[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c101462c30cc1b7a-ogx-a-vendor-neutral-server-for-generative-ai-appl-summary":3,"summaries-facets-categories":98,"summary-related-c101462c30cc1b7a-ogx-a-vendor-neutral-server-for-generative-ai-appl-summary":6622},{"id":4,"title":5,"ai":6,"body":13,"categories":64,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":69,"navigation":81,"path":82,"published_at":83,"question":66,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":74,"stem":89,"tags":90,"thumbnail_url":66,"tldr":95,"tweet":66,"unknown_tags":96,"__hash__":97},"summaries\u002Fsummaries\u002Fc101462c30cc1b7a-ogx-a-vendor-neutral-server-for-generative-ai-appl-summary.md","OGX: A Vendor-Neutral Server for Generative AI Applications",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4056,512,2709,0.001782,{"type":14,"value":15,"toc":58},"minimark",[16,21,25,29,32,55],[17,18,20],"h2",{"id":19},"the-need-for-vendor-neutrality-in-ai-infrastructure","The Need for Vendor Neutrality in AI Infrastructure",[22,23,24],"p",{},"Modern generative AI development is often tightly coupled to proprietary model APIs, creating significant vendor lock-in and operational fragility. OGX (Open-source Generative AI Application Server) addresses this by providing a standardized, vendor-neutral abstraction layer. By acting as an application server, OGX allows developers to build AI-powered features that are model-agnostic, enabling seamless switching between different model providers without requiring significant code refactoring or infrastructure changes.",[17,26,28],{"id":27},"core-architecture-and-benefits","Core Architecture and Benefits",[22,30,31],{},"OGX functions as a middleware layer that standardizes how applications interact with LLMs and generative models. Key architectural advantages include:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Decoupled Logic:"," By abstracting the model interaction layer, developers can manage prompts, context windows, and model configurations in a centralized server environment rather than hardcoding them into the application logic.",[36,44,45,48],{},[39,46,47],{},"Operational Portability:"," Because OGX is open-source and vendor-neutral, it mitigates the risk of service disruptions or pricing shifts from any single model provider. It provides a consistent interface for tasks like RAG (Retrieval-Augmented Generation), function calling, and structured output generation.",[36,50,51,54],{},[39,52,53],{},"Standardized Integration:"," It simplifies the deployment of AI features by providing a unified API surface, reducing the complexity of managing multiple SDKs and authentication methods across different model vendors.",[22,56,57],{},"By moving the \"intelligence\" layer into a dedicated application server, teams can treat AI models as interchangeable components, prioritizing reliability and cost-efficiency without sacrificing development velocity.",{"title":59,"searchDepth":60,"depth":60,"links":61},"",2,[62,63],{"id":19,"depth":60,"text":20},{"id":27,"depth":60,"text":28},[65],"AI & LLMs",null,"md",false,{"content_references":70,"triage":76},[71],{"type":72,"title":73,"url":74,"context":75},"paper","OGX: An Open-Source, Vendor-Neutral Generative AI Application Server","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.14580","reviewed",{"relevance":77,"novelty":78,"quality":78,"actionability":78,"composite":79,"reasoning":80},5,4,4.35,"Category: AI & LLMs. The article discusses OGX, a vendor-neutral server for generative AI applications, which directly addresses the pain point of vendor lock-in for developers building AI-powered features. It provides a clear framework for how to implement a standardized, decoupled architecture, making it actionable for the target audience.",true,"\u002Fsummaries\u002Fc101462c30cc1b7a-ogx-a-vendor-neutral-server-for-generative-ai-appl-summary","2026-08-19 03:12:27",{"title":5,"description":59},{"loc":82},"c101462c30cc1b7a","arXiv cs.AI","article","summaries\u002Fc101462c30cc1b7a-ogx-a-vendor-neutral-server-for-generative-ai-appl-summary",[91,92,93,94],"ai-tools","open-source","llm","backend","OGX is an open-source application server designed to decouple generative AI logic from specific model providers, enabling portable, vendor-neutral AI infrastructure.",[],"fI0fgDdFHuKvtGB0uYYOPjGs5UkDjrksTZLruLS_YnA",[99,101,104,106,109,111,114,117,119,121,123,126,128,130,132,134,137,139,141,143,145,148,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,194,196,198,200,202,204,206,208,210,212,214,216,218,220,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,260,262,264,266,268,270,272,274,276,278,280,282,284,286,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,352,354,356,358,360,362,364,366,368,370,372,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,408,410,412,414,416,418,420,422,424,426,428,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,486,488,490,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,524,526,528,530,532,534,536,538,540,542,544,546,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,828,830,832,834,836,839,841,843,845,847,849,851,853,855,857,859,861,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620],{"categories":100},[65],{"categories":102},[103],"Developer Productivity",{"categories":105},[65],{"categories":107},[108],"Business & SaaS",{"categories":110},[65],{"categories":112},[113],"AI Automation",{"categories":115},[116],"Product Strategy",{"categories":118},[65],{"categories":120},[103],{"categories":122},[113],{"categories":124},[125],"Software Engineering",{"categories":127},[65],{"categories":129},[108],{"categories":131},[],{"categories":133},[65],{"categories":135},[136],"Inference & Serving",{"categories":138},[65],{"categories":140},[65],{"categories":142},[113],{"categories":144},[],{"categories":146},[147],"AI News & Trends",{"categories":149},[150],"Data Science & Visualization",{"categories":152},[113],{"categories":154},[65],{"categories":156},[65],{"categories":158},[108],{"categories":160},[103],{"categories":162},[65],{"categories":164},[113],{"categories":166},[147],{"categories":168},[113],{"categories":170},[113],{"categories":172},[65],{"categories":174},[113],{"categories":176},[65],{"categories":178},[65],{"categories":180},[65],{"categories":182},[147],{"categories":184},[65],{"categories":186},[65],{"categories":188},[65],{"categories":190},[],{"categories":192},[193],"Design & Frontend",{"categories":195},[150],{"categories":197},[147],{"categories":199},[65],{"categories":201},[65],{"categories":203},[65],{"categories":205},[],{"categories":207},[65],{"categories":209},[65],{"categories":211},[113],{"categories":213},[125],{"categories":215},[65],{"categories":217},[113],{"categories":219},[65],{"categories":221},[222],"Marketing & Growth",{"categories":224},[193],{"categories":226},[65],{"categories":228},[113],{"categories":230},[65],{"categories":232},[125],{"categories":234},[],{"categories":236},[],{"categories":238},[193],{"categories":240},[65],{"categories":242},[113],{"categories":244},[103],{"categories":246},[125],{"categories":248},[113],{"categories":250},[193],{"categories":252},[116],{"categories":254},[65],{"categories":256},[125],{"categories":258},[259],"DevOps & Cloud",{"categories":261},[113],{"categories":263},[116],{"categories":265},[147],{"categories":267},[65],{"categories":269},[],{"categories":271},[65],{"categories":273},[65],{"categories":275},[],{"categories":277},[113],{"categories":279},[125],{"categories":281},[],{"categories":283},[125],{"categories":285},[65],{"categories":287},[288],"Governance & Standards",{"categories":290},[108],{"categories":292},[],{"categories":294},[],{"categories":296},[65],{"categories":298},[65],{"categories":300},[113],{"categories":302},[65],{"categories":304},[65],{"categories":306},[113],{"categories":308},[65],{"categories":310},[65],{"categories":312},[65],{"categories":314},[],{"categories":316},[125],{"categories":318},[],{"categories":320},[],{"categories":322},[65],{"categories":324},[125],{"categories":326},[],{"categories":328},[125],{"categories":330},[65],{"categories":332},[65],{"categories":334},[222],{"categories":336},[65],{"categories":338},[65],{"categories":340},[193],{"categories":342},[193],{"categories":344},[65],{"categories":346},[125],{"categories":348},[113],{"categories":350},[351],"GovTech & Public-Sector Adoption",{"categories":353},[125],{"categories":355},[65],{"categories":357},[65],{"categories":359},[65],{"categories":361},[113],{"categories":363},[113],{"categories":365},[150],{"categories":367},[65],{"categories":369},[147],{"categories":371},[113],{"categories":373},[374],"Legal AI Tools",{"categories":376},[65],{"categories":378},[113],{"categories":380},[65],{"categories":382},[222],{"categories":384},[113],{"categories":386},[116],{"categories":388},[65],{"categories":390},[125],{"categories":392},[351],{"categories":394},[],{"categories":396},[113],{"categories":398},[],{"categories":400},[108],{"categories":402},[113],{"categories":404},[113],{"categories":406},[407],"RAG & Retrieval",{"categories":409},[108],{"categories":411},[65],{"categories":413},[125],{"categories":415},[125],{"categories":417},[259],{"categories":419},[193],{"categories":421},[113],{"categories":423},[65],{"categories":425},[65],{"categories":427},[],{"categories":429},[430],"Agents & Orchestration",{"categories":432},[125],{"categories":434},[65],{"categories":436},[],{"categories":438},[113],{"categories":440},[108],{"categories":442},[],{"categories":444},[65],{"categories":446},[],{"categories":448},[65],{"categories":450},[103],{"categories":452},[125],{"categories":454},[108],{"categories":456},[65],{"categories":458},[113],{"categories":460},[65],{"categories":462},[147],{"categories":464},[65],{"categories":466},[],{"categories":468},[65],{"categories":470},[],{"categories":472},[125],{"categories":474},[65],{"categories":476},[150],{"categories":478},[],{"categories":480},[65],{"categories":482},[193],{"categories":484},[485],"Models & Frontier Labs",{"categories":487},[],{"categories":489},[193],{"categories":491},[492],"Regulation & Governance of AI",{"categories":494},[113],{"categories":496},[],{"categories":498},[65],{"categories":500},[65],{"categories":502},[113],{"categories":504},[147],{"categories":506},[65],{"categories":508},[108],{"categories":510},[65],{"categories":512},[],{"categories":514},[125],{"categories":516},[113],{"categories":518},[65],{"categories":520},[116],{"categories":522},[523],"AI Policy & Regulation",{"categories":525},[],{"categories":527},[65],{"categories":529},[113],{"categories":531},[116],{"categories":533},[113],{"categories":535},[65],{"categories":537},[65],{"categories":539},[65],{"categories":541},[113],{"categories":543},[],{"categories":545},[150],{"categories":547},[548],"Evals & Reliability",{"categories":550},[65],{"categories":552},[65],{"categories":554},[],{"categories":556},[103],{"categories":558},[351],{"categories":560},[523],{"categories":562},[65],{"categories":564},[108],{"categories":566},[65],{"categories":568},[113],{"categories":570},[65],{"categories":572},[113],{"categories":574},[430],{"categories":576},[65],{"categories":578},[125],{"categories":580},[65],{"categories":582},[],{"categories":584},[193],{"categories":586},[],{"categories":588},[65],{"categories":590},[351],{"categories":592},[65],{"categories":594},[65],{"categories":596},[65],{"categories":598},[],{"categories":600},[193],{"categories":602},[],{"categories":604},[65],{"categories":606},[],{"categories":608},[113],{"categories":610},[65],{"categories":612},[193],{"categories":614},[],{"categories":616},[65],{"categories":618},[65],{"categories":620},[150],{"categories":622},[113],{"categories":624},[65],{"categories":626},[108],{"categories":628},[113],{"categories":630},[65],{"categories":632},[65],{"categories":634},[125],{"categories":636},[193],{"categories":638},[65],{"categories":640},[113],{"categories":642},[],{"categories":644},[125],{"categories":646},[113],{"categories":648},[150],{"categories":650},[],{"categories":652},[65],{"categories":654},[147],{"categories":656},[65],{"categories":658},[],{"categories":660},[65],{"categories":662},[65],{"categories":664},[65],{"categories":666},[108,222],{"categories":668},[],{"categories":670},[125],{"categories":672},[65],{"categories":674},[65],{"categories":676},[113],{"categories":678},[65],{"categories":680},[],{"categories":682},[],{"categories":684},[65],{"categories":686},[193],{"categories":688},[65],{"categories":690},[],{"categories":692},[65],{"categories":694},[259],{"categories":696},[],{"categories":698},[113],{"categories":700},[147],{"categories":702},[65],{"categories":704},[65],{"categories":706},[193],{"categories":708},[],{"categories":710},[147],{"categories":712},[65],{"categories":714},[136],{"categories":716},[65],{"categories":718},[65],{"categories":720},[113],{"categories":722},[147],{"categories":724},[485],{"categories":726},[65],{"categories":728},[222],{"categories":730},[],{"categories":732},[113],{"categories":734},[108],{"categories":736},[125],{"categories":738},[65],{"categories":740},[113],{"categories":742},[],{"categories":744},[65,259],{"categories":746},[65],{"categories":748},[65],{"categories":750},[65],{"categories":752},[113],{"categories":754},[65,125],{"categories":756},[150],{"categories":758},[65],{"categories":760},[65],{"categories":762},[125],{"categories":764},[65],{"categories":766},[113],{"categories":768},[523],{"categories":770},[222],{"categories":772},[65],{"categories":774},[113],{"categories":776},[65],{"categories":778},[65],{"categories":780},[113],{"categories":782},[],{"categories":784},[113],{"categories":786},[65],{"categories":788},[65],{"categories":790},[113],{"categories":792},[65],{"categories":794},[65,108],{"categories":796},[65],{"categories":798},[108],{"categories":800},[],{"categories":802},[193],{"categories":804},[193],{"categories":806},[65],{"categories":808},[],{"categories":810},[],{"categories":812},[65],{"categories":814},[147],{"categories":816},[],{"categories":818},[103],{"categories":820},[65],{"categories":822},[125],{"categories":824},[65],{"categories":826},[827],"Generative UI & Design-to-Code",{"categories":829},[65],{"categories":831},[65],{"categories":833},[193],{"categories":835},[65],{"categories":837},[838],"Algorithmic Accountability",{"categories":840},[113],{"categories":842},[125],{"categories":844},[147],{"categories":846},[193],{"categories":848},[65],{"categories":850},[],{"categories":852},[116],{"categories":854},[65],{"categories":856},[65],{"categories":858},[65],{"categories":860},[113],{"categories":862},[863],"MLOps & Infrastructure",{"categories":865},[65],{"categories":867},[65],{"categories":869},[65],{"categories":871},[65],{"categories":873},[65],{"categories":875},[147],{"categories":877},[116],{"categories":879},[103],{"categories":881},[65],{"categories":883},[113],{"categories":885},[259],{"categories":887},[65],{"categories":889},[108],{"categories":891},[65],{"categories":893},[193],{"categories":895},[65],{"categories":897},[65],{"categories":899},[113],{"categories":901},[],{"categories":903},[],{"categories":905},[65],{"categories":907},[136],{"categories":909},[193],{"categories":911},[147],{"categories":913},[150],{"categories":915},[],{"categories":917},[65],{"categories":919},[65],{"categories":921},[108],{"categories":923},[113],{"categories":925},[65],{"categories":927},[65],{"categories":929},[65],{"categories":931},[65],{"categories":933},[147],{"categories":935},[136],{"categories":937},[65],{"categories":939},[193],{"categories":941},[65],{"categories":943},[],{"categories":945},[113],{"categories":947},[125],{"categories":949},[],{"categories":951},[65],{"categories":953},[65],{"categories":955},[113],{"categories":957},[125],{"categories":959},[65],{"categories":961},[150],{"categories":963},[],{"categories":965},[65],{"categories":967},[],{"categories":969},[65],{"categories":971},[],{"categories":973},[65],{"categories":975},[116],{"categories":977},[108],{"categories":979},[113],{"categories":981},[113],{"categories":983},[],{"categories":985},[103],{"categories":987},[65],{"categories":989},[65],{"categories":991},[108],{"categories":993},[147],{"categories":995},[103],{"categories":997},[],{"categories":999},[65],{"categories":1001},[],{"categories":1003},[],{"categories":1005},[147],{"categories":1007},[147],{"categories":1009},[],{"categories":1011},[430],{"categories":1013},[65],{"categories":1015},[193],{"categories":1017},[125],{"categories":1019},[],{"categories":1021},[374],{"categories":1023},[113],{"categories":1025},[108],{"categories":1027},[],{"categories":1029},[],{"categories":1031},[103],{"categories":1033},[150],{"categories":1035},[],{"categories":1037},[222],{"categories":1039},[113],{"categories":1041},[108],{"categories":1043},[113],{"categories":1045},[108],{"categories":1047},[65],{"categories":1049},[125],{"categories":1051},[],{"categories":1053},[136],{"categories":1055},[116],{"categories":1057},[65],{"categories":1059},[193],{"categories":1061},[125],{"categories":1063},[108],{"categories":1065},[65],{"categories":1067},[113],{"categories":1069},[108],{"categories":1071},[65],{"categories":1073},[65],{"categories":1075},[65],{"categories":1077},[65],{"categories":1079},[65],{"categories":1081},[],{"categories":1083},[],{"categories":1085},[125],{"categories":1087},[150],{"categories":1089},[116],{"categories":1091},[65],{"categories":1093},[113],{"categories":1095},[125],{"categories":1097},[125],{"categories":1099},[65],{"categories":1101},[],{"categories":1103},[147],{"categories":1105},[116],{"categories":1107},[125],{"categories":1109},[65],{"categories":1111},[548],{"categories":1113},[259],{"categories":1115},[],{"categories":1117},[113],{"categories":1119},[65],{"categories":1121},[],{"categories":1123},[103],{"categories":1125},[],{"categories":1127},[65],{"categories":1129},[65],{"categories":1131},[65],{"categories":1133},[193],{"categories":1135},[222],{"categories":1137},[65],{"categories":1139},[125],{"categories":1141},[65],{"categories":1143},[113],{"categories":1145},[],{"categories":1147},[125],{"categories":1149},[65],{"categories":1151},[103],{"categories":1153},[],{"categories":1155},[108],{"categories":1157},[65],{"categories":1159},[147],{"categories":1161},[65,259],{"categories":1163},[65],{"categories":1165},[1166],"Design Systems for AI",{"categories":1168},[65],{"categories":1170},[65],{"categories":1172},[147],{"categories":1174},[65],{"categories":1176},[65],{"categories":1178},[65],{"categories":1180},[108],{"categories":1182},[65],{"categories":1184},[65],{"categories":1186},[65],{"categories":1188},[],{"categories":1190},[65],{"categories":1192},[65],{"categories":1194},[108],{"categories":1196},[65],{"categories":1198},[],{"categories":1200},[113],{"categories":1202},[125],{"categories":1204},[147],{"categories":1206},[125],{"categories":1208},[65],{"categories":1210},[193],{"categories":1212},[147],{"categories":1214},[150],{"categories":1216},[65],{"categories":1218},[65],{"categories":1220},[113],{"categories":1222},[103],{"categories":1224},[523],{"categories":1226},[65],{"categories":1228},[113],{"categories":1230},[65],{"categories":1232},[125],{"categories":1234},[125],{"categories":1236},[],{"categories":1238},[],{"categories":1240},[65],{"categories":1242},[113],{"categories":1244},[116],{"categories":1246},[],{"categories":1248},[108],{"categories":1250},[65],{"categories":1252},[],{"categories":1254},[193],{"categories":1256},[113],{"categories":1258},[125],{"categories":1260},[193],{"categories":1262},[65],{"categories":1264},[65],{"categories":1266},[193],{"categories":1268},[],{"categories":1270},[],{"categories":1272},[147],{"categories":1274},[113],{"categories":1276},[113],{"categories":1278},[65],{"categories":1280},[65],{"categories":1282},[65],{"categories":1284},[65],{"categories":1286},[108],{"categories":1288},[65],{"categories":1290},[65],{"categories":1292},[],{"categories":1294},[125],{"categories":1296},[125],{"categories":1298},[65],{"categories":1300},[125],{"categories":1302},[108],{"categories":1304},[],{"categories":1306},[65],{"categories":1308},[65],{"categories":1310},[65],{"categories":1312},[65],{"categories":1314},[65],{"categories":1316},[113],{"categories":1318},[103],{"categories":1320},[108],{"categories":1322},[65],{"categories":1324},[113],{"categories":1326},[147],{"categories":1328},[113],{"categories":1330},[136],{"categories":1332},[222],{"categories":1334},[65],{"categories":1336},[113],{"categories":1338},[65],{"categories":1340},[65],{"categories":1342},[],{"categories":1344},[193],{"categories":1346},[],{"categories":1348},[65],{"categories":1350},[65],{"categories":1352},[],{"categories":1354},[125],{"categories":1356},[108],{"categories":1358},[1359],"Visual & Generative Media",{"categories":1361},[113],{"categories":1363},[],{"categories":1365},[65],{"categories":1367},[65],{"categories":1369},[125],{"categories":1371},[259],{"categories":1373},[65],{"categories":1375},[150],{"categories":1377},[523],{"categories":1379},[125],{"categories":1381},[222],{"categories":1383},[65],{"categories":1385},[193],{"categories":1387},[65],{"categories":1389},[65],{"categories":1391},[125],{"categories":1393},[113],{"categories":1395},[65],{"categories":1397},[],{"categories":1399},[],{"categories":1401},[113],{"categories":1403},[125],{"categories":1405},[103],{"categories":1407},[113],{"categories":1409},[485],{"categories":1411},[65],{"categories":1413},[116],{"categories":1415},[65],{"categories":1417},[108],{"categories":1419},[],{"categories":1421},[65],{"categories":1423},[116],{"categories":1425},[65],{"categories":1427},[65],{"categories":1429},[65],{"categories":1431},[116],{"categories":1433},[65],{"categories":1435},[65],{"categories":1437},[222],{"categories":1439},[65],{"categories":1441},[430],{"categories":1443},[65],{"categories":1445},[113],{"categories":1447},[65],{"categories":1449},[65],{"categories":1451},[65],{"categories":1453},[65],{"categories":1455},[193],{"categories":1457},[113],{"categories":1459},[],{"categories":1461},[113],{"categories":1463},[],{"categories":1465},[259],{"categories":1467},[125],{"categories":1469},[],{"categories":1471},[485],{"categories":1473},[65],{"categories":1475},[113],{"categories":1477},[65],{"categories":1479},[193,65],{"categories":1481},[103],{"categories":1483},[65],{"categories":1485},[193],{"categories":1487},[],{"categories":1489},[65],{"categories":1491},[103],{"categories":1493},[1494],"Medical Imaging & Radiology",{"categories":1496},[65],{"categories":1498},[193],{"categories":1500},[113],{"categories":1502},[125],{"categories":1504},[],{"categories":1506},[65],{"categories":1508},[65],{"categories":1510},[65],{"categories":1512},[],{"categories":1514},[],{"categories":1516},[65],{"categories":1518},[430],{"categories":1520},[65],{"categories":1522},[103],{"categories":1524},[65],{"categories":1526},[65],{"categories":1528},[],{"categories":1530},[113],{"categories":1532},[65],{"categories":1534},[116],{"categories":1536},[125],{"categories":1538},[65],{"categories":1540},[430],{"categories":1542},[65],{"categories":1544},[113],{"categories":1546},[65],{"categories":1548},[65],{"categories":1550},[65],{"categories":1552},[193],{"categories":1554},[113],{"categories":1556},[259],{"categories":1558},[193],{"categories":1560},[108],{"categories":1562},[113],{"categories":1564},[147],{"categories":1566},[65],{"categories":1568},[65],{"categories":1570},[116],{"categories":1572},[65],{"categories":1574},[65],{"categories":1576},[65],{"categories":1578},[113],{"categories":1580},[65],{"categories":1582},[125],{"categories":1584},[125],{"categories":1586},[65],{"categories":1588},[116],{"categories":1590},[],{"categories":1592},[147],{"categories":1594},[],{"categories":1596},[116],{"categories":1598},[113],{"categories":1600},[65],{"categories":1602},[113],{"categories":1604},[1166],{"categories":1606},[1166],{"categories":1608},[193],{"categories":1610},[65],{"categories":1612},[65],{"categories":1614},[113],{"categories":1616},[125],{"categories":1618},[193],{"categories":1620},[113],{"categories":1622},[147],{"categories":1624},[],{"categories":1626},[65],{"categories":1628},[],{"categories":1630},[65],{"categories":1632},[65],{"categories":1634},[65],{"categories":1636},[65],{"categories":1638},[113],{"categories":1640},[1641],"Contract Review & E-Discovery",{"categories":1643},[65],{"categories":1645},[193],{"categories":1647},[65],{"categories":1649},[103],{"categories":1651},[65],{"categories":1653},[147],{"categories":1655},[65],{"categories":1657},[65],{"categories":1659},[222],{"categories":1661},[125],{"categories":1663},[65],{"categories":1665},[65],{"categories":1667},[113],{"categories":1669},[113],{"categories":1671},[838],{"categories":1673},[65],{"categories":1675},[65],{"categories":1677},[113],{"categories":1679},[113],{"categories":1681},[65],{"categories":1683},[65],{"categories":1685},[113],{"categories":1687},[65],{"categories":1689},[65],{"categories":1691},[430],{"categories":1693},[407],{"categories":1695},[65],{"categories":1697},[113],{"categories":1699},[65],{"categories":1701},[1702],"Law-Firm Practice & Adoption",{"categories":1704},[65],{"categories":1706},[113],{"categories":1708},[193],{"categories":1710},[65],{"categories":1712},[65],{"categories":1714},[65],{"categories":1716},[],{"categories":1718},[],{"categories":1720},[125],{"categories":1722},[65],{"categories":1724},[],{"categories":1726},[113],{"categories":1728},[103],{"categories":1730},[259],{"categories":1732},[65],{"categories":1734},[],{"categories":1736},[103],{"categories":1738},[108],{"categories":1740},[65],{"categories":1742},[222],{"categories":1744},[],{"categories":1746},[108],{"categories":1748},[108],{"categories":1750},[],{"categories":1752},[65],{"categories":1754},[116],{"categories":1756},[65],{"categories":1758},[125],{"categories":1760},[],{"categories":1762},[],{"categories":1764},[],{"categories":1766},[],{"categories":1768},[65],{"categories":1770},[113],{"categories":1772},[259],{"categories":1774},[65],{"categories":1776},[103],{"categories":1778},[125],{"categories":1780},[65],{"categories":1782},[65],{"categories":1784},[125],{"categories":1786},[116],{"categories":1788},[65],{"categories":1790},[65],{"categories":1792},[65],{"categories":1794},[863],{"categories":1796},[65],{"categories":1798},[65],{"categories":1800},[222],{"categories":1802},[125],{"categories":1804},[108],{"categories":1806},[65],{"categories":1808},[65],{"categories":1810},[193],{"categories":1812},[65],{"categories":1814},[65],{"categories":1816},[65],{"categories":1818},[65],{"categories":1820},[108],{"categories":1822},[113],{"categories":1824},[65,103],{"categories":1826},[430],{"categories":1828},[65],{"categories":1830},[65],{"categories":1832},[125],{"categories":1834},[125],{"categories":1836},[193],{"categories":1838},[113],{"categories":1840},[125],{"categories":1842},[65],{"categories":1844},[65],{"categories":1846},[],{"categories":1848},[],{"categories":1850},[65],{"categories":1852},[113],{"categories":1854},[],{"categories":1856},[65],{"categories":1858},[125],{"categories":1860},[150],{"categories":1862},[147],{"categories":1864},[193],{"categories":1866},[65],{"categories":1868},[65],{"categories":1870},[125],{"categories":1872},[],{"categories":1874},[113],{"categories":1876},[65],{"categories":1878},[65],{"categories":1880},[65],{"categories":1882},[65],{"categories":1884},[],{"categories":1886},[113],{"categories":1888},[65],{"categories":1890},[65],{"categories":1892},[],{"categories":1894},[113],{"categories":1896},[65],{"categories":1898},[65],{"categories":1900},[108],{"categories":1902},[65],{"categories":1904},[65],{"categories":1906},[],{"categories":1908},[103],{"categories":1910},[65],{"categories":1912},[65],{"categories":1914},[193],{"categories":1916},[65],{"categories":1918},[125],{"categories":1920},[65],{"categories":1922},[103],{"categories":1924},[65],{"categories":1926},[125],{"categories":1928},[222],{"categories":1930},[113],{"categories":1932},[113],{"categories":1934},[65],{"categories":1936},[65],{"categories":1938},[65,193],{"categories":1940},[65],{"categories":1942},[113],{"categories":1944},[147],{"categories":1946},[65],{"categories":1948},[147],{"categories":1950},[113],{"categories":1952},[193],{"categories":1954},[65],{"categories":1956},[],{"categories":1958},[125],{"categories":1960},[259],{"categories":1962},[193],{"categories":1964},[125],{"categories":1966},[65],{"categories":1968},[116],{"categories":1970},[65],{"categories":1972},[65],{"categories":1974},[113],{"categories":1976},[],{"categories":1978},[],{"categories":1980},[65],{"categories":1982},[],{"categories":1984},[],{"categories":1986},[116],{"categories":1988},[125],{"categories":1990},[65],{"categories":1992},[113],{"categories":1994},[113],{"categories":1996},[108],{"categories":1998},[113],{"categories":2000},[259],{"categories":2002},[65],{"categories":2004},[65],{"categories":2006},[65],{"categories":2008},[136],{"categories":2010},[65],{"categories":2012},[65],{"categories":2014},[125],{"categories":2016},[113],{"categories":2018},[65],{"categories":2020},[65],{"categories":2022},[374],{"categories":2024},[838],{"categories":2026},[],{"categories":2028},[193],{"categories":2030},[1702],{"categories":2032},[125],{"categories":2034},[],{"categories":2036},[],{"categories":2038},[113],{"categories":2040},[],{"categories":2042},[],{"categories":2044},[65],{"categories":2046},[222],{"categories":2048},[65],{"categories":2050},[222],{"categories":2052},[113],{"categories":2054},[65],{"categories":2056},[125],{"categories":2058},[116],{"categories":2060},[],{"categories":2062},[65],{"categories":2064},[65],{"categories":2066},[125],{"categories":2068},[1641],{"categories":2070},[193],{"categories":2072},[193],{"categories":2074},[65],{"categories":2076},[113],{"categories":2078},[103],{"categories":2080},[65],{"categories":2082},[65],{"categories":2084},[65],{"categories":2086},[193],{"categories":2088},[193],{"categories":2090},[113],{"categories":2092},[113],{"categories":2094},[113],{"categories":2096},[65],{"categories":2098},[65],{"categories":2100},[],{"categories":2102},[65],{"categories":2104},[],{"categories":2106},[2107],"Interaction & Product Design",{"categories":2109},[65],{"categories":2111},[113],{"categories":2113},[125],{"categories":2115},[288],{"categories":2117},[147],{"categories":2119},[125],{"categories":2121},[65],{"categories":2123},[65],{"categories":2125},[125],{"categories":2127},[103],{"categories":2129},[113],{"categories":2131},[65],{"categories":2133},[],{"categories":2135},[113],{"categories":2137},[113],{"categories":2139},[],{"categories":2141},[125],{"categories":2143},[65],{"categories":2145},[103],{"categories":2147},[2107],{"categories":2149},[65],{"categories":2151},[103],{"categories":2153},[103],{"categories":2155},[],{"categories":2157},[113],{"categories":2159},[125],{"categories":2161},[],{"categories":2163},[113],{"categories":2165},[147],{"categories":2167},[65],{"categories":2169},[113],{"categories":2171},[65],{"categories":2173},[113],{"categories":2175},[65],{"categories":2177},[65],{"categories":2179},[147],{"categories":2181},[150],{"categories":2183},[65],{"categories":2185},[116],{"categories":2187},[125],{"categories":2189},[2190],"Coding Agents & Dev Productivity",{"categories":2192},[147],{"categories":2194},[193],{"categories":2196},[65],{"categories":2198},[65],{"categories":2200},[],{"categories":2202},[65],{"categories":2204},[838],{"categories":2206},[],{"categories":2208},[65],{"categories":2210},[259],{"categories":2212},[65],{"categories":2214},[147],{"categories":2216},[],{"categories":2218},[],{"categories":2220},[65],{"categories":2222},[],{"categories":2224},[113],{"categories":2226},[65],{"categories":2228},[],{"categories":2230},[125],{"categories":2232},[125],{"categories":2234},[65],{"categories":2236},[150],{"categories":2238},[],{"categories":2240},[65],{"categories":2242},[65],{"categories":2244},[65],{"categories":2246},[150],{"categories":2248},[125],{"categories":2250},[113],{"categories":2252},[],{"categories":2254},[],{"categories":2256},[65],{"categories":2258},[65],{"categories":2260},[113],{"categories":2262},[113],{"categories":2264},[351],{"categories":2266},[125],{"categories":2268},[125],{"categories":2270},[113],{"categories":2272},[147],{"categories":2274},[147],{"categories":2276},[113],{"categories":2278},[113],{"categories":2280},[65],{"categories":2282},[103],{"categories":2284},[2107],{"categories":2286},[65,259],{"categories":2288},[150],{"categories":2290},[],{"categories":2292},[193],{"categories":2294},[125],{"categories":2296},[103],{"categories":2298},[65],{"categories":2300},[113],{"categories":2302},[2303],"The Designer's Role & Craft",{"categories":2305},[193],{"categories":2307},[],{"categories":2309},[113],{"categories":2311},[65],{"categories":2313},[113],{"categories":2315},[113],{"categories":2317},[65],{"categories":2319},[222],{"categories":2321},[65],{"categories":2323},[125],{"categories":2325},[65],{"categories":2327},[193],{"categories":2329},[65],{"categories":2331},[],{"categories":2333},[113],{"categories":2335},[193],{"categories":2337},[65],{"categories":2339},[65],{"categories":2341},[65],{"categories":2343},[2344],"AI UX Patterns",{"categories":2346},[113],{"categories":2348},[113],{"categories":2350},[113],{"categories":2352},[113],{"categories":2354},[222],{"categories":2356},[150],{"categories":2358},[65],{"categories":2360},[113],{"categories":2362},[65],{"categories":2364},[1166],{"categories":2366},[],{"categories":2368},[222],{"categories":2370},[113],{"categories":2372},[147],{"categories":2374},[125],{"categories":2376},[65],{"categories":2378},[113],{"categories":2380},[],{"categories":2382},[],{"categories":2384},[65],{"categories":2386},[113],{"categories":2388},[65],{"categories":2390},[113],{"categories":2392},[351],{"categories":2394},[193],{"categories":2396},[65],{"categories":2398},[147],{"categories":2400},[125],{"categories":2402},[65],{"categories":2404},[113],{"categories":2406},[113],{"categories":2408},[],{"categories":2410},[65],{"categories":2412},[],{"categories":2414},[],{"categories":2416},[65],{"categories":2418},[65],{"categories":2420},[65],{"categories":2422},[113],{"categories":2424},[125],{"categories":2426},[],{"categories":2428},[],{"categories":2430},[150],{"categories":2432},[136],{"categories":2434},[65],{"categories":2436},[65],{"categories":2438},[150],{"categories":2440},[65],{"categories":2442},[147],{"categories":2444},[65],{"categories":2446},[65],{"categories":2448},[65],{"categories":2450},[113],{"categories":2452},[65],{"categories":2454},[113],{"categories":2456},[65],{"categories":2458},[65],{"categories":2460},[113],{"categories":2462},[],{"categories":2464},[],{"categories":2466},[65],{"categories":2468},[259],{"categories":2470},[65],{"categories":2472},[],{"categories":2474},[],{"categories":2476},[193],{"categories":2478},[863],{"categories":2480},[113],{"categories":2482},[103],{"categories":2484},[2303],{"categories":2486},[],{"categories":2488},[],{"categories":2490},[65],{"categories":2492},[],{"categories":2494},[],{"categories":2496},[125],{"categories":2498},[147],{"categories":2500},[222],{"categories":2502},[113],{"categories":2504},[108],{"categories":2506},[65],{"categories":2508},[65],{"categories":2510},[108],{"categories":2512},[],{"categories":2514},[193],{"categories":2516},[116],{"categories":2518},[65],{"categories":2520},[65],{"categories":2522},[113],{"categories":2524},[108],{"categories":2526},[65],{"categories":2528},[65],{"categories":2530},[103],{"categories":2532},[65],{"categories":2534},[],{"categories":2536},[103],{"categories":2538},[65],{"categories":2540},[222],{"categories":2542},[113],{"categories":2544},[147],{"categories":2546},[65],{"categories":2548},[125],{"categories":2550},[65],{"categories":2552},[65],{"categories":2554},[108],{"categories":2556},[65],{"categories":2558},[65],{"categories":2560},[65],{"categories":2562},[113],{"categories":2564},[],{"categories":2566},[65],{"categories":2568},[125],{"categories":2570},[103],{"categories":2572},[65],{"categories":2574},[65],{"categories":2576},[65],{"categories":2578},[],{"categories":2580},[65],{"categories":2582},[430],{"categories":2584},[113],{"categories":2586