{"categories":2957},[],{"categories":2959},[],{"categories":2961},[50],{"categories":2963},[],{"categories":2965},[],{"categories":2967},[120],{"categories":2969},[145],{"categories":2971},[235],{"categories":2973},[123],{"categories":2975},[106],{"categories":2977},[101],{"categories":2979},[50],{"categories":2981},[50],{"categories":2983},[50],{"categories":2985},[101],{"categories":2987},[],{"categories":2989},[200],{"categories":2991},[109],{"categories":2993},[50],{"categories":2995},[50],{"categories":2997},[106],{"categories":2999},[101],{"categories":3001},[50],{"categories":3003},[50],{"categories":3005},[96],{"categories":3007},[50],{"categories":3009},[101],{"categories":3011},[50],{"categories":3013},[],{"categories":3015},[96],{"categories":3017},[50],{"categories":3019},[235],{"categories":3021},[50],{"categories":3023},[120],{"categories":3025},[106],{"categories":3027},[145],{"categories":3029},[50],{"categories":3031},[120],{"categories":3033},[50],{"categories":3035},[50],{"categories":3037},[50],{"categories":3039},[50],{"categories":3041},[101],{"categories":3043},[50],{"categories":3045},[50],{"categories":3047},[50],{"categories":3049},[106],{"categories":3051},[50],{"categories":3053},[50],{"categories":3055},[50],{"categories":3057},[],{"categories":3059},[50],{"categories":3061},[120],{"categories":3063},[96],{"categories":3065},[50],{"categories":3067},[50],{"categories":3069},[200],{"categories":3071},[50],{"categories":3073},[],{"categories":3075},[50],{"categories":3077},[473],{"categories":3079},[106],{"categories":3081},[101],{"categories":3083},[50],{"categories":3085},[145],{"categories":3087},[50],{"categories":3089},[50],{"categories":3091},[],{"categories":3093},[101],{"categories":3095},[101],{"categories":3097},[50],{"categories":3099},[50],{"categories":3101},[109],{"categories":3103},[50],{"categories":3105},[50],{"categories":3107},[50],{"categories":3109},[50],{"categories":3111},[120],{"categories":3113},[123],{"categories":3115},[120],{"categories":3117},[50],{"categories":3119},[],{"categories":3121},[50],{"categories":3123},[120],{"categories":3125},[50],{"categories":3127},[120],{"categories":3129},[106],{"categories":3131},[590],{"categories":3133},[],{"categories":3135},[],{"categories":3137},[50],{"categories":3139},[145],{"categories":3141},[],{"categories":3143},[278],{"categories":3145},[50],{"categories":3147},[50],{"categories":3149},[50],{"categories":3151},[200],{"categories":3153},[934],{"categories":3155},[],{"categories":3157},[50],{"categories":3159},[50],{"categories":3161},[50],{"categories":3163},[120],{"categories":3165},[50],{"categories":3167},[50],{"categories":3169},[50],{"categories":3171},[50],{"categories":3173},[50,278],{"categories":3175},[50],{"categories":3177},[50],{"categories":3179},[200],{"categories":3181},[106],{"categories":3183},[],{"categories":3185},[106],{"categories":3187},[106],{"categories":3189},[50],{"categories":3191},[50],{"categories":3193},[50],{"categories":3195},[50],{"categories":3197},[50],{"categories":3199},[123],{"categories":3201},[50],{"categories":3203},[50],{"categories":3205},[2785],{"categories":3207},[96],{"categories":3209},[50],{"categories":3211},[123],{"categories":3213},[96],{"categories":3215},[120],{"categories":3217},[200],{"categories":3219},[106],{"categories":3221},[50],{"categories":3223},[50],{"categories":3225},[],{"categories":3227},[101],{"categories":3229},[50],{"categories":3231},[50],{"categories":3233},[145],{"categories":3235},[50],{"categories":3237},[50],{"categories":3239},[50],{"categories":3241},[106],{"categories":3243},[50],{"categories":3245},[50],{"categories":3247},[200],{"categories":3249},[50],{"categories":3251},[101],{"categories":3253},[],{"categories":3255},[278],{"categories":3257},[109],{"categories":3259},[50],{"categories":3261},[388],{"categories":3263},[200],{"categories":3265},[200],{"categories":3267},[120],{"categories":3269},[106],{"categories":3271},[50],{"categories":3273},[101],{"categories":3275},[145],{"categories":3277},[50],{"categories":3279},[50],{"categories":3281},[50],{"categories":3283},[200],{"categories":3285},[106],{"categories":3287},[50],{"categories":3289},[106],{"categories":3291},[50],{"categories":3293},[106],{"categories":3295},[50],{"categories":3297},[542],{"categories":3299},[50],{"categories":3301},[106],{"categories":3303},[],{"categories":3305},[50],{"categories":3307},[50],{"categories":3309},[50],{"categories":3311},[50],{"categories":3313},[106],{"categories":3315},[],{"categories":3317},[],{"categories":3319},[50],{"categories":3321},[50],{"categories":3323},[106],{"categories":3325},[50],{"categories":3327},[50],{"categories":3329},[50],{"categories":3331},[120],{"categories":3333},[50],{"categories":3335},[50],{"categories":3337},[106],{"categories":3339},[50],{"categories":3341},[50],{"categories":3343},[50],{"categories":3345},[50],{"categories":3347},[50],{"categories":3349},[],{"categories":3351},[120],{"categories":3353},[123],{"categories":3355},[50],{"categories":3357},[106],{"categories":3359},[106],{"categories":3361},[50],{"categories":3363},[50],{"categories":3365},[],{"categories":3367},[],{"categories":3369},[50],{"categories":3371},[50],{"categories":3373},[50],{"categories":3375},[50],{"categories":3377},[145],{"categories":3379},[123],{"categories":3381},[],{"categories":3383},[50],{"categories":3385},[200],{"categories":3387},[50],{"categories":3389},[50],{"categories":3391},[278],{"categories":3393},[1979],{"categories":3395},[50],{"categories":3397},[145],{"categories":3399},[120],{"categories":3401},[50],{"categories":3403},[120],{"categories":3405},[120],{"categories":3407},[50],{"categories":3409},[50],{"categories":3411},[120],{"categories":3413},[145],{"categories":3415},[145],{"categories":3417},[278],{"categories":3419},[106],{"categories":3421},[],{"categories":3423},[145],{"categories":3425},[101],{"categories":3427},[50],{"categories":3429},[106],{"categories":3431},[96],{"categories":3433},[120],{"categories":3435},[50],{"categories":3437},[101],{"categories":3439},[145],{"categories":3441},[],{"categories":3443},[50],{"categories":3445},[120],{"categories":3447},[50],{"categories":3449},[120],{"categories":3451},[123],{"categories":3453},[50],{"categories":3455},[145],{"categories":3457},[50],{"categories":3459},[120],{"categories":3461},[50],{"categories":3463},[106],{"categories":3465},[106],{"categories":3467},[145],{"categories":3469},[106],{"categories":3471},[278],{"categories":3473},[106],{"categories":3475},[50],{"categories":3477},[50],{"categories":3479},[50],{"categories":3481},[50],{"categories":3483},[50],{"categories":3485},[50],{"categories":3487},[120],{"categories":3489},[50],{"categories":3491},[],{"categories":3493},[106],{"categories":3495},[101],{"categories":3497},[120],{"categories":3499},[],{"categories":3501},[],{"categories":3503},[50],{"categories":3505},[106],{"categories":3507},[50],{"categories":3509},[50],{"categories":3511},[50],{"categories":3513},[3514],"Frameworks & Tooling",{"categories":3516},[50],{"categories":3518},[50],{"categories":3520},[120],{"categories":3522},[50],{"categories":3524},[50],{"categories":3526},[],{"categories":3528},[123],{"categories":3530},[123],{"categories":3532},[50],{"categories":3534},[96],{"categories":3536},[50],{"categories":3538},[106],{"categories":3540},[50],{"categories":3542},[200],{"categories":3544},[],{"categories":3546},[1979],{"categories":3548},[50],{"categories":3550},[120],{"categories":3552},[50],{"categories":3554},[278],{"categories":3556},[278],{"categories":3558},[],{"categories":3560},[50],{"categories":3562},[106],{"categories":3564},[106],{"categories":3566},[50],{"categories":3568},[50],{"categories":3570},[145],{"categories":3572},[106],{"categories":3574},[145],{"categories":3576},[50],{"categories":3578},[106],{"categories":3580},[],{"categories":3582},[200],{"categories":3584},[50],{"categories":3586},[50],{"categories":3588},[],{"categories":3590},[50],{"categories":3592},[50],{"categories":3594},[106],{"categories":3596},[50],{"categories":3598},[50],{"categories":3600},[50],{"categories":3602},[],{"categories":3604},[101],{"categories":3606},[120],{"categories":3608},[50],{"categories":3610},[120],{"categories":3612},[278],{"categories":3614},[50],{"categories":3616},[50],{"categories":3618},[50],{"categories":3620},[120],{"categories":3622},[50],{"categories":3624},[101],{"categories":3626},[50],{"categories":3628},[1979],{"categories":3630},[],{"categories":3632},[106],{"categories":3634},[96],{"categories":3636},[50],{"categories":3638},[96],{"categories":3640},[50],{"categories":3642},[],{"categories":3644},[106],{"categories":3646},[50],{"categories":3648},[50],{"categories":3650},[3651],"AI Design Tooling",{"categories":3653},[200],{"categories":3655},[50],{"categories":3657},[50],{"categories":3659},[120],{"categories":3661},[200],{"categories":3663},[50],{"categories":3665},[50],{"categories":3667},[120],{"categories":3669},[106],{"categories":3671},[145],{"categories":3673},[109],{"categories":3675},[120],{"categories":3677},[50],{"categories":3679},[50],{"categories":3681},[50],{"categories":3683},[106],{"categories":3685},[50],{"categories":3687},[],{"categories":3689},[106],{"categories":3691},[50],{"categories":3693},[50],{"categories":3695},[106],{"categories":3697},[50],{"categories":3699},[50],{"categories":3701},[50],{"categories":3703},[106],{"categories":3705},[],{"categories":3707},[106],{"categories":3709},[3514],{"categories":3711},[50],{"categories":3713},[50],{"categories":3715},[106],{"categories":3717},[106],{"categories":3719},[120],{"categories":3721},[120],{"categories":3723},[50],{"categories":3725},[50],{"categories":3727},[],{"categories":3729},[120],{"categories":3731},[50],{"categories":3733},[50],{"categories":3735},[106],{"categories":3737},[101],{"categories":3739},[50],{"categories":3741},[],{"categories":3743},[50],{"categories":3745},[50],{"categories":3747},[2502],{"categories":3749},[],{"categories":3751},[50],{"categories":3753},[50],{"categories":3755},[50],{"categories":3757},[50],{"categories":3759},[200],{"categories":3761},[50],{"categories":3763},[],{"categories":3765},[50],{"categories":3767},[50],{"categories":3769},[50],{"categories":3771},[50],{"categories":3773},[235],{"categories":3775},[145],{"categories":3777},[50],{"categories":3779},[50],{"categories":3781},[1979],{"categories":3783},[50],{"categories":3785},[96],{"categories":3787},[50],{"categories":3789},[50],{"categories":3791},[123],{"categories":3793},[106],{"categories":3795},[50],{"categories":3797},[50],{"categories":3799},[145],{"categories":3801},[106],{"categories":3803},[109],{"categories":3805},[],{"categories":3807},[50],{"categories":3809},[50],{"categories":3811},[200],{"categories":3813},[50],{"categories":3815},[235],{"categories":3817},[106],{"categories":3819},[50],{"categories":3821},[106],{"categories":3823},[50],{"categories":3825},[],{"categories":3827},[],{"categories":3829},[],{"categories":3831},[96],{"categories":3833},[145],{"categories":3835},[106],{"categories":3837},[50],{"categories":3839},[50],{"categories":3841},[50],{"categories":3843},[50],{"categories":3845},[50],{"categories":3847},[411],{"categories":3849},[50],{"categories":3851},[200],{"categories":3853},[106],{"categories":3855},[50],{"categories":3857},[],{"categories":3859},[50],{"categories":3861},[106],{"categories":3863},[106],{"categories":3865},[],{"categories":3867},[50],{"categories":3869},[106],{"categories":3871},[50],{"categories":3873},[],{"categories":3875},[109],{"categories":3877},[50],{"categories":3879},[50],{"categories":3881},[50],{"categories":3883},[145],{"categories":3885},[200],{"categories":3887},[106],{"categories":3889},[200],{"categories":3891},[106],{"categories":3893},[50],{"categories":3895},[101],{"categories":3897},[],{"categories":3899},[],{"categories":3901},[50],{"categories":3903},[50],{"categories":3905},[50],{"categories":3907},[96],{"categories":3909},[50],{"categories":3911},[106],{"categories":3913},[145],{"categories":3915},[],{"categories":3917},[200],{"categories":3919},[106],{"categories":3921},[],{"categories":3923},[120],{"categories":3925},[50],{"categories":3927},[120],{"categories":3929},[200],{"categories":3931},[120],{"categories":3933},[50],{"categories":3935},[],{"categories":3937},[50],{"categories":3939},[50],{"categories":3941},[106],{"categories":3943},[],{"categories":3945},[50],{"categories":3947},[50],{"categories":3949},[235],{"categories":3951},[50],{"categories":3953},[50],{"categories":3955},[50],{"categories":3957},[278],{"categories":3959},[120],{"categories":3961},[50],{"categories":3963},[106],{"categories":3965},[],{"categories":3967},[50],{"categories":3969},[106],{"categories":3971},[50],{"categories":3973},[96],{"categories":3975},[542],{"categories":3977},[50],{"categories":3979},[50],{"categories":3981},[50],{"categories":3983},[106],{"categories":3985},[50],{"categories":3987},[106],{"categories":3989},[50],{"categories":3991},[50],{"categories":3993},[50],{"categories":3995},[106],{"categories":3997},[109],{"categories":3999},[50],{"categories":4001},[50],{"categories":4003},[],{"categories":4005},[50],{"categories":4007},[50],{"categories":4009},[96],{"categories":4011},[50],{"categories":4013},[101],{"categories":4015},[120],{"categories":4017},[200],{"categories":4019},[],{"categories":4021},[50],{"categories":4023},[],{"categories":4025},[106],{"categories":4027},[50],{"categories":4029},[106],{"categories":4031},[],{"categories":4033},[106],{"categories":4035},[50],{"categories":4037},[120],{"categories":4039},[200],{"categories":4041},[145],{"categories":4043},[50],{"categories":4045},[145],{"categories":4047},[106],{"categories":4049},[50],{"categories":4051},[200],{"categories":4053},[50],{"categories":4055},[],{"categories":4057},[50],{"categories":4059},[134],{"categories":4061},[106],{"categories":4063},[50],{"categories":4065},[200],{"categories":4067},[145],{"categories":4069},[50],{"categories":4071},[101],{"categories":4073},[120],{"categories":4075},[50],{"categories":4077},[50],{"categories":4079},[50],{"categories":4081},[50],{"categories":4083},[109],{"categories":4085},[50],{"categories":4087},[145],{"categories":4089},[120],{"categories":4091},[235],{"categories":4093},[],{"categories":4095},[],{"categories":4097},[123],{"categories":4099},[473],{"categories":4101},[50],{"categories":4103},[106],{"categories":4105},[50,120],{"categories":4107},[145],{"categories":4109},[50],{"categories":4111},[50],{"categories":4113},[50],{"categories":4115},[50],{"categories":4117},[50],{"categories":4119},[50],{"categories":4121},[50],{"categories":4123},[101],{"categories":4125},[106],{"categories":4127},[50],{"categories":4129},[50],{"categories":4131},[106],{"categories":4133},[50],{"categories":4135},[50],{"categories":4137},[50],{"categories":4139},[],{"categories":4141},[50],{"categories":4143},[1329],{"categories":4145},[120],{"categories":4147},[200],{"categories":4149},[50],{"categories":4151},[50],{"categories":4153},[50],{"categories":4155},[50],{"categories":4157},[123],{"categories":4159},[106],{"categories":4161},[235],{"categories":4163},[278],{"categories":4165},[],{"categories":4167},[120],{"categories":4169},[50],{"categories":4171},[101],{"categories":4173},[106],{"categories":4175},[50],{"categories":4177},[96],{"categories":4179},[106],{"categories":4181},[50],{"categories":4183},[106],{"categories":4185},[106],{"categories":4187},[109],{"categories":4189},[120],{"categories":4191},[50],{"categories":4193},[50],{"categories":4195},[],{"categories":4197},[],{"categories":4199},[],{"categories":4201},[278],{"categories":4203},[50],{"categories":4205},[145],{"categories":4207},[50],{"categories":4209},[50],{"categories":4211},[50],{"categories":4213},[50],{"categories":4215},[120],{"categories":4217},[50],{"categories":4219},[],{"categories":4221},[50],{"categories":4223},[123],{"categories":4225},[101],{"categories":4227},[106],{"categories":4229},[50],{"categories":4231},[],{"categories":4233},[50],{"categories":4235},[106],{"categories":4237},[120],{"categories":4239},[50],{"categories":4241},[50],{"categories":4243},[50],{"categories":4245},[278],{"categories":4247},[],{"categories":4249},[200],{"categories":4251},[200],{"categories":4253},[50],{"categories":4255},[106],{"categories":4257},[],{"categories":4259},[120],{"categories":4261},[50],{"categories":4263},[200],{"categories":4265},[50],{"categories":4267},[101],{"categories":4269},[106],{"categories":4271},[50],{"categories":4273},[],{"categories":4275},[145],{"categories":4277},[50],{"categories":4279},[50],{"categories":4281},[50],{"categories":4283},[50],{"categories":4285},[50],{"categories":4287},[200],{"categories":4289},[106],{"categories":4291},[145],{"categories":4293},[],{"categories":4295},[106],{"categories":4297},[50],{"categories":4299},[101],{"categories":4301},[106],{"categories":4303},[200],{"categories":4305},[50],{"categories":4307},[50],{"categories":4309},[50],{"categories":4311},[473],{"categories":4313},[50],{"categories":4315},[106],{"categories":4317},[],{"categories":4319},[50],{"categories":4321},[50],{"categories":4323},[278],{"categories":4325},[145],{"categories":4327},[123],{"categories":4329},[590],{"categories":4331},[123],{"categories":4333},[123],{"categories":4335},[50],{"categories":4337},[],{"categories":4339},[],{"categories":4341},[],{"categories":4343},[106],{"categories":4345},[50],{"categories":4347},[50],{"categories":4349},[106],{"categories":4351},[106],{"categories":4353},[120],{"categories":4355},[50],{"categories":4357},[444],{"categories":4359},[120],{"categories":4361},[50],{"categories":4363},[106],{"categories":4365},[50],{"categories":4367},[50],{"categories":4369},[50],{"categories":4371},[101],{"categories":4373},[50],{"categories":4375},[50],{"categories":4377},[50],{"categories":4379},[50],{"categories":4381},[106],{"categories":4383},[109],{"categories":4385},[50],{"categories":4387},[],{"categories":4389},[],{"categories":4391},[50],{"categories":4393},[],{"categories":4395},[50],{"categories":4397},[106],{"categories":4399},[200],{"categories":4401},[50],{"categories":4403},[50],{"categories":4405},[106],{"categories":4407},[],{"categories":4409},[106],{"categories":4411},[106],{"categories":4413},[50],{"categories":4415},[50],{"categories":4417},[50],{"categories":4419},[109],{"categories":4421},[50],{"categories":4423},[200],{"categories":4425},[50],{"categories":4427},[106],{"categories":4429},[101],{"categories":4431},[50],{"categories":4433},[50],{"categories":4435},[106],{"categories":4437},[50],{"categories":4439},[235],{"categories":4441},[106],{"categories":4443},[50],{"categories":4445},[50],{"categories":4447},[50],{"categories":4449},[934],{"categories":4451},[50],{"categories":4453},[106],{"categories":4455},[50],{"categories":4457},[120],{"categories":4459},[50],{"categories":4461},[542],{"categories":4463},[200],{"categories":4465},[],{"categories":4467},[50],{"categories":4469},[50],{"categories":4471},[145],{"categories":4473},[473],{"categories":4475},[106],{"categories":4477},[50],{"categories":4479},[],{"categories":4481},[145],{"categories":4483},[388],{"categories":4485},[106],{"categories":4487},[106],{"categories":4489},[106],{"categories":4491},[50],{"categories":4493},[50],{"categories":4495},[106],{"categories":4497},[50],{"categories":4499},[],{"categories":4501},[101],{"categories":4503},[50],{"categories":4505},[200],{"categories":4507},[101],{"categories":4509},[106],{"categories":4511},[120],{"categories":4513},[],{"categories":4515},[120],{"categories":4517},[50],{"categories":4519},[50],{"categories":4521},[96],{"categories":4523},[50],{"categories":4525},[145],{"categories":4527},[278],{"categories":4529},[134],{"categories":4531},[106],{"categories":4533},[106],{"categories":4535},[50],{"categories":4537},[50],{"categories":4539},[106],{"categories":4541},[50],{"categories":4543},[96],{"categories":4545},[],{"categories":4547},[106],{"categories":4549},[50],{"categories":4551},[50],{"categories":4553},[50],{"categories":4555},[106],{"categories":4557},[50],{"categories":4559},[],{"categories":4561},[50],{"categories":4563},[],{"categories":4565},[200],{"categories":4567},[106],{"categories":4569},[106],{"categories":4571},[50,101],{"categories":4573},[106],{"categories":4575},[50],{"categories":4577},[],{"categories":4579},[96],{"categories":4581},[123],{"categories":4583},[101],{"categories":4585},[106],{"categories":4587},[50],{"categories":4589},[120],{"categories":4591},[50],{"categories":4593},[50],{"categories":4595},[106],{"categories":4597},[50],{"categories":4599},[50],{"categories":4601},[50],{"categories":4603},[145],{"categories":4605},[1329],{"categories":4607},[106],{"categories":4609},[50],{"categories":4611},[],{"categories":4613},[],{"categories":4615},[50],{"categories":4617},[106],{"categories":4619},[50],{"categories":4621},[50],{"categories":4623},[278],{"categories":4625},[],{"categories":4627},[50],{"categories":4629},[106],{"categories":4631},[134],{"categories":4633},[106],{"categories":4635},[50],{"categories":4637},[473],{"categories":4639},[],{"categories":4641},[411],{"categories":4643},[50],{"categories":4645},[106],{"categories":4647},[50],{"categories":4649},[50],{"categories":4651},[50],{"categories":4653},[235],{"categories":4655},[50],{"categories":4657},[106],{"categories":4659},[50],{"categories":4661},[123],{"categories":4663},[109],{"categories":4665},[106],{"categories":4667},[50],{"categories":4669},[473],{"categories":4671},[50],{"categories":4673},[278],{"categories":4675},[101],{"categories":4677},[],{"categories":4679},[50],{"categories":4681},[50],{"categories":4683},[50],{"categories":4685},[235],{"categories":4687},[200],{"categories":4689},[50],{"categories":4691},[50],{"categories":4693},[50],{"categories":4695},[],{"categories":4697},[235],{"categories":4699},[145],{"categories":4701},[50],{"categories":4703},[50],{"categories":4705},[50],{"categories":4707},[590],{"categories":4709},[96],{"categories":4711},[50],{"categories":4713},[109],{"categories":4715},[50],{"categories":4717},[50],{"categories":4719},[],{"categories":4721},[],{"categories":4723},[200],{"categories":4725},[50],{"categories":4727},[50],{"categories":4729},[123],{"categories":4731},[235],{"categories":4733},[106],{"categories":4735},[50],{"categories":4737},[50],{"categories":4739},[235],{"categories":4741},[101],{"categories":4743},[145],{"categories":4745},[50],{"categories":4747},[50],{"categories":4749},[],{"categories":4751},[50],{"categories":4753},[50],{"categories":4755},[],{"categories":4757},[50],{"categories":4759},[50],{"categories":4761},[617],{"categories":4763},[50],{"categories":4765},[50],{"categories":4767},[106],{"categories":4769},[120],{"categories":4771},[473],{"categories":4773},[50],{"categories":4775},[101],{"categories":4777},[50],{"categories":4779},[50],{"categories":4781},[],{"categories":4783},[50,120],{"categories":4785},[145],{"categories":4787},[106],{"categories":4789},[120],{"categories":4791},[106],{"categories":4793},[976],{"categories":4795},[120],{"categories":4797},[120],{"categories":4799},[106],{"categories":4801},[50],{"categories":4803},[96],{"categories":4805},[50],{"categories":4807},[],{"categories":4809},[],{"categories":4811},[106],{"categories":4813},[50],{"categories":4815},[120],{"categories":4817},[106],{"categories":4819},[50],{"categories":4821},[96],{"categories":4823},[120],{"categories":4825},[120],{"categories":4827},[50],{"categories":4829},[235],{"categories":4831},[50],{"categories":4833},[50],{"categories":4835},[120],{"categories":4837},[50],{"categories":4839},[],{"categories":4841},[50],{"categories":4843},[50],{"categories":4845},[200,50],{"categories":4847},[278],{"categories":4849},[96],{"categories":4851},[50],{"categories":4853},[],{"categories":4855},[50],{"categories":4857},[50],{"categories":4859},[101],{"categories":4861},[50],{"categories":4863},[101],{"categories":4865},[50],{"categories":4867},[50],{"categories":4869},[388],{"categories":4871},[50],{"categories":4873},[101],{"categories":4875},[120],{"categories":4877},[123],{"categories":4879},[106],{"categories":4881},[50],{"categories":4883},[120],{"categories":4885},[50],{"categories":4887},[50],{"categories":4889},[145],{"categories":4891},[50],{"categories":4893},[235],{"categories":4895},[200],{"categories":4897},[50],{"categories":4899},[50],{"categories":4901},[109],{"categories":4903},[50],{"categories":4905},[50],{"categories":4907},[96],{"categories":4909},[50],{"categories":4911},[106],{"categories":4913},[106],{"categories":4915},[120],{"categories":4917},[50],{"categories":4919},[145],{"categories":4921},[120],{"categories":4923},[120],{"categories":4925},[50],{"categories":4927},[50],{"categories":4929},[],{"categories":4931},[],{"categories":4933},[123],{"categories":4935},[50],{"categories":4937},[120],{"categories":4939},[50],{"categories":4941},[200],{"categories":4943},[473],{"categories":4945},[411],{"categories":4947},[388],{"categories":4949},[50],{"categories":4951},[50],{"categories":4953},[120],{"categories":4955},[50],{"categories":4957},[123],{"categories":4959},[50],{"categories":4961},[50],{"categories":4963},[50],{"categories":4965},[50],{"categories":4967},[50],{"categories":4969},[50],{"categories":4971},[50],{"categories":4973},[106],{"categories":4975},[96],{"categories":4977},[109],{"categories":4979},[106],{"categories":4981},[50,101],{"categories":4983},[],{"categories":4985},[200],{"categories":4987},[],{"categories":4989},[109],{"categories":4991},[50],{"categories":4993},[145],{"categories":4995},[96],{"categories":4997},[50],{"categories":4999},[109],{"categories":5001},[96],{"categories":5003},[106],{"categories":5005},[123],{"categories":5007},[106],{"categories":5009},[101],{"categories":5011},[109],{"categories":5013},[50],{"categories":5015},[106],{"categories":5017},[50],{"categories":5019},[109],{"categories":5021},[50],{"categories":5023},[50],{"categories":5025},[101],{"categories":5027},[106],{"categories":5029},[120],{"categories":5031},[235],{"categories":5033},[50],{"categories":5035},[50],{"categories":5037},[],{"categories":5039},[145],{"categories":5041},[50],{"categories":5043},[50],{"categories":5045},[50],{"categories":5047},[50],{"categories":5049},[50],{"categories":5051},[50],{"categories":5053},[120],{"categories":5055},[145],{"categories":5057},[120],{"categories":5059},[120],{"categories":5061},[50],{"categories":5063},[50],{"categories":5065},[50],{"categories":5067},[50],{"categories":5069},[411],{"categories":5071},[50],{"categories":5073},[106],{"categories":5075},[106],{"categories":5077},[145],{"categories":5079},[50],{"categories":5081},[50],{"categories":5083},[50],{"categories":5085},[106],{"categories":5087},[50],{"categories":5089},[50],{"categories":5091},[50],{"categories":5093},[3514],{"categories":5095},[5096],"Clinical AI",{"categories":5098},[200],{"categories":5100},[50],{"categories":5102},[50],{"categories":5104},[50],{"categories":5106},[50],{"categories":5108},[278],{"categories":5110},[2785],{"categories":5112},[50],{"categories":5114},[109],{"categories":5116},[200],{"categories":5118},[50],{"categories":5120},[106],{"categories":5122},[50],{"categories":5124},[50],{"categories":5126},[145],{"categories":5128},[50],{"categories":5130},[106],{"categories":5132},[120],{"categories":5134},[235],{"categories":5136},[50],{"categories":5138},[50],{"categories":5140},[101],{"categories":5142},[50],{"categories":5144},[50],{"categories":5146},[542],{"categories":5148},[50],{"categories":5150},[],{"categories":5152},[106],{"categories":5154},[50],{"categories":5156},[120],{"categories":5158},[96],{"categories":5160},[50],{"categories":5162},[],{"categories":5164},[],{"categories":5166},[50],{"categories":5168},[],{"categories":5170},[101],{"categories":5172},[50],{"categories":5174},[106],{"categories":5176},[50],{"categories":5178},[106],{"categories":5180},[106],{"categories":5182},[50],{"categories":5184},[145],{"categories":5186},[145],{"categories":5188},[145],{"categories":5190},[145],{"categories":5192},[],{"categories":5194},[96],{"categories":5196},[106],{"categories":5198},[145],{"categories":5200},[50],{"categories":5202},[617],{"categories":5204},[109],{"categories":5206},[106],{"categories":5208},[50],{"categories":5210},[96],{"categories":5212},[50],{"categories":5214},[106],{"categories":5216},[50],{"categories":5218},[50],{"categories":5220},[50],{"categories":5222},[50],{"categories":5224},[50],{"categories":5226},[50,106],{"categories":5228},[106],{"categories":5230},[278],{"categories":5232},[50],{"categories":5234},[145],{"categories":5236},[106],{"categories":5238},[145],{"categories":5240},[106],{"categories":5242},[50],{"categories":5244},[],{"categories":5246},[145],{"categories":5248},[235],{"categories":5250},[96],{"categories":5252},[50],{"categories":5254},[50],{"categories":5256},[],{"categories":5258},[120],{"categories":5260},[],{"categories":5262},[96],{"categories":5264},[106],{"categories":5266},[145],{"categories":5268},[50],{"categories":5270},[145],{"categories":5272},[96],{"categories":5274},[145],{"categories":5276},[145],{"categories":5278},[],{"categories":5280},[101],{"categories":5282},[106],{"categories":5284},[145],{"categories":5286},[145],{"categories":5288},[145],{"categories":5290},[145],{"categories":5292},[145],{"categories":5294},[145],{"categories":5296},[145],{"categories":5298},[145],{"categories":5300},[145],{"categories":5302},[145],{"categories":5304},[123],{"categories":5306},[96],{"categories":5308},[50],{"categories":5310},[50],{"categories":5312},[106],{"categories":5314},[106],{"categories":5316},[],{"categories":5318},[50],{"categories":5320},[50,96],{"categories":5322},[],{"categories":5324},[106],{"categories":5326},[50],{"categories":5328},[145],{"categories":5330},[106],{"categories":5332},[106],{"categories":5334},[976],{"categories":5336},[50],{"categories":5338},[50],{"categories":5340},[50],{"categories":5342},[50],{"categories":5344},[109],{"categories":5346},[50],{"categories":5348},[50],{"categories":5350},[388],{"categories":5352},[50],{"categories":5354},[50],{"categories":5356},[106],{"categories":5358},[50],{"categories":5360},[50],{"categories":5362},[50],{"categories":5364},[50],{"categories":5366},[101],{"categories":5368},[109],{"categories":5370},[106],{"categories":5372},[106],{"categories":5374},[],{"categories":5376},[106],{"categories":5378},[200],{"categories":5380},[145],{"categories":5382},[50],{"categories":5384},[],{"categories":5386},[50],{"categories":5388},[109],{"categories":5390},[109],{"categories":5392},[],{"categories":5394},[120],{"categories":5396},[50],{"categories":5398},[106],{"categories":5400},[200],{"categories":5402},[50],{"categories":5404},[50],{"categories":5406},[],{"categories":5408},[50],{"categories":5410},[50],{"categories":5412},[],{"categories":5414},[235],{"categories":5416},[50],{"categories":5418},[106],{"categories":5420},[],{"categories":5422},[],{"categories":5424},[50],{"categories":5426},[145],{"categories":5428},[96],{"categories":5430},[50],{"categories":5432},[50],{"categories":5434},[101],{"categories":5436},[50],{"categories":5438},[50],{"categories":5440},[106],{"categories":5442},[50],{"categories":5444},[101],{"categories":5446},[101],{"categories":5448},[200],{"categories":5450},[],{"categories":5452},[50],{"categories":5454},[101],{"categories":5456},[145],{"categories":5458},[],{"categories":5460},[50],{"categories":5462},[50],{"categories":5464},[200],{"categories":5466},[50],{"categories":5468},[50],{"categories":5470},[235],{"categories":5472},[50],{"categories":5474},[278],{"categories":5476},[],{"categories":5478},[106],{"categories":5480},[50],{"categories":5482},[235],{"categories":5484},[120],{"categories":5486},[],{"categories":5488},[50],{"categories":5490},[],{"categories":5492},[106],{"categories":5494},[200],{"categories":5496},[120],{"categories":5498},[],{"categories":5500},[3514],{"categories":5502},[101],{"categories":5504},[96],{"categories":5506},[50],{"categories":5508},[106],{"categories":5510},[123],{"categories":5512},[106],{"categories":5514},[50],{"categories":5516},[200],{"categories":5518},[50],{"categories":5520},[50],{"categories":5522},[120],{"categories":5524},[],{"categories":5526},[],{"categories":5528},[50],{"categories":5530},[96],{"categories":5532},[50],{"categories":5534},[235],{"categories":5536},[],{"categories":5538},[106],{"categories":5540},[106],{"categories":5542},[50],{"categories":5544},[106],{"categories":5546},[50],{"categories":5548},[145],{"categories":5550},[50],{"categories":5552},[120],{"categories":5554},[50],{"categories":5556},[50],{"categories":5558},[106],{"categories":5560},[109],{"categories":5562},[50],{"categories":5564},[50],{"categories":5566},[50],{"categories":5568},[50],{"categories":5570},[106],{"categories":5572},[50],{"categories":5574},[109],{"categories":5576},[235],{"categories":5578},[145],{"categories":5580},[],{"categories":5582},[235],{"categories":5584},[50],{"categories":5586},[],{"categories":5588},[120],{"categories":5590},[106],{"categories":5592},[],{"categories":5594},[50],{"categories":5596},[50],{"categories":5598},[50],{"categories":5600},[50],{"categories":5602},[50],{"categories":5604},[106],{"categories":5606},[101],{"categories":5608},[96],{"categories":5610},[50],{"categories":5612},[50],{"categories":5614},[106],{"categories":5616},[50],{"categories":5618},[200],{"categories":5620},[120],{"categories":5622},[120],{"categories":5624},[50],{"categories":5626},[123],{"categories":5628},[106],{"categories":5630},[50],{"categories":5632},[50],{"categories":5634},[106],{"categories":5636},[50],{"categories":5638},[50],{"categories":5640},[50],{"categories":5642},[106],{"categories":5644},[101],{"categories":5646},[50],{"categories":5648},[200],{"categories":5650},[120],{"categories":5652},[106],{"categories":5654},[50],{"categories":5656},[109],{"categories":5658},[50],{"categories":5660},[109],{"categories":5662},[106],{"categories":5664},[50],{"categories":5666},[50],{"categories":5668},[145],{"categories":5670},[50],{"categories":5672},[],{"categories":5674},[96],{"categories":5676},[50],{"categories":5678},[50],{"categories":5680},[50],{"categories":5682},[120],{"categories":5684},[120],{"categories":5686},[50],{"categories":5688},[120],{"categories":5690},[50],{"categories":5692},[106],{"categories":5694},[50],{"categories":5696},[50],{"categories":5698},[50],{"categories":5700},[50],{"categories":5702},[50],{"categories":5704},[],{"categories":5706},[50],{"categories":5708},[200],{"categories":5710},[106],{"categories":5712},[101],{"categories":5714},[145],{"categories":5716},[50],{"categories":5718},[106],{"categories":5720},[50],{"categories":5722},[106],{"categories":5724},[50],{"categories":5726},[50],{"categories":5728},[200],{"categories":5730},[106],{"categories":5732},[50],{"categories":5734},[235],{"categories":5736},[101],{"categories":5738},[50],{"categories":5740},[123],{"categories":5742},[50],{"categories":5744},[106],{"categories":5746},[50],{"categories":5748},[145],{"categories":5750},[50],{"categories":5752},[50],{"categories":5754},[50],{"categories":5756},[50],{"categories":5758},[106],{"categories":5760},[278],{"categories":5762},[50],{"categories":5764},[120],{"categories":5766},[106],{"categories":5768},[123],{"categories":5770},[],{"categories":5772},[106],{"categories":5774},[120],{"categories":5776},[50],{"categories":5778},[50],{"categories":5780},[50],{"categories":5782},[2605],{"categories":5784},[50],{"categories":5786},[200],{"categories":5788},[315],{"categories":5790},[50],{"categories":5792},[50],{"categories":5794},[50],{"categories":5796},[50],{"categories":5798},[50],{"categories":5800},[96],{"categories":5802},[106],{"categories":5804},[50],{"categories":5806},[50],{"categories":5808},[120],{"categories":5810},[101],{"categories":5812},[50],{"categories":5814},[50],{"categories":5816},[120],{"categories":5818},[50],{"categories":5820},[],{"categories":5822},[106],{"categories":5824},[106],{"categories":5826},[50],{"categories":5828},[50],{"categories":5830},[50],{"categories":5832},[123],{"categories":5834},[],{"categories":5836},[145],{"categories":5838},[],{"categories":5840},[145],{"categories":5842},[50],{"categories":5844},[50],{"categories":5846},[50],{"categories":5848},[106],{"categories":5850},[50],{"categories":5852},[106],{"categories":5854},[106],{"categories":5856},[],{"categories":5858},[50],{"categories":5860},[145],{"categories":5862},[50],{"categories":5864},[],{"categories":5866},[50],{"categories":5868},[200],{"categories":5870},[50],{"categories":5872},[],{"categories":5874},[50],{"categories":5876},[50],{"categories":5878},[200],{"categories":5880},[120],{"categories":5882},[106],{"categories":5884},[50],{"categories":5886},[50],{"categories":5888},[50],{"categories":5890},[50],{"categories":5892},[50],{"categories":5894},[235],{"categories":5896},[50],{"categories":5898},[50],{"categories":5900},[50],{"categories":5902},[96],{"categories":5904},[50],{"categories":5906},[50],{"categories":5908},[],{"categories":5910},[50],{"categories":5912},[50],{"categories":5914},[50],{"categories":5916},[],{"categories":5918},[106],{"categories":5920},[96],{"categories":5922},[50],{"categories":5924},[50],{"categories":5926},[50],{"categories":5928},[106],{"categories":5930},[50],{"categories":5932},[145],{"categories":5934},[50],{"categories":5936},[120],{"categories":5938},[109],{"categories":5940},[106],{"categories":5942},[473],{"categories":5944},[50],{"categories":5946},[50],{"categories":5948},[50],{"categories":5950},[50],{"categories":5952},[120],{"categories":5954},[145],{"categories":5956},[200],{"categories":5958},[50],{"categories":5960},[50],{"categories":5962},[50],{"categories":5964},[50],{"categories":5966},[50],{"categories":5968},[50],{"categories":5970},[145],{"categories":5972},[50],{"categories":5974},[200],{"categories":5976},[50],{"categories":5978},[50],{"categories":5980},[145],{"categories":5982},[200],{"categories":5984},[50],{"categories":5986},[145],{"categories":5988},[50],{"categories":5990},[106],{"categories":5992},[106],{"categories":5994},[106],{"categories":5996},[50],{"categories":5998},[120],{"categories":6000},[145],{"categories":6002},[106],{"categories":6004},[106],{"categories":6006},[50],{"categories":6008},[120],{"categories":6010},[200],{"categories":6012},[50],{"categories":6014},[50],{"categories":6016},[106],{"categories":6018},[50],{"categories":6020},[],{"categories":6022},[106],{"categories":6024},[],{"categories":6026},[50],{"categories":6028},[50],{"categories":6030},[],{"categories":6032},[],{"categories":6034},[106],{"categories":6036},[101],{"categories":6038},[106],{"categories":6040},[6041],"Liability & Ethics",{"categories":6043},[50],{"categories":6045},[50],{"categories":6047},[50],{"categories":6049},[106],{"categories":6051},[96],{"categories":6053},[106],{"categories":6055},[101],{"categories":6057},[235],{"categories":6059},[50],{"categories":6061},[106],{"categories":6063},[50],{"categories":6065},[50],{"categories":6067},[50],{"categories":6069},[],{"categories":6071},[590],{"categories":6073},[106],{"categories":6075},[],{"categories":6077},[50],{"categories":6079},[96],{"categories":6081},[106],{"categories":6083},[50],{"categories":6085},[],{"categories":6087},[106],{"categories":6089},[50],{"categories":6091},[50],{"categories":6093},[120],{"categories":6095},[50],{"categories":6097},[145],{"categories":6099},[50],{"categories":6101},[50],{"categories":6103},[109],{"categories":6105},[50],{"categories":6107},[106],{"categories":6109},[50],{"categories":6111},[50],{"categories":6113},[50],{"categories":6115},[145],{"categories":6117},[106],{"categories":6119},[120],{"categories":6121},[200],{"categories":6123},[96],{"categories":6125},[50],{"categories":6127},[50],{"categories":6129},[50],{"categories":6131},[],{"categories":6133},[106],{"categories":6135},[106],{"categories":6137},[106],{"categories":6139},[473],{"categories":6141},[106],{"categories":6143},[200],{"categories":6145},[106],{"categories":6147},[278],{"categories":6149},[120],{"categories":6151},[145],{"categories":6153},[50],{"categories":6155},[200],{"categories":6157},[50],{"categories":6159},[96],{"categories":6161},[50],{"categories":6163},[],{"categories":6165},[50],{"categories":6167},[106],{"categories":6169},[50],{"categories":6171},[50],{"categories":6173},[50],{"categories":6175},[50],{"categories":6177},[106],{"categories":6179},[50],{"categories":6181},[50],{"categories":6183},[200],{"categories":6185},[106],{"categories":6187},[],{"categories":6189},[106],{"categories":6191},[109],{"categories":6193},[50],{"categories":6195},[145],{"categories":6197},[106],{"categories":6199},[101],{"categories":6201},[],{"categories":6203},[50],{"categories":6205},[50],{"categories":6207},[109],{"categories":6209},[50],{"categories":6211},[106],{"categories":6213},[145],{"categories":6215},[96],{"categories":6217},[278],{"categories":6219},[50],{"categories":6221},[50],{"categories":6223},[50],{"categories":6225},[145],{"categories":6227},[101],{"categories":6229},[50],{"categories":6231},[200],{"categories":6233},[145],{"categories":6235},[278],{"categories":6237},[50],{"categories":6239},[106],{"categories":6241},[],{"categories":6243},[542],{"categories":6245},[],{"categories":6247},[50],{"categories":6249},[278],{"categories":6251},[50],{"categories":6253},[123],{"categories":6255},[50],{"categories":6257},[106],{"categories":6259},[106],{"categories":6261},[6262],"Design