},[108],{"categories":2588},[147],{"categories":2590},[65],{"categories":2592},[65],{"categories":2594},[],{"categories":2596},[108],{"categories":2598},[108],{"categories":2600},[65],{"categories":2602},[65],{"categories":2604},[116],{"categories":2606},[65],{"categories":2608},[65],{"categories":2610},[65],{"categories":2612},[65],{"categories":2614},[125],{"categories":2616},[125],{"categories":2618},[65],{"categories":2620},[],{"categories":2622},[125],{"categories":2624},[65],{"categories":2626},[125],{"categories":2628},[113],{"categories":2630},[523],{"categories":2632},[],{"categories":2634},[],{"categories":2636},[65],{"categories":2638},[147],{"categories":2640},[],{"categories":2642},[259],{"categories":2644},[65],{"categories":2646},[65],{"categories":2648},[193],{"categories":2650},[827],{"categories":2652},[],{"categories":2654},[65],{"categories":2656},[65],{"categories":2658},[65],{"categories":2660},[125],{"categories":2662},[65],{"categories":2664},[65],{"categories":2666},[65,259],{"categories":2668},[65],{"categories":2670},[65],{"categories":2672},[193],{"categories":2674},[113],{"categories":2676},[],{"categories":2678},[113],{"categories":2680},[113],{"categories":2682},[65],{"categories":2684},[65],{"categories":2686},[65],{"categories":2688},[65],{"categories":2690},[150],{"categories":2692},[65],{"categories":2694},[2344],{"categories":2696},[103],{"categories":2698},[150],{"categories":2700},[103],{"categories":2702},[125],{"categories":2704},[193],{"categories":2706},[113],{"categories":2708},[65],{"categories":2710},[],{"categories":2712},[108],{"categories":2714},[65],{"categories":2716},[65],{"categories":2718},[147],{"categories":2720},[65],{"categories":2722},[65],{"categories":2724},[113],{"categories":2726},[65],{"categories":2728},[65],{"categories":2730},[65],{"categories":2732},[108],{"categories":2734},[],{"categories":2736},[259],{"categories":2738},[65],{"categories":2740},[351],{"categories":2742},[193],{"categories":2744},[193],{"categories":2746},[125],{"categories":2748},[113],{"categories":2750},[65],{"categories":2752},[108],{"categories":2754},[147],{"categories":2756},[65],{"categories":2758},[65],{"categories":2760},[193],{"categories":2762},[113],{"categories":2764},[113],{"categories":2766},[65],{"categories":2768},[65],{"categories":2770},[485],{"categories":2772},[],{"categories":2774},[65],{"categories":2776},[65],{"categories":2778},[65],{"categories":2780},[],{"categories":2782},[],{"categories":2784},[65],{"categories":2786},[65],{"categories":2788},[113],{"categories":2790},[65],{"categories":2792},[65],{"categories":2794},[65],{"categories":2796},[125],{"categories":2798},[65],{"categories":2800},[65],{"categories":2802},[113],{"categories":2804},[65],{"categories":2806},[65],{"categories":2808},[65],{"categories":2810},[65],{"categories":2812},[65],{"categories":2814},[],{"categories":2816},[125],{"categories":2818},[150],{"categories":2820},[65],{"categories":2822},[113],{"categories":2824},[65],{"categories":2826},[],{"categories":2828},[],{"categories":2830},[65],{"categories":2832},[65],{"categories":2834},[65],{"categories":2836},[147],{"categories":2838},[150],{"categories":2840},[],{"categories":2842},[65],{"categories":2844},[193],{"categories":2846},[65],{"categories":2848},[259],{"categories":2850},[1702],{"categories":2852},[147],{"categories":2854},[125],{"categories":2856},[65],{"categories":2858},[125],{"categories":2860},[125],{"categories":2862},[65],{"categories":2864},[65],{"categories":2866},[125],{"categories":2868},[147],{"categories":2870},[147],{"categories":2872},[259],{"categories":2874},[113],{"categories":2876},[],{"categories":2878},[147],{"categories":2880},[65],{"categories":2882},[103],{"categories":2884},[125],{"categories":2886},[65],{"categories":2888},[147],{"categories":2890},[],{"categories":2892},[65],{"categories":2894},[125],{"categories":2896},[125],{"categories":2898},[150],{"categories":2900},[65],{"categories":2902},[147],{"categories":2904},[65],{"categories":2906},[125],{"categories":2908},[113],{"categories":2910},[147],{"categories":2912},[113],{"categories":2914},[259],{"categories":2916},[113],{"categories":2918},[65],{"categories":2920},[65],{"categories":2922},[65],{"categories":2924},[65],{"categories":2926},[125],{"categories":2928},[65],{"categories":2930},[],{"categories":2932},[113],{"categories":2934},[108],{"categories":2936},[125],{"categories":2938},[],{"categories":2940},[],{"categories":2942},[65],{"categories":2944},[113],{"categories":2946},[65],{"categories":2948},[65],{"categories":2950},[2951],"Frameworks & Tooling",{"categories":2953},[65],{"categories":2955},[65],{"categories":2957},[125],{"categories":2959},[65],{"categories":2961},[65],{"categories":2963},[],{"categories":2965},[150],{"categories":2967},[150],{"categories":2969},[103],{"categories":2971},[65],{"categories":2973},[113],{"categories":2975},[65],{"categories":2977},[193],{"categories":2979},[],{"categories":2981},[1702],{"categories":2983},[65],{"categories":2985},[125],{"categories":2987},[65],{"categories":2989},[259],{"categories":2991},[259],{"categories":2993},[],{"categories":2995},[113],{"categories":2997},[65],{"categories":2999},[65],{"categories":3001},[147],{"categories":3003},[147],{"categories":3005},[65],{"categories":3007},[113],{"categories":3009},[],{"categories":3011},[193],{"categories":3013},[65],{"categories":3015},[65],{"categories":3017},[],{"categories":3019},[65],{"categories":3021},[113],{"categories":3023},[65],{"categories":3025},[65],{"categories":3027},[],{"categories":3029},[125],{"categories":3031},[65],{"categories":3033},[125],{"categories":3035},[259],{"categories":3037},[65],{"categories":3039},[65],{"categories":3041},[125],{"categories":3043},[108],{"categories":3045},[65],{"categories":3047},[1702],{"categories":3049},[],{"categories":3051},[113],{"categories":3053},[103],{"categories":3055},[65],{"categories":3057},[103],{"categories":3059},[65],{"categories":3061},[],{"categories":3063},[113],{"categories":3065},[65],{"categories":3067},[65],{"categories":3069},[3070],"AI Design Tooling",{"categories":3072},[193],{"categories":3074},[65],{"categories":3076},[65],{"categories":3078},[125],{"categories":3080},[193],{"categories":3082},[65],{"categories":3084},[125],{"categories":3086},[147],{"categories":3088},[116],{"categories":3090},[125],{"categories":3092},[65],{"categories":3094},[65],{"categories":3096},[65],{"categories":3098},[113],{"categories":3100},[65],{"categories":3102},[],{"categories":3104},[65],{"categories":3106},[65],{"categories":3108},[113],{"categories":3110},[65],{"categories":3112},[65],{"categories":3114},[65],{"categories":3116},[113],{"categories":3118},[],{"categories":3120},[113],{"categories":3122},[2951],{"categories":3124},[65],{"categories":3126},[65],{"categories":3128},[113],{"categories":3130},[113],{"categories":3132},[125],{"categories":3134},[125],{"categories":3136},[],{"categories":3138},[125],{"categories":3140},[65],{"categories":3142},[65],{"categories":3144},[113],{"categories":3146},[108],{"categories":3148},[65],{"categories":3150},[],{"categories":3152},[65],{"categories":3154},[65],{"categories":3156},[2107],{"categories":3158},[],{"categories":3160},[65],{"categories":3162},[65],{"categories":3164},[65],{"categories":3166},[65],{"categories":3168},[193],{"categories":3170},[65],{"categories":3172},[],{"categories":3174},[65],{"categories":3176},[65],{"categories":3178},[65],{"categories":3180},[222],{"categories":3182},[147],{"categories":3184},[65],{"categories":3186},[65],{"categories":3188},[1702],{"categories":3190},[103],{"categories":3192},[65],{"categories":3194},[65],{"categories":3196},[150],{"categories":3198},[65],{"categories":3200},[65],{"categories":3202},[147],{"categories":3204},[113],{"categories":3206},[],{"categories":3208},[65],{"categories":3210},[65],{"categories":3212},[193],{"categories":3214},[65],{"categories":3216},[222],{"categories":3218},[113],{"categories":3220},[65],{"categories":3222},[113],{"categories":3224},[],{"categories":3226},[],{"categories":3228},[],{"categories":3230},[103],{"categories":3232},[147],{"categories":3234},[113],{"categories":3236},[65],{"categories":3238},[65],{"categories":3240},[65],{"categories":3242},[65],{"categories":3244},[374],{"categories":3246},[193],{"categories":3248},[113],{"categories":3250},[65],{"categories":3252},[],{"categories":3254},[113],{"categories":3256},[113],{"categories":3258},[],{"categories":3260},[65],{"categories":3262},[113],{"categories":3264},[65],{"categories":3266},[],{"categories":3268},[65],{"categories":3270},[65],{"categories":3272},[65],{"categories":3274},[147],{"categories":3276},[193],{"categories":3278},[113],{"categories":3280},[193],{"categories":3282},[113],{"categories":3284},[65],{"categories":3286},[108],{"categories":3288},[],{"categories":3290},[],{"categories":3292},[65],{"categories":3294},[65],{"categories":3296},[103],{"categories":3298},[113],{"categories":3300},[147],{"categories":3302},[],{"categories":3304},[193],{"categories":3306},[],{"categories":3308},[125],{"categories