News & Tools",{"categories":6264},[50],{"categories":6266},[50],{"categories":6268},[145],{"categories":6270},[50],{"categories":6272},[50],{"categories":6274},[50],{"categories":6276},[96],{"categories":6278},[106],{"categories":6280},[50],{"categories":6282},[200],{"categories":6284},[106],{"categories":6286},[106],{"categories":6288},[200],{"categories":6290},[50],{"categories":6292},[50],{"categories":6294},[50],{"categories":6296},[473],{"categories":6298},[106],{"categories":6300},[50],{"categories":6302},[106],{"categories":6304},[50],{"categories":6306},[50],{"categories":6308},[473],{"categories":6310},[50],{"categories":6312},[235],{"categories":6314},[50],{"categories":6316},[106],{"categories":6318},[106],{"categories":6320},[],{"categories":6322},[50],{"categories":6324},[50],{"categories":6326},[50],{"categories":6328},[145],{"categories":6330},[50],{"categories":6332},[96],{"categories":6334},[],{"categories":6336},[50],{"categories":6338},[50],{"categories":6340},[50],{"categories":6342},[120],{"categories":6344},[617],{"categories":6346},[120],{"categories":6348},[200],{"categories":6350},[50],{"categories":6352},[50,106],{"categories":6354},[235,101],{"categories":6356},[120],{"categories":6358},[50],{"categories":6360},[50],{"categories":6362},[50],{"categories":6364},[50],{"categories":6366},[],{"categories":6368},[120],{"categories":6370},[106],{"categories":6372},[50],{"categories":6374},[50],{"categories":6376},[],{"categories":6378},[50],{"categories":6380},[120],{"categories":6382},[50],{"categories":6384},[120],{"categories":6386},[50],{"categories":6388},[],{"categories":6390},[106],{"categories":6392},[50],{"categories":6394},[101],{"categories":6396},[50],{"categories":6398},[145],{"categories":6400},[50],{"categories":6402},[],{"categories":6404},[50],{"categories":6406},[106],{"categories":6408},[50],{"categories":6410},[],{"categories":6412},[200],{"categories":6414},[50],{"categories":6416},[50],{"categories":6418},[106],{"categories":6420},[50],{"categories":6422},[50],{"categories":6424},[50],{"categories":6426},[96],{"categories":6428},[50],{"categories":6430},[106],{"categories":6432},[50],{"categories":6434},[],{"categories":6436},[50],{"categories":6438},[278],{"categories":6440},[235],{"categories":6442},[101],{"categories":6444},[101],{"categories":6446},[50],{"categories":6448},[50],{"categories":6450},[96],{"categories":6452},[96],{"categories":6454},[50],{"categories":6456},[106],{"categories":6458},[50],{"categories":6460},[50],{"categories":6462},[50],{"categories":6464},[50],{"categories":6466},[120],{"categories":6468},[50],{"categories":6470},[96],{"categories":6472},[50],{"categories":6474},[50],{"categories":6476},[106],{"categories":6478},[50],{"categories":6480},[235],{"categories":6482},[50],{"categories":6484},[145],{"categories":6486},[50],{"categories":6488},[50],{"categories":6490},[106],{"categories":6492},[109],{"categories":6494},[50],{"categories":6496},[106],{"categories":6498},[50],{"categories":6500},[106],{"categories":6502},[],{"categories":6504},[120],{"categories":6506},[],{"categories":6508},[120],{"categories":6510},[106],{"categories":6512},[96],{"categories":6514},[50],{"categories":6516},[],{"categories":6518},[123],{"categories":6520},[278],{"categories":6522},[50],{"categories":6524},[120],{"categories":6526},[50],{"categories":6528},[],{"categories":6530},[145],{"categories":6532},[106],{"categories":6534},[120],{"categories":6536},[200],{"categories":6538},[101],{"categories":6540},[50],{"categories":6542},[50],{"categories":6544},[106],{"categories":6546},[120],{"categories":6548},[106],{"categories":6550},[145],{"categories":6552},[50],{"categories":6554},[109],{"categories":6556},[96],{"categories":6558},[109],{"categories":6560},[145],{"categories":6562},[50],{"categories":6564},[50],{"categories":6566},[120],{"categories":6568},[50],{"categories":6570},[200],{"categories":6572},[101],{"categories":6574},[50],{"categories":6576},[50],{"categories":6578},[50],{"categories":6580},[50],{"categories":6582},[50],{"categories":6584},[50],{"categories":6586},[106],{"categories":6588},[50],{"categories":6590},[50],{"categories":6592},[50],{"categories":6594},[106],{"categories":6596},[50],{"categories":6598},[50],{"categories":6600},[96],{"categories":6602},[50],{"categories":6604},[106],{"categories":6606},[106],{"categories":6608},[200],{"categories":6610},[106],{"categories":6612},[50],{"categories":6614},[106],{"categories":6616},[50],{"categories":6618},[96],{"categories":6620},[106],{"categories":6622},[200],{"categories":6624},[],{"categories":6626},[50],{"categories":6628},[123],{"categories":6630},[473],{"categories":6632},[50],{"categories":6634},[106],{"categories":6636},[50],{"categories":6638},[50],{"categories":6640},[120],{"categories":6642},[50],{"categories":6644},[],{"categories":6646},[50],{"categories":6648},[106],{"categories":6650},[101],{"categories":6652},[50],{"categories":6654},[235],{"categories":6656},[200],{"categories":6658},[50],{"categories":6660},[120],{"categories":6662},[50],{"categories":6664},[50],{"categories":6666},[145],{"categories":6668},[106],{"categories":6670},[50],{"categories":6672},[235],{"categories":6674},[106],{"categories":6676},[101],{"categories":6678},[101],{"categories":6680},[50],{"categories":6682},[50],{"categories":6684},[50],{"categories":6686},[50],{"categories":6688},[50],{"categories":6690},[50],{"categories":6692},[96],{"categories":6694},[50],{"categories":6696},[],{"categories":6698},[50],{"categories":6700},[50],{"categories":6702},[106],{"categories":6704},[50],{"categories":6706},[106],{"categories":6708},[50],{"categories":6710},[50],{"categories":6712},[50],{"categories":6714},[50],{"categories":6716},[50],{"categories":6718},[50],{"categories":6720},[120],{"categories":6722},[],{"categories":6724},[96],{"categories":6726},[50],{"categories":6728},[50],{"categories":6730},[106],{"categories":6732},[106],{"categories":6734},[],{"categories":6736},[120],{"categories":6738},[120],{"categories":6740},[50],{"categories":6742},[235],{"categories":6744},[101],{"categories":6746},[200],{"categories":6748},[50],{"categories":6750},[],{"categories":6752},[50],{"categories":6754},[106],{"categories":6756},[96],{"categories":6758},[50],{"categories":6760},[50],{"categories":6762},[120],{"categories":6764},[96],{"categories":6766},[50],{"categories":6768},[50],{"categories":6770},[145],{"categories":6772},[123],{"categories":6774},[50],{"categories":6776},[145],{"categories":6778},[50],{"categories":6780},[106],{"categories":6782},[50],{"categories":6784},[50],{"categories":6786},[],{"categories":6788},[145],{"categories":6790},[106],{"categories":6792},[200],{"categories":6794},[123],{"categories":6796},[50],{"categories":6798},[50],{"categories":6800},[50],{"categories":6802},[],{"categories":6804},[106],{"categories":6806},[106],{"categories":6808},[106],{"categories":6810},[3514],{"categories":6812},[145],{"categories":6814},[50],{"categories":6816},[120],{"categories":6818},[109],{"categories":6820},[50],{"categories":6822},[50],{"categories":6824},[50],{"categories":6826},[50],{"categories":6828},[50],{"categories":6830},[106],{"categories":6832},[50],{"categories":6834},[101],{"categories":6836},[50],{"categories":6838},[96],{"categories":6840},[1979],{"categories":6842},[278],{"categories":6844},[96],{"categories":6846},[],{"categories":6848},[109],{"categories":6850},[50],{"categories":6852},[],{"categories":6854},[50],{"categories":6856},[145],{"categories":6858},[106],{"categories":6860},[200],{"categories":6862},[50],{"categories":6864},[106],{"categories":6866},[50],{"categories":6868},[50],{"categories":6870},[50],{"categories":6872},[50],{"categories":6874},[145],{"categories":6876},[],{"categories":6878},[50],{"categories":6880},[106],{"categories":6882},[50],{"categories":6884},[106],{"categories":6886},[106],{"categories":6888},[],{"categories":6890},[50],{"categories":6892},[],{"categories":6894},[145],{"categories":6896},[96],{"categories":6898},[50],{"categories":6900},[200],{"categories":6902},[50],{"categories":6904},[106],{"categories":6906},[145],{"categories":6908},[50],{"categories":6910},[145],{"categories":6912},[],{"categories":6914},[145],{"categories":6916},[50],{"categories":6918},[96],{"categories":6920},[106],{"categories":6922},[473],{"categories":6924},[50],{"categories":6926},[106],{"categories":6928},[50],{"categories":6930},[],{"categories":6932},[120],{"categories":6934},[106],{"categories":6936},[109],{"categories":6938},[106],{"categories":6940},[50],{"categories":6942},[96],{"categories":6944},[50],{"categories":6946},[50],{"categories":6948},[],{"categories":6950},[],{"categories":6952},[],{"categories":6954},[200],{"categories":6956},[50],{"categories":6958},[106],{"categories":6960},[50],{"categories":6962},[50],{"categories":6964},[],{"categories":6966},[],{"categories":6968},[],{"categories":6970},[50],{"categories":6972},[106],{"categories":6974},[200],{"categories":6976},[50],{"categories":6978},[50],{"categories":6980},[],{"categories":6982},[106],{"categories":6984},[50],{"categories":6986},[50],{"categories":6988},[96],{"categories":6990},[],{"categories":6992},[],{"categories":6994},[50],{"categories":6996},[50],{"categories":6998},[50],{"categories":7000},[106],{"categories":7002},[200],{"categories":7004},[50],{"categories":7006},[145],{"categories":7008},[],{"categories":7010},[50],{"categories":7012},[50],{"categories":7014},[235],{"categories":7016},[145],{"categories":7018},[235],{"categories":7020},[120],{"categories":7022},[123],{"categories":7024},[50],{"categories":7026},[50],{"categories":7028},[],{"categories":7030},[],{"categories":7032},[106],{"categories":7034},[],{"categories":7036},[50],{"categories":7038},[473],{"categories":7040},[50],{"categories":7042},[50],{"categories":7044},[50],{"categories":7046},[50],{"categories":7048},[],{"categories":7050},[106],{"categories":7052},[50],{"categories":7054},[50],{"categories":7056},[],{"categories":7058},[106],{"categories":7060},[106],{"categories":7062},[50],{"categories":7064},[145],{"categories":7066},[50],{"categories":7068},[235],{"categories":7070},[50],{"categories":7072},[106],{"categories":7074},[101],{"categories":7076},[109],{"categories":7078},[50],{"categories":7080},[50],{"categories":7082},[106],{"categories":7084},[106],{"categories":7086},[123],{"categories":7088},[106],{"categories":7090},[106],{"categories":7092},[],{"categories":7094},[50],{"categories":7096},[106],{"categories":7098},[],{"categories":7100},[50],{"categories":7102},[],{"categories":7104},[145],{"categories":7106},[101],{"categories":7108},[],{"categories":7110},[50],{"categories":7112},[50],{"categories":7114},[50],{"categories":7116},[],{"categories":7118},[106],{"categories":7120},[200],{"categories":7122},[96],{"categories":7124},[50],{"categories":7126},[],{"categories":7128},[101],{"categories":7130},[235],{"categories":7132},[50],{"categories":7134},[120],{"categories":7136},[96],{"categories":7138},[123],{"categories":7140},[101],{"categories":7142},[120],{"categories":7144},[106],{"categories":7146},[120],{"categories":7148},[],{"categories":7150},[50],{"categories":7152},[109],{"categories":7154},[109],{"categories":7156},[50],{"categories":7158},[],{"categories":7160},[106],{"categories":7162},[106],{"categories":7164},[96],{"categories":7166},[200],{"categories":7168},[50],{"categories":7170},[50],{"categories":7172},[96],{"categories":7174},[106],{"categories":7176},[278],{"categories":7178},[50],{"categories":7180},[50],{"categories":7182},[50],{"categories":7184},[50],{"categories":7186},[50],{"categories":7188},[96],{"categories":7190},[50],{"categories":7192},[120],{"categories":7194},[123],{"categories":7196},[106],{"categories":7198},[],{"categories":7200},[50],{"categories":7202},[50],{"categories":7204},[50],{"categories":7206},[120],{"categories":7208},[106],{"categories":7210},[145],{"categories":7212},[120],{"categories":7214},[50],{"categories":7216},[109],{"categories":7218},[50],{"categories":7220},[],{"categories":7222},[200],{"categories":7224},[120],{"categories":7226},[145],{"categories":7228},[50],{"categories":7230},[50],{"categories":7232},[96],{"categories":7234},[106],{"categories":7236},[50],{"categories":7238},[50],{"categories":7240},[106],{"categories":7242},[109],{"categories":7244},[50],{"categories":7246},[106],{"categories":7248},[50],{"categories":7250},[101],{"categories":7252},[50],{"categories":7254},[106],{"categories":7256},[106,278],{"categories":7258},[50],{"categories":7260},[50],{"categories":7262},[106],{"categories":7264},[120],{"categories":7266},[50],{"categories":7268},[50],{"categories":7270},[50],{"categories":7272},[123],{"categories":7274},[106],{"categories":7276},[235],{"categories":7278},[106],{"categories":7280},[101],{"categories":7282},[],{"categories":7284},[106],{"categories":7286},[50],{"categories":7288},[101],{"categories":7290},[],{"categories":7292},[],{"categories":7294},[50],{"categories":7296},[120],{"categories":7298},[50],{"categories":7300},[50],{"categories":7302},[50],{"categories":7304},[106],{"categories":7306},[50],{"categories":7308},[123],{"categories":7310},[235],{"categories":7312},[50],{"categories":7314},[50],{"categories":7316},[50],{"categories":7318},[50],{"categories":7320},[106],{"categories":7322},[],{"categories":7324},[106],{"categories":7326},[145],{"categories":7328},[50],{"categories":7330},[106],{"categories":7332},[106],{"categories":7334},[50],{"categories":7336},[],{"categories":7338},[145],{"categories":7340},[120],{"categories":7342},[3514],{"categories":7344},[96],{"categories":7346},[120],{"categories":7348},[50],{"categories":7350},[106],{"categories":7352},[50],{"categories":7354},[50],{"categories":7356},[235],{"categories":7358},[120],{"categories":7360},[123],{"categories":7362},[],{"categories":7364},[145],{"categories":7366},[50],{"categories":7368},[50],{"categories":7370},[],{"categories":7372},[106],{"categories":7374},[50],{"categories":7376},[50],{"categories":7378},[50],{"categories":7380},[50],{"categories":7382},[106],{"categories":7384},[50],{"categories":7386},[50],{"categories":7388},[50],{"categories":7390},[50],{"categories":7392},[50],{"categories":7394},[109],{"categories":7396},[50],{"categories":7398},[106],{"categories":7400},[50],{"categories":7402},[50],{"categories":7404},[50],{"categories":7406},[50],{"categories":7408},[50],{"categories":7410},[50],{"categories":7412},[50],{"categories":7414},[101],{"categories":7416},[],{"categories":7418},[109],{"categories":7420},[50],{"categories":7422},[145],{"categories":7424},[106],{"categories":7426},[50],{"categories":7428},[120],{"categories":7430},[],{"categories":7432},[120],{"categories":7434},[120],{"categories":7436},[106],{"categories":7438},[120],{"categories":7440},[50],{"categories":7442},[50],{"categories":7444},[50],{"categories":7446},[106],{"categories":7448},[120],{"categories":7450},[50],{"categories":7452},[50],{"categories":7454},[50],{"categories":7456},[106],{"categories":7458},[145],{"categories":7460},[50],{"categories":7462},[50],{"categories":7464},[50],{"categories":7466},[101],{"categories":7468},[50],{"categories":7470},[106],{"categories":7472},[200],{"categories":7474},[],{"categories":7476},[50],{"categories":7478},[50],{"categories":7480},[123],{"categories":7482},[50],{"categories":7484},[106],{"categories":7486},[50],{"categories":7488},[50],{"categories":7490},[],{"categories":7492},[50],{"categories":7494},[50],{"categories":7496},[145],{"categories":7498},[50],{"categories":7500},[50],{"categories":7502},[106],{"categories":7504},[235],{"categories":7506},[],{"categories":7508},[],{"categories":7510},[120],{"categories":7512},[50],{"categories":7514},[50],{"categories":7516},[109],{"categories":7518},[145],{"categories":7520},[50],{"categories":7522},[120],{"categories":7524},[145],{"categories":7526},[50],{"categories":7528},[50],{"categories":7530},[235],{"categories":7532},[123],{"categories":7534},[50],{"categories":7536},[50],{"categories":7538},[96],{"categories":7540},[106],{"categories":7542},[50],{"categories":7544},[50],{"categories":7546},[106],{"categories":7548},[101],{"categories":7550},[106],{"categories":7552},[120],{"categories":7554},[50],{"categories":7556},[101],{"categories":7558},[],{"categories":7560},[50],{"categories":7562},[123],{"categories":7564},[50],{"categories":7566},[50],{"categories":7568},[],{"categories":7570},[145],{"categories":7572},[50],{"categories":7574},[106],{"categories":7576},[123],{"categories":7578},[50],{"categories":7580},[120],{"categories":7582},[120],{"categories":7584},[120],{"categories":7586},[50],{"categories":7588},[106],{"categories":7590},[106],{"categories":7592},[50],{"categories":7594},[106],{"categories":7596},[50],{"categories":7598},[50],{"categories":7600},[200],{"categories":7602},[123],{"categories":7604},[123],{"categories":7606},[],{"categories":7608},[145],{"categories":7610},[50],{"categories":7612},[50],{"categories":7614},[120],{"categories":7616},[],{"categories":7618},[145],{"categories":7620},[145],{"categories":7622},[145],{"categories":7624},[],{"categories":7626},[106],{"categories":7628},[50],{"categories":7630},[],{"categories":7632},[96],{"categories":7634},[101],{"categories":7636},[],{"categories":7638},[50],{"categories":7640},[50],{"categories":7642},[],{"categories":7644},[120],{"categories":7646},[],{"categories":7648},[],{"categories":7650},[],{"categories":7652},[],{"categories":7654},[50],{"categories":7656},[145],{"categories":7658},[],{"categories":7660},[],{"categories":7662},[50],{"categories":7664},[50],{"categories":7666},[50],{"categories":7668},[123],{"categories":7670},[50],{"categories":7672},[123],{"categories":7674},[],{"categories":7676},[123],{"categories":7678},[123],{"categories":7680},[278],{"categories":7682},[106],{"categories":7684},[120],{"categories":7686},[],{"categories":7688},[],{"categories":7690},[123],{"categories":7692},[120],{"categories":7694},[120],{"categories":7696},[120],{"categories":7698},[],{"categories":7700},[96],{"categories":7702},[120],{"categories":7704},[120],{"categories":7706},[96],{"categories":7708},[120],{"categories":7710},[101],{"categories":7712},[120],{"categories":7714},[120],{"categories":7716},[120],{"categories":7718},[123],{"categories":7720},[145],{"categories":7722},[145],{"categories":7724},[50],{"categories":7726},[120],{"categories":7728},[123],{"categories":7730},[278],{"categories":7732},[123],{"categories":7734},[123],{"categories":7736},[123],{"categories":7738},[],{"categories":7740},[101],{"categories":7742},[],{"categories":7744},[278],{"categories":7746},[120],{"categories":7748},[120],{"categories":7750},[120],{"categories":7752},[106],{"categories":7754},[145,101],{"categories":7756},[123],{"categories":7758},[],{"categories":7760},[],{"categories":7762},[123],{"categories":7764},[],{"categories":7766},[123],{"categories":7768},[145],{"categories":7770},[106],{"categories":7772},[],{"categories":7774},[120],{"categories":7776},[50],{"categories":7778},[200],{"categories":7780},[],{"categories":7782},[50],{"categories":7784},[],{"categories":7786},[145],{"categories":7788},[96],{"categories":7790},[123],{"categories":7792},[],{"categories":7794},[120],{"categories":7796},[145],[7798,7925,8014,8088],{"id":7799,"title":7800,"ai":7801,"body":7806,"categories":7887,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":7888,"navigation":73,"path":7912,"published_at":7913,"question":51,"scraped_at":7914,"seo":7915,"sitemap":7916,"source_id":7917,"source_name":7918,"source_type":80,"source_url":7919,"stem":7920,"tags":7921,"thumbnail_url":51,"tldr":7922,"tweet":51,"unknown_tags":7923,"__hash__":7924},"summaries\u002Fsummaries\u002Fb85de5aa87f43692-stop-blaming-your-rag-pipeline-16-production-techn-summary.md","Stop