":3310},[65],{"categories":3312},[125],{"categories":3314},[193],{"categories":3316},[125],{"categories":3318},[65],{"categories":3320},[],{"categories":3322},[65],{"categories":3324},[65],{"categories":3326},[],{"categories":3328},[65],{"categories":3330},[222],{"categories":3332},[65],{"categories":3334},[259],{"categories":3336},[125],{"categories":3338},[65],{"categories":3340},[],{"categories":3342},[113],{"categories":3344},[65],{"categories":3346},[103],{"categories":3348},[485],{"categories":3350},[65],{"categories":3352},[113],{"categories":3354},[65],{"categories":3356},[113],{"categories":3358},[65],{"categories":3360},[65],{"categories":3362},[65],{"categories":3364},[65],{"categories":3366},[],{"categories":3368},[65],{"categories":3370},[103],{"categories":3372},[65],{"categories":3374},[108],{"categories":3376},[125],{"categories":3378},[193],{"categories":3380},[],{"categories":3382},[65],{"categories":3384},[],{"categories":3386},[],{"categories":3388},[113],{"categories":3390},[65],{"categories":3392},[125],{"categories":3394},[193],{"categories":3396},[147],{"categories":3398},[65],{"categories":3400},[147],{"categories":3402},[113],{"categories":3404},[193],{"categories":3406},[65],{"categories":3408},[],{"categories":3410},[65],{"categories":3412},[136],{"categories":3414},[113],{"categories":3416},[65],{"categories":3418},[193],{"categories":3420},[147],{"categories":3422},[108],{"categories":3424},[125],{"categories":3426},[65],{"categories":3428},[65],{"categories":3430},[147],{"categories":3432},[222],{"categories":3434},[],{"categories":3436},[],{"categories":3438},[150],{"categories":3440},[430],{"categories":3442},[65],{"categories":3444},[113],{"categories":3446},[65,125],{"categories":3448},[147],{"categories":3450},[65],{"categories":3452},[65],{"categories":3454},[65],{"categories":3456},[65],{"categories":3458},[65],{"categories":3460},[113],{"categories":3462},[65],{"categories":3464},[113],{"categories":3466},[65],{"categories":3468},[65],{"categories":3470},[65],{"categories":3472},[],{"categories":3474},[65],{"categories":3476},[1166],{"categories":3478},[125],{"categories":3480},[193],{"categories":3482},[65],{"categories":3484},[65],{"categories":3486},[65],{"categories":3488},[150],{"categories":3490},[113],{"categories":3492},[222],{"categories":3494},[259],{"categories":3496},[],{"categories":3498},[65],{"categories":3500},[108],{"categories":3502},[113],{"categories":3504},[103],{"categories":3506},[113],{"categories":3508},[65],{"categories":3510},[113],{"categories":3512},[113],{"categories":3514},[116],{"categories":3516},[125],{"categories":3518},[65],{"categories":3520},[65],{"categories":3522},[],{"categories":3524},[],{"categories":3526},[],{"categories":3528},[259],{"categories":3530},[65],{"categories":3532},[147],{"categories":3534},[65],{"categories":3536},[65],{"categories":3538},[65],{"categories":3540},[65],{"categories":3542},[],{"categories":3544},[65],{"categories":3546},[150],{"categories":3548},[108],{"categories":3550},[113],{"categories":3552},[65],{"categories":3554},[],{"categories":3556},[65],{"categories":3558},[113],{"categories":3560},[65],{"categories":3562},[259],{"categories":3564},[],{"categories":3566},[193],{"categories":3568},[193],{"categories":3570},[65],{"categories":3572},[],{"categories":3574},[125],{"categories":3576},[65],{"categories":3578},[193],{"categories":3580},[65],{"categories":3582},[108],{"categories":3584},[113],{"categories":3586},[65],{"categories":3588},[],{"categories":3590},[147],{"categories":3592},[65],{"categories":3594},[65],{"categories":3596},[65],{"categories":3598},[193],{"categories":3600},[113],{"categories":3602},[147],{"categories":3604},[],{"categories":3606},[113],{"categories":3608},[108],{"categories":3610},[113],{"categories":3612},[193],{"categories":3614},[65],{"categories":3616},[65],{"categories":3618},[65],{"categories":3620},[430],{"categories":3622},[65],{"categories":3624},[113],{"categories":3626},[],{"categories":3628},[65],{"categories":3630},[65],{"categories":3632},[259],{"categories":3634},[147],{"categories":3636},[150],{"categories":3638},[523],{"categories":3640},[150],{"categories":3642},[65],{"categories":3644},[],{"categories":3646},[],{"categories":3648},[],{"categories":3650},[113],{"categories":3652},[113],{"categories":3654},[113],{"categories":3656},[125],{"categories":3658},[65],{"categories":3660},[407],{"categories":3662},[125],{"categories":3664},[65],{"categories":3666},[65],{"categories":3668},[65],{"categories":3670},[65],{"categories":3672},[113],{"categories":3674},[],{"categories":3676},[],{"categories":3678},[65],{"categories":3680},[],{"categories":3682},[65],{"categories":3684},[113],{"categories":3686},[193],{"categories":3688},[65],{"categories":3690},[65],{"categories":3692},[],{"categories":3694},[113],{"categories":3696},[65],{"categories":3698},[116],{"categories":3700},[65],{"categories":3702},[193],{"categories":3704},[65],{"categories":3706},[113],{"categories":3708},[108],{"categories":3710},[65],{"categories":3712},[222],{"categories":3714},[113],{"categories":3716},[65],{"categories":3718},[65],{"categories":3720},[827],{"categories":3722},[65],{"categories":3724},[113],{"categories":3726},[65],{"categories":3728},[125],{"categories":3730},[65],{"categories":3732},[485],{"categories":3734},[193],{"categories":3736},[],{"categories":3738},[65],{"categories":3740},[65],{"categories":3742},[147],{"categories":3744},[430],{"categories":3746},[113],{"categories":3748},[65],{"categories":3750},[],{"categories":3752},[147],{"categories":3754},[351],{"categories":3756},[113],{"categories":3758},[113],{"categories":3760},[113],{"categories":3762},[65],{"categories":3764},[65],{"categories":3766},[113],{"categories":3768},[],{"categories":3770},[108],{"categories":3772},[65],{"categories":3774},[108],{"categories":3776},[113],{"categories":3778},[],{"categories":3780},[125],{"categories":3782},[65],{"categories":3784},[65],{"categories":3786},[103],{"categories":3788},[147],{"categories":3790},[259],{"categories":3792},[136],{"categories":3794},[113],{"categories":3796},[113],{"categories":3798},[65],{"categories":3800},[113],{"categories":3802},[65],{"categories":3804},[103],{"categories":3806},[],{"categories":3808},[65],{"categories":3810},[65],{"categories":3812},[65],{"categories":3814},[113],{"categories":3816},[65],{"categories":3818},[],{"categories":3820},[65],{"categories":3822},[],{"categories":3824},[193],{"categories":3826},[113],{"categories":3828},[65,108],{"categories":3830},[113],{"categories":3832},[65],{"categories":3834},[],{"categories":3836},[103],{"categories":3838},[150],{"categories":3840},[108],{"categories":3842},[65],{"categories":3844},[125],{"categories":3846},[65],{"categories":3848},[65],{"categories":3850},[113],{"categories":3852},[65],{"categories":3854},[65],{"categories":3856},[65],{"categories":3858},[147],{"categories":3860},[1166],{"categories":3862},[113],{"categories":3864},[65],{"categories":3866},[],{"categories":3868},[],{"categories":3870},[65],{"categories":3872},[113],{"categories":3874},[65],{"categories":3876},[65],{"categories":3878},[259],{"categories":3880},[],{"categories":3882},[65],{"categories":3884},[113],{"categories":3886},[136],{"categories":3888},[113],{"categories":3890},[430],{"categories":3892},[],{"categories":3894},[374],{"categories":3896},[113],{"categories":3898},[65],{"categories":3900},[222],{"categories":3902},[113],{"categories":3904},[65],{"categories":3906},[150],{"categories":3908},[116],{"categories":3910},[113],{"categories":3912},[65],{"categories":3914},[430],{"categories":3916},[65],{"categories":3918},[259],{"categories":3920},[],{"categories":3922},[65],{"categories":3924},[222],{"categories":3926},[193],{"categories":3928},[65],{"categories":3930},[65],{"categories":3932},[65],{"categories":3934},[],{"categories":3936},[222],{"categories":3938},[147],{"categories":3940},[65],{"categories":3942},[65],{"categories":3944},[65],{"categories":3946},[523],{"categories":3948},[103],{"categories":3950},[65],{"categories":3952},[65],{"categories":3954},[],{"categories":3956},[],{"categories":3958},[193],{"categories":3960},[65],{"categories":3962},[150],{"categories":3964},[222],{"categories":3966},[113],{"categories":3968},[65],{"categories":3970},[65],{"categories":3972},[222],{"categories":3974},[147],{"categories":3976},[],{"categories":3978},[65],{"categories":3980},[65],{"categories":3982},[],{"categories":3984},[65],{"categories":3986},[65],{"categories":3988},[548],{"categories":3990},[65],{"categories":3992},[65],{"categories":3994},[113],{"categories":3996},[125],{"categories":3998},[430],{"categories":4000},[65],{"categories":4002},[65],{"categories":4004},[65],{"categories":4006},[],{"categories":4008},[65,125],{"categories":4010},[147],{"categories":4012},[113],{"categories":4014},[125],{"categories":4016},[113],{"categories":4018},[863],{"categories":4020},[125],{"categories":4022},[125],{"categories":4024},[113],{"categories":4026},[65],{"categories":4028},[103],{"categories":4030},[],{"categories":4032},[],{"categories":4034