Blaming Your RAG Pipeline: 16 Production Techniques",{"provider":7,"model":8,"input_tokens":7802,"output_tokens":7803,"processing_time_ms":7804,"cost_usd":7805},9362,935,4570,0.003743,{"type":14,"value":7807,"toc":7880},[7808,7812,7815,7819,7822,7845,7849,7852,7866,7870,7873,7877],[17,7809,7811],{"id":7810},"the-pipeline-as-a-system","The Pipeline as a System",[22,7813,7814],{},"Most production RAG failures are not caused by the LLM, but by silent breakdowns in the retrieval pipeline. Treating RAG as a single black box hides these issues. Instead, view it as an eleven-stage chain—from query intake to response delivery—where each stage is independently tunable and observable.",[17,7816,7818],{"id":7817},"optimizing-retrieval-precision","Optimizing Retrieval Precision",[22,7820,7821],{},"Retrieval is the most common point of failure. Relying solely on dense vector embeddings often leads to poor performance on exact identifiers like SKUs or model numbers.",[7823,7824,7825,7833,7839],"ul",{},[7826,7827,7828,7832],"li",{},[7829,7830,7831],"strong",{},"Hybrid Retrieval:"," Combine dense (semantic) and sparse (keyword\u002FBM25) search using Reciprocal Rank Fusion. This captures both conceptual meaning and exact keyword matches.",[7826,7834,7835,7838],{},[7829,7836,7837],{},"Two-Stage Retrieval:"," Use a wide-net retrieval (top 20-50 chunks) followed by a cross-encoder reranker. The reranker scores candidates against the query, providing a significant precision lift that simple similarity search cannot match.",[7826,7840,7841,7844],{},[7829,7842,7843],{},"Query Expansion:"," Short user queries often lack the context needed for high-quality retrieval. Techniques like HyDE (Hypothetical Document Embeddings) generate a hypothetical answer to create a richer retrieval signal, though you must ensure the hypothetical text is never leaked into the final context.",[17,7846,7848],{"id":7847},"data-ingestion-and-chunking","Data Ingestion and Chunking",[22,7850,7851],{},"Chunking is a hypothesis, not a fixed rule. Start with 300-500 tokens and 10-20% overlap, then tune against a dedicated evaluation set.",[7823,7853,7854,7860],{},[7826,7855,7856,7859],{},[7829,7857,7858],{},"Semantic Boundaries:"," Prefer splitting by paragraphs or sections rather than arbitrary character counts to avoid breaking sentences mid-thought.",[7826,7861,7862,7865],{},[7829,7863,7864],{},"Table Handling:"," Standard text loaders often flatten tables into unusable strings. Use dedicated table extraction tools to preserve the structure of product specs and pricing matrices.",[17,7867,7869],{"id":7868},"intent-and-routing","Intent and Routing",[22,7871,7872],{},"Not every query should hit the same index. Use zero-shot classification to route queries to specific indices (e.g., policy docs vs. order logs) and select appropriate prompt templates. Common intents can be short-circuited entirely by hitting a curated FAQ, which drastically reduces latency and improves reliability.",[17,7874,7876],{"id":7875},"evaluation-and-monitoring","Evaluation and Monitoring",[22,7878,7879],{},"If you are not measuring, you are guessing. The most overlooked area in RAG is the lack of a robust evaluation set. Without a ground-truth dataset, you cannot objectively measure the impact of changes to your chunking strategy, embedding model, or retrieval logic. Treat evaluation as a first-class citizen of the development lifecycle.",{"title":43,"searchDepth":44,"depth":44,"links":7881},[7882,7883,7884,7885,7886],{"id":7810,"depth":44,"text":7811},{"id":7817,"depth":44,"text":7818},{"id":7847,"depth":44,"text":7848},{"id":7868,"depth":44,"text":7869},{"id":7875,"depth":44,"text":7876},[50],{"content_references":7889,"triage":7909},[7890,7896,7900,7903,7906],{"type":7891,"title":7892,"author":7893,"url":7894,"context":7895},"paper","Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks","Lewis et al.","https:\u002F\u002Farxiv.org\u002Fabs\u002F2005.11401","cited",{"type":7891,"title":7897,"author":7898,"url":7899,"context":7895},"Precise Zero-Shot Dense Retrieval without Relevance Labels (HyDE)","Gao et al.","https:\u002F\u002Farxiv.org\u002Fabs\u002F2212.10496",{"type":7891,"title":7901,"url":7902,"context":7895},"Reciprocal Rank Fusion (RRF)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2402.03367",{"type":58,"title":7904,"url":7905,"context":67},"Pinecone","https:\u002F\u002Fwww.pinecone.io\u002F",{"type":58,"title":7907,"url":7908,"context":67},"Weaviate","https:\u002F\u002Fweaviate.io\u002F",{"relevance":69,"novelty":70,"quality":70,"actionability":69,"composite":7910,"reasoning":7911},4.55,"Category: AI Automation. The article provides in-depth techniques for optimizing RAG pipelines, addressing a common pain point for developers integrating AI features. It offers actionable strategies like hybrid retrieval and two-stage retrieval, which can be directly applied to improve production systems.","\u002Fsummaries\u002Fb85de5aa87f43692-stop-blaming-your-rag-pipeline-16-production-techn-summary","2026-06-29 19:48:22","2026-06-30 12:57:01",{"title":7800,"description":43},{"loc":7912},"b85de5aa87f43692","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fstop-blaming-your-rag-pipeline-16-techniques-that-actually-work-in-production-9881786810d8?source=rss----5517fd7b58a6---4","summaries\u002Fb85de5aa87f43692-stop-blaming-your-rag-pipeline-16-production-techn-summary",[84,85,86,87],"Most RAG failures are pipeline issues, not model limitations. Improving retrieval precision through hybrid search, reranking, and rigorous evaluation is more effective than simply swapping models.",[87],"Fka6IIj4SW6mciCuUxoNfKk_FJLxJzitMcIKAZiDH90",{"id":7926,"title":7927,"ai":7928,"body":7933,"categories":7990,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":7991,"navigation":73,"path":8002,"published_at":8003,"question":51,"scraped_at":8003,"seo":8004,"sitemap":8005,"source_id":8006,"source_name":8007,"source_type":80,"source_url":8008,"stem":8009,"tags":8010,"thumbnail_url":51,"tldr":8011,"tweet":51,"unknown_tags":8012,"__hash__":8013},"summaries\u002Fsummaries\u002Fb8a75fb67d817922-building-natural-voice-agents-with-gpt-live-1-api-summary.md","Building Natural Voice Agents with GPT-Live-1 API",{"provider":7,"model":8,"input_tokens":7929,"output_tokens":7930,"processing_time_ms":7931,"cost_usd":7932},8169,634,3358,0.00299325,{"type":14,"value":7934,"toc":7985},[7935,7939,7942,7945,7949,7952,7978,7982],[17,7936,7938],{"id":7937},"simplifying-voice-architecture","Simplifying Voice Architecture",[22,7940,7941],{},"Traditional voice agents rely on cascaded architectures—stitching together separate Speech-to-Text (STT), Large Language Model (LLM), and Text-to-Speech (TTS) components. This approach introduces significant latency and makes it difficult to manage natural conversational flow, such as handling interruptions or pauses.",[22,7943,7944],{},"GPT-Live-1 replaces this with a single, full-duplex model that processes incoming and outgoing audio simultaneously. This architecture allows the agent to handle interruptions and acknowledgments in real-time. By offloading the voice layer to GPT-Live-1, developers can delegate deeper reasoning and tool-calling tasks to specialized backend models (like GPT-6 Astra or Terra), enabling the conversation to continue fluidly while the backend processes complex requests.",[17,7946,7948],{"id":7947},"performance-and-control","Performance and Control",[22,7950,7951],{},"GPT-Live-1 offers significant improvements in interactive behavior, including a 30 percentage point improvement in Full Duplex Bench performance compared to previous iterations. Key operational advantages include:",[7823,7953,7954,7960,7966,7972],{},[7826,7955,7956,7959],{},[7829,7957,7958],{},"Interruption Handling:"," The model reasons over audio holistically, reducing interruptions by nearly 80% in early testing (e.g., in language tutoring scenarios).",[7826,7961,7962,7965],{},[7829,7963,7964],{},"Context Management:"," Improved handling of background noise and silence, preventing the model from narrating every environmental sound.",[7826,7967,7968,7971],{},[7829,7969,7970],{},"Developer Customization:"," Developers can steer tone, pace, and style via system prompts, and the model supports alphanumeric understanding and keyword biasing.",[7826,7973,7974,7977],{},[7829,7975,7976],{},"Deployment Flexibility:"," The model supports telephony and extended sessions, making it suitable for high-volume tasks like customer support, reservations, and AI-assisted engineering workflows.",[17,7979,7981],{"id":7980},"integration-and-availability","Integration and Availability",[22,7983,7984],{},"The API is available at $0.05 per minute for the voice layer. Developers can integrate it by passing conversation context to a backend model and returning the response to the GPT-Live-1 session. The platform also supports OpenAI Presence for enterprise-grade deployments that require integration with proprietary company systems and human escalation paths.",{"title":43,"searchDepth":44,"depth":44,"links":7986},[7987,7988,7989],{"id":7937,"depth":44,"text":7938},{"id":7947,"depth":44,"text":7948},{"id":7980,"depth":44,"text":7981},[50],{"content_references":7992,"triage":8000},[7993,7997],{"type":58,"title":7994,"url":7995,"context":7996},"GPT-Live-1","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Flive","recommended",{"type":58,"title":7998,"url":7999,"context":67},"OpenAI Presence","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-openai-presence\u002F",{"relevance":69,"novelty":70,"quality":70,"actionability":70,"composite":71,"reasoning":8001},"Category: AI & LLMs. The article provides in-depth insights into the capabilities of the GPT-Live-1 API, addressing specific pain points such as latency and conversational flow in voice agents. It offers actionable details on how developers can integrate this API into their workflows, making it highly relevant for those building AI-powered products.","\u002Fsummaries\u002Fb8a75fb67d817922-building-natural-voice-agents-with-gpt-live-1-api-summary","2026-09-11 03:12:26",{"title":7927,"description":43},{"loc":8002},"b8a75fb67d817922","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-gpt-live-1-in-the-api","summaries\u002Fb8a75fb67d817922-building-natural-voice-agents-with-gpt-live-1-api-summary",[84,85,86],"GPT-Live-1 brings full-duplex, low-latency voice interaction to the API, allowing developers to replace brittle, cascaded architectures with a single model that handles interruptions, background noise, and complex reasoning delegation.",[],"9WUUfFXYpdS4ZvMbvOvhCdVKkr2BFS8A_9TyrIYGYm8",{"id":8015,"title":8016,"ai":8017,"body":8022,"categories":8068,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":8069,"navigation":73,"path":8075,"published_at":8076,"question":51,"scraped_at":8077,"seo":8078,"sitemap":8079,"source_id":8080,"source_name":8081,"source_type":80,"source_url":8082,"stem":8083,"tags":8084,"thumbnail_url":51,"tldr":8085,"tweet":51,"unknown_tags":8086,"__hash__":8087},"summaries\u002Fsummaries\u002Ff1c8ae9706e46d62-anthropic-unifies-claude-memory-across-chat-and-co-summary.md","Anthropic Unifies Claude Memory Across Chat and Cowork",{"provider":7,"model":8,"input_tokens":8018,"output_tokens":8019,"processing_time_ms":8020,"cost_usd":8021},5895,400,2396,0.00207375,{"type":14,"value":8023,"toc":8064},[8024,8028,8031,8035,8038,8041,8061],[17,8025,8027],{"id":8026},"unified-context-for-seamless-workflows","Unified Context for Seamless Workflows",[22,8029,8030],{},"Anthropic has eliminated the friction of \"rebriefing\" AI agents by merging the memory systems of its standard chat interface and Claude Cowork. Previously, users often had to manually re-input project details when transitioning from a research or brainstorming phase in chat to an execution phase in Cowork. By unifying these systems, Claude now functions as a continuous assistant, automatically applying context—such as project parameters, conference details, or stakeholder information—across different modes of interaction.",[17,8032,8034],{"id":8033},"real-time-memory-updates-and-user-control","Real-Time Memory Updates and User Control",[22,8036,8037],{},"Claude now updates its memory incrementally during active conversations rather than waiting for a session to conclude. This real-time synchronization ensures that information shared in a chat is immediately available to Cowork.",[22,8039,8040],{},"To address privacy and accuracy, Anthropic has introduced a transparency layer that allows users to:",[7823,8042,8043,8049,8055],{},[7826,8044,8045,8048],{},[7829,8046,8047],{},"View:"," See exactly what information Claude has retained.",[7826,8050,8051,8054],{},[7829,8052,8053],{},"Edit\u002FDelete:"," Manually modify or remove specific memories.",[7826,8056,8057,8060],{},[7829,8058,8059],{},"Sensitive Data Management:"," By default, Claude excludes sensitive personal information (e.g., political beliefs, health data, ethnicity). Users can opt-in to store these topics, though the system strictly prohibits saving high-risk data like Social Security numbers or government-issued IDs, regardless of user preference.",[22,8062,8063],{},"This update is currently rolling out across Free, Pro, and Max plans on web, desktop, and mobile platforms.",{"title":43,"searchDepth":44,"depth":44,"links":8065},[8066,8067],{"id":8026,"depth":44,"text":8027},{"id":8033,"depth":44,"text":8034},[50],{"content_references":8070,"triage":8071},[],{"relevance":70,"novelty":8072,"quality":70,"actionability":8072,"composite":8073,"reasoning":8074},3,3.6,"Category: AI & LLMs. The article discusses a significant update to Anthropic's Claude AI, addressing a specific pain point of users needing seamless context retention across workflows. While it provides useful insights into the new features, it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002Ff1c8ae9706e46d62-anthropic-unifies-claude-memory-across-chat-and-co-summary","2026-08-25 17:50:33","2026-08-26 03:10:20",{"title":8016,"description":43},{"loc":8075},"f1c8ae9706e46d62","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F25\u002Fclaude-cowork-finally-remembers-what-you-told-the-app-in-chat\u002F","summaries\u002Ff1c8ae9706e46d62-anthropic-unifies-claude-memory-across-chat-and-co-summary",[84,85,86],"Anthropic has merged the memory systems for Claude chat and Claude Cowork, allowing the AI to retain context across different workflows and giving users manual control to edit or delete stored information.",[],"kVMGltwbDKlLTWdUHzJsfhpDoau_auoajARfVqH3ZgE",{"id":8089,"title":8090,"ai":8091,"body":8096,"categories":8144,"created_at":51,"date_modified":51,"description":43,"extension":52,"faq":51,"featured":53,"kicker_label":51,"meta":8145,"navigation":73,"path":8155,"published_at":8156,"question":51,"scraped_at":8156,"seo":8157,"sitemap":8158,"source_id":8159,"source_name":8007,"source_type":80,"source_url":8160,"stem":8161,"tags":8162,"thumbnail_url":51,"tldr":8163,"tweet":51,"unknown_tags":8164,"__hash__":8165},"summaries\u002Fsummaries\u002Fc0986f6628d189a1-scaling-frontier-intelligence-gpt-5-6-sol-at-750-t-summary.md","Scaling Frontier Intelligence: GPT-5.6 Sol at 750 Tokens\u002FSecond",{"provider":7,"model":8,"input_tokens":8092,"output_tokens":8093,"processing_time_ms":8094,"cost_usd":8095},4709,580,2444,0.00204725,{"type":14,"value":8097,"toc":8139},[8098,8102,8105,8109,8112,8132,8136],[17,8099,8101],{"id":8100},"bridging-the-gap-between-intelligence-and-latency","Bridging the Gap Between Intelligence and Latency",[22,8103,8104],{},"Historically, developers have been forced to choose between frontier-level intelligence and low-latency performance. The 'Ultrafast' mode for GPT-5.6 Sol, powered by Cerebras hardware, removes this trade-off by delivering up to 750 output tokens per second. This shift allows for the integration of high-reasoning models into time-sensitive production environments where previously only smaller, less capable models were viable.",[17,8106,8108],{"id":8107},"transforming-high-stakes-workflows","Transforming High-Stakes Workflows",[22,8110,8111],{},"By enabling real-time interaction with frontier intelligence, Ultrafast changes the nature of complex, iterative tasks. Key application areas include:",[7823,8113,8114,8120,8126],{},[7826,8115,8116,8119],{},[7829,8117,8118],{},"Incident Response:"," Engineers can process logs, analyze system traces, and validate fixes in real-time as an incident unfolds, significantly reducing the time between signal observation and action.",[7826,8121,8122,8125],{},[7829,8123,8124],{},"Research and Iteration:"," The speed allows for multiple experimental loops within a single workday, replacing overnight batch processing with rapid, interactive data querying and synthesis.",[7826,8127,8128,8131],{},[7829,8129,8130],{},"Interactive Applications:"," The model's ability to keep pace with human input enables more responsive UI\u002FUX patterns, such as real-time code generation or dynamic simulation building, where the model acts as a direct collaborator rather than a background task.",[17,8133,8135],{"id":8134},"hardware-enabled-performance","Hardware-Enabled Performance",[22,8137,8138],{},"The performance gains are achieved through a strategic partnership with Cerebras, which provides the specialized inference infrastructure required to support the high throughput of GPT-5.6 Sol. This collaboration demonstrates a move toward optimizing the entire stack—from model architecture to hardware deployment—to maximize 'useful work per second' rather than just raw parameter count or cost efficiency.",{"title":43,"searchDepth":44,"depth":44,"links":8140},[8141,8142,8143],{"id":8100,"depth":44,"text":8101},{"id":8107,"depth":44,"text":8108},{"id":8134,"depth":44,"text":8135},[50],{"content_references":8146,"triage":8153},[8147,8150],{"type":58,"title":8148,"url":8149,"context":67},"GPT-5.6 Sol","https:\u002F\u002Fopenai.com\u002Findex\u002Fgpt-5-6\u002F",{"type":58,"title":8151,"url":8152,"context":67},"Cerebras","https:\u002F\u002Fwww.cerebras.net\u002F",{"relevance":69,"novelty":70,"quality":70,"actionability":70,"composite":71,"reasoning":8154},"Category: AI & LLMs. The article discusses a new service tier for GPT-5.6 Sol that significantly enhances performance, addressing a key pain point for developers needing low-latency AI solutions. It provides concrete examples of how this technology can transform workflows in incident response and interactive applications, making it actionable for product builders.","\u002Fsummaries\u002Fc0986f6628d189a1-scaling-frontier-intelligence-gpt-5-6-sol-at-750-t-summary","2026-08-14 03:21:18",{"title":8090,"description":43},{"loc":8155},"c0986f6628d189a1","https:\u002F\u002Fopenai.com\u002Findex\u002Fpreviewing-ultrafast","summaries\u002Fc0986f6628d189a1-scaling-frontier-intelligence-gpt-5-6-sol-at-750-t-summary",[84,85,86],"OpenAI is introducing 'Ultrafast' mode, a new service tier powered by Cerebras that enables GPT-5.6 Sol to generate up to 750 tokens per second—a 14x speed increase over standard processing—without sacrificing model intelligence.",[],"JDc8SPih4DWjdw6-ZsgjK5T6AeR9fUUxI2pXqBV1suY"]