},[113],{"categories":4036},[65],{"categories":4038},[125],{"categories":4040},[65],{"categories":4042},[103],{"categories":4044},[125],{"categories":4046},[125],{"categories":4048},[65],{"categories":4050},[222],{"categories":4052},[65],{"categories":4054},[125],{"categories":4056},[65],{"categories":4058},[],{"categories":4060},[65],{"categories":4062},[193,65],{"categories":4064},[259],{"categories":4066},[103],{"categories":4068},[65],{"categories":4070},[],{"categories":4072},[65],{"categories":4074},[65],{"categories":4076},[108],{"categories":4078},[65],{"categories":4080},[108],{"categories":4082},[65],{"categories":4084},[65],{"categories":4086},[351],{"categories":4088},[65],{"categories":4090},[108],{"categories":4092},[125],{"categories":4094},[150],{"categories":4096},[113],{"categories":4098},[125],{"categories":4100},[65],{"categories":4102},[65],{"categories":4104},[147],{"categories":4106},[222],{"categories":4108},[193],{"categories":4110},[65],{"categories":4112},[65],{"categories":4114},[65],{"categories":4116},[65],{"categories":4118},[103],{"categories":4120},[65],{"categories":4122},[113],{"categories":4124},[113],{"categories":4126},[125],{"categories":4128},[147],{"categories":4130},[125],{"categories":4132},[125],{"categories":4134},[65],{"categories":4136},[65],{"categories":4138},[],{"categories":4140},[],{"categories":4142},[150],{"categories":4144},[65],{"categories":4146},[125],{"categories":4148},[65],{"categories":4150},[193],{"categories":4152},[430],{"categories":4154},[374],{"categories":4156},[351],{"categories":4158},[65],{"categories":4160},[65],{"categories":4162},[65],{"categories":4164},[150],{"categories":4166},[65],{"categories":4168},[65],{"categories":4170},[65],{"categories":4172},[65],{"categories":4174},[65],{"categories":4176},[65],{"categories":4178},[113],{"categories":4180},[103],{"categories":4182},[113],{"categories":4184},[65,108],{"categories":4186},[],{"categories":4188},[193],{"categories":4190},[],{"categories":4192},[116],{"categories":4194},[65],{"categories":4196},[147],{"categories":4198},[103],{"categories":4200},[65],{"categories":4202},[103],{"categories":4204},[113],{"categories":4206},[150],{"categories":4208},[113],{"categories":4210},[113],{"categories":4212},[65],{"categories":4214},[65],{"categories":4216},[108],{"categories":4218},[113],{"categories":4220},[125],{"categories":4222},[222],{"categories":4224},[65],{"categories":4226},[],{"categories":4228},[147],{"categories":4230},[65],{"categories":4232},[65],{"categories":4234},[65],{"categories":4236},[65],{"categories":4238},[65],{"categories":4240},[65],{"categories":4242},[125],{"categories":4244},[147],{"categories":4246},[125],{"categories":4248},[125],{"categories":4250},[65],{"categories":4252},[65],{"categories":4254},[65],{"categories":4256},[65],{"categories":4258},[374],{"categories":4260},[65],{"categories":4262},[113],{"categories":4264},[147],{"categories":4266},[65],{"categories":4268},[65],{"categories":4270},[65],{"categories":4272},[113],{"categories":4274},[65],{"categories":4276},[65],{"categories":4278},[65],{"categories":4280},[2951],{"categories":4282},[4283],"Clinical AI",{"categories":4285},[193],{"categories":4287},[65],{"categories":4289},[65],{"categories":4291},[65],{"categories":4293},[65],{"categories":4295},[259],{"categories":4297},[2344],{"categories":4299},[65],{"categories":4301},[116],{"categories":4303},[65],{"categories":4305},[113],{"categories":4307},[65],{"categories":4309},[65],{"categories":4311},[147],{"categories":4313},[65],{"categories":4315},[113],{"categories":4317},[125],{"categories":4319},[222],{"categories":4321},[65],{"categories":4323},[65],{"categories":4325},[108],{"categories":4327},[65],{"categories":4329},[65],{"categories":4331},[485],{"categories":4333},[65],{"categories":4335},[],{"categories":4337},[65],{"categories":4339},[125],{"categories":4341},[103],{"categories":4343},[65],{"categories":4345},[],{"categories":4347},[],{"categories":4349},[65],{"categories":4351},[],{"categories":4353},[108],{"categories":4355},[65],{"categories":4357},[65],{"categories":4359},[113],{"categories":4361},[147],{"categories":4363},[147],{"categories":4365},[147],{"categories":4367},[147],{"categories":4369},[],{"categories":4371},[103],{"categories":4373},[113],{"categories":4375},[147],{"categories":4377},[65],{"categories":4379},[548],{"categories":4381},[116],{"categories":4383},[65],{"categories":4385},[103],{"categories":4387},[65],{"categories":4389},[113],{"categories":4391},[65],{"categories":4393},[65],{"categories":4395},[65,113],{"categories":4397},[113],{"categories":4399},[259],{"categories":4401},[147],{"categories":4403},[113],{"categories":4405},[147],{"categories":4407},[113],{"categories":4409},[65],{"categories":4411},[],{"categories":4413},[147],{"categories":4415},[222],{"categories":4417},[103],{"categories":4419},[65],{"categories":4421},[65],{"categories":4423},[],{"categories":4425},[125],{"categories":4427},[],{"categories":4429},[103],{"categories":4431},[113],{"categories":4433},[147],{"categories":4435},[65],{"categories":4437},[147],{"categories":4439},[103],{"categories":4441},[147],{"categories":4443},[147],{"categories":4445},[],{"categories":4447},[108],{"categories":4449},[113],{"categories":4451},[147],{"categories":4453},[147],{"categories":4455},[147],{"categories":4457},[147],{"categories":4459},[147],{"categories":4461},[147],{"categories":4463},[147],{"categories":4465},[147],{"categories":4467},[147],{"categories":4469},[147],{"categories":4471},[150],{"categories":4473},[103],{"categories":4475},[65],{"categories":4477},[65],{"categories":4479},[113],{"categories":4481},[113],{"categories":4483},[],{"categories":4485},[65],{"categories":4487},[65,103],{"categories":4489},[],{"categories":4491},[113],{"categories":4493},[65],{"categories":4495},[147],{"categories":4497},[113],{"categories":4499},[863],{"categories":4501},[65],{"categories":4503},[65],{"categories":4505},[65],{"categories":4507},[65],{"categories":4509},[65],{"categories":4511},[351],{"categories":4513},[65],{"categories":4515},[65],{"categories":4517},[113],{"categories":4519},[65],{"categories":4521},[108],{"categories":4523},[116],{"categories":4525},[113],{"categories":4527},[113],{"categories":4529},[],{"categories":4531},[113],{"categories":4533},[193],{"categories":4535},[147],{"categories":4537},[65],{"categories":4539},[],{"categories":4541},[116],{"categories":4543},[],{"categories":4545},[125],{"categories":4547},[113],{"categories":4549},[193],{"categories":4551},[65],{"categories":4553},[],{"categories":4555},[65],{"categories":4557},[],{"categories":4559},[222],{"categories":4561},[65],{"categories":4563},[],{"categories":4565},[],{"categories":4567},[147],{"categories":4569},[103],{"categories":4571},[65],{"categories":4573},[65],{"categories":4575},[108],{"categories":4577},[65],{"categories":4579},[65],{"categories":4581},[65],{"categories":4583},[108],{"categories":4585},[108],{"categories":4587},[193],{"categories":4589},[],{"categories":4591},[65],{"categories":4593},[147],{"categories":4595},[],{"categories":4597},[65],{"categories":4599},[65],{"categories":4601},[193],{"categories":4603},[65],{"categories":4605},[65],{"categories":4607},[222],{"categories":4609},[65],{"categories":4611},[259],{"categories":4613},[],{"categories":4615},[113],{"categories":4617},[222],{"categories":4619},[125],{"categories":4621},[],{"categories":4623},[65],{"categories":4625},[],{"categories":4627},[113],{"categories":4629},[193],{"categories":4631},[125],{"categories":4633},[],{"categories":4635},[2951],{"categories":4637},[108],{"categories":4639},[103],{"categories":4641},[65],{"categories":4643},[150],{"categories":4645},[113],{"categories":4647},[193],{"categories":4649},[125],{"categories":4651},[],{"categories":4653},[],{"categories":4655},[65],{"categories":4657},[103],{"categories":4659},[65],{"categories":4661},[222],{"categories":4663},[],{"categories":4665},[113],{"categories":4667},[113],{"categories":4669},[65],{"categories":4671},[113],{"categories":4673},[65],{"categories":4675},[147],{"categories":4677},[125],{"categories":4679},[65],{"categories":4681},[113],{"categories":4683},[116],{"categories":4685},[65],{"categories":4687},[65],{"categories":4689},[113],{"categories":4691},[65],{"categories":4693},[116],{"categories":4695},[222],{"categories":4697},[147],{"categories":4699},[],{"categories":4701},[222],{"categories":4703},[65],{"categories":4705},[],{"categories":4707},[125],{"categories":4709},[113],{"categories":4711},[],{"categories":4713},[65],{"categories":4715},[65],{"categories":4717},[65],{"categories":4719},[65],{"categories":4721},[65],{"categories":4723},[113],{"categories":4725},[108],{"categories":4727},[103],{"categories":4729},[113],{"categories":4731},[65],{"categories":4733},[193],{"categories":4735},[125],{"categories":4737},[125],{"categories":4739},[65],{"categories":4741},[150],{"categories":4743},[113],{"categories":4745},[65],{"categories":4747},[65],{"categories":4749},[113],{"categories":4751},[65],{"categories":4753},[108],{"categories":4755},[193],{"categories":4757},[125],{"categories":4759},[113],{"categories":4761},[65],{"categories":4763},[116],{"categories":4765},[65],{"categories":4767},[113],{"categories":4769},[65],{"categories":4771},[65],{"categories":4773},[147],{"categories":4775},[65],{"categories":4777},[],{"categories":4779},[103],{"categories":4781},[65],{"categories":4783},[65],{"categories":4785},[65],{"categories":4787},[125],{"categories":4789},[125],{"categories":4791},[65],{"categories":4793},[125],{"categories":4795},[65],{"categories":4797},[113],{"categories":4799},[65],{"categories":4801},[65],{"categories":4803},[65],{"categories":4805},[65],{"categories":4807},[65],{"categories":4809},[],{"categories":4811},[65],{"categories":4813},[193],{"categories":4815},[113],{"categories":4817},[108],{"categories":4819},[147],{"categories":4821},[65],{"categories":4823},[113],{"categories":4825},[65],{"categories":4827},[113],{"categories":4829},[65],{"categories":4831},[65],{"categories":4833},[193],{"categories":4835},[113],{"categories":4837},[65],{"categories":4839},[222],{"categories":4841},[65],{"categories":4843},[150],{"categories":4845},[65],{"categories":4847},[65],{"categories":4849},[147],{"categories":4851},[65],{"categories":4853},[65],{"categories":4855},[65],{"categories":4857},[65],{"categories":4859},[113],{"categories":4861},[259],{"categories":4863},[65],{"categories":4865},[125],{"categories":4867},[113],{"categories":4869},[150],{"categories":4871},[],{"categories":4873},[113],{"categories":4875},[125],{"categories":4877},[65],{"categories":4879},[65],{"categories":4881},[2190],{"categories":4883},[193],{"categories":4885},[288],{"categories":4887},[65],{"categories":4889},[65],{"categories":4891},[65],{"categories":4893},[65],{"categories":4895},[103],{"categories":4897},[65],{"categories":4899},[65],{"categories":4901},[125],{"categories":4903},[108],{"categories":4905},[65],{"categories":4907},[125],{"categories":4909},[65],{"categories":4911},[],{"categories":4913},[113],{"categories":4915},[113],{"categories":4917},[65],{"categories":4919},[65],{"categories":4921},[150],{"categories":4923},[],{"categories":4925},[147],{"categories":4927},[],{"categories":4929},[147],{"categories":4931},[65],{"categories":4933},[65],{"categories":4935},[113],{"categories":4937},[65],{"categories":4939},[113],{"categories":4941},[113],{"categories":4943},[],{"categories":4945},[65],{"categories":4947},[147],{"categories":4949},[65],{"categories":4951},[],{"categories":4953},[65],{"categories":4955},[65],{"categories":4957},[],{"categories":4959},[65],{"categories":4961},[193],{"categories":4963},[125],{"categories":4965},[113],{"categories":4967},[65],{"categories":4969},[65],{"categories":4971},[65],{"categories":4973},[65],{"categories":4975},[222],{"categories":4977},[65],{"categories":4979},[65],{"categories":4981},[65],{"categories":4983},[103],{"categories":4985},[65],{"categories":4987},[65],{"categories":4989},[],{"categories":4991},[65],{"categories":4993},[65],{"categories":4995},[65],{"categories":4997},[],{"categories":4999},[103],{"categories":5001},[65],{"categories":5003},[65],{"categories":5005},[147],{"categories":5007},[125],{"categories":5009},[116],{"categories":5011},[430],{"categories":5013},[65],{"categories":5015},[65],{"categories":5017},[65],{"categories":5019},[125],{"categories":5021},[147],{"categories":5023},[193],{"categories":5025},[65],{"categories":5027},[65],{"categories":5029},[65],{"categories":5031},[65],{"categories":5033},[147],{"categories":5035},[193],{"categories":5037},[65],{"categories":5039},[65],{"categories":5041},[147],{"categories":5043},[193],{"categories":5045},[65],{"categories":5047},[147],{"categories":5049},[65],{"categories":5051},[113],{"categories":5053},[113],{"categories":5055},[113],{"categories":5057},[125],{"categories":5059},[147],{"categories":5061},[113],{"categories":5063},[113],{"categories":5065},[65],{"categories":5067},[125],{"categories":5069},[193],{"categories":5071},[65],{"categories":5073},[65],{"categories":5075},[65],{"categories":5077},[],{"categories":5079},[113],{"categories":5081},[],{"categories":5083},[65],{"categories":5085},[65],{"categories":5087},[],{"categories":5089},[],{"categories":5091},[113],{"categories":5093},[108],{"categories":5095},[113],{"categories":5097},[5098],"Liability & Ethics",{"categories":5100},[65],{"categories":5102},[65],{"categories":5104},[113],{"categories":5106},[103],{"categories":5108},[113],{"categories":5110},[108],{"categories":5112},[222],{"categories":5114},[113],{"categories":5116},[65],{"categories":5118},[65],{"categories":5120},[],{"categories":5122},[523],{"categories":5124},[113],{"categories":5126},[],{"categories":5128},[65],{"categories":5130},[103],{"categories":5132},[113],{"categories":5134},[],{"categories":5136},[113],{"categories":5138},[65],{"categories":5140},[65],{"categories":5142},[125],{"categories":5144},[65],{"categories":5146},[147],{"categories":5148},[65],{"categories":5150},[65],{"categories":5152},[113],{"categories":5154},[65],{"categories":5156},[65],{"categories":5158},[65],{"categories":5160},[147],{"categories":5162},[113],{"categories":5164},[125],{"categories":5166},[193],{"categories":5168},[103],{"categories":5170},[65],{"categories":5172},[65],{"categories":5174},[],{"categories":5176},[113],{"categories":5178},[113],{"categories":5180},[113],{"categories":5182},[430],{"categories":5184},[193],{"categories":5186},[113],{"categories":5188},[259],{"categories":5190},[125],{"categories":5192},[147],{"categories":5194},[65],{"categories":5196},[193],{"categories":5198},[65],{"categories":5200},[103],{"categories":5202},[],{"categories":5204},[113],{"categories":5206},[65],{"categories":5208},[65],{"categories":5210},[65],{"categories":5212},[65],{"categories":5214},[113],{"categories":5216},[65],{"categories":5218},[65],{"categories":5220},[193],{"categories":5222},[],{"categories":5224},[113],{"categories":5226},[116],{"categories":5228},[147],{"categories":5230},[113],{"categories":5232},[108],{"categories":5234},[],{"categories":5236},[65],{"categories":5238},[65],{"categories":5240},[116],{"categories":5242},[65],{"categories":5244},[113],{"categories":5246},[147],{"categories":5248},[103],{"categories":5250},[259],{"categories":5252},[65],{"categories":5254},[65],{"categories":5256},[65],{"categories":5258},[147],{"categories":5260},[108],{"categories":5262},[65],{"categories":5264},[193],{"categories":5266},[147],{"categories":5268},[259],{"categories":5270},[65],{"categories":5272},[113],{"categories":5274},[],{"categories":5276},[485],{"categories":5278},[],{"categories":5280},[65],{"categories":5282},[259],{"categories":5284},[65],{"categories":5286},[150],{"categories":5288},[65],{"categories":5290},[113],{"categories":5292},[113],{"categories":5294},[5295],"Design News & Tools",{"categories":5297},[65],{"categories":5299},[147],{"categories":5301},[65],{"categories":5303},[65],{"categories":5305},[103],{"categories":5307},[65],{"categories":5309},[193],{"categories":5311},[113],{"categories":5313},[113],{"categories":5315},[193],{"categories":5317},[65],{"categories":5319},[430],{"categories":5321},[113],{"categories":5323},[65],{"categories":5325},[65],{"categories":5327},[430],{"categories":5329},[65],{"categories":5331},[222],{"categories":5333},[65],{"categories":5335},[113],{"categories":5337},[],{"categories":5339},[65],{"categories":5341},[65],{"categories":5343},[65],{"categories":5345},[147],{"categories":5347},[103],{"categories":5349},[],{"categories":5351},[65],{"categories":5353},[65],{"categories":5355},[65],{"categories":5357},[125],{"categories":5359},[548],{"categories":5361},[125],{"categories":5363},[193],{"categories":5365},[65],{"categories":5367},[65,113],{"categories":5369},[222,108],{"categories":5371},[125],{"categories":5373},[65],{"categories":5375},[65],{"categories":5377},[65],{"categories":5379},[65],{"categories":5381},[],{"categories":5383},[113],{"categories":5385},[65],{"categories":5387},[],{"categories":5389},[65],{"categories":5391},[125],{"categories":5393},[65],{"categories":5395},[125],{"categories":5397},[],{"categories":5399},[113],{"categories":5401},[65],{"categories":5403},[108],{"categories":5405},[65],{"categories":5407},[147],{"categories":5409},[65],{"categories":5411},[],{"categories":5413},[113],{"categories":5415},[65],{"categories":5417},[],{"categories":5419},[193],{"categories":5421},[65],{"categories":5423},[65],{"categories":5425},[113],{"categories":5427},[65],{"categories":5429},[65],{"categories":5431},[103],{"categories":5433},[113],{"categories":5435},[65],{"categories":5437},[],{"categories":5439},[65],{"categories":5441},[259],{"categories":5443},[222],{"categories":5445},[108],{"categories":5447},[108],{"categories":5449},[65],{"categories":5451},[103],{"categories":5453},[103],{"categories":5455},[65],{"categories":5457},[113],{"categories":5459},[65],{"categories":5461},[65],{"categories":5463},[65],{"categories":5465},[65],{"categories":5467},[125],{"categories":5469},[65],{"categories":5471},[103],{"categories":5473},[65],{"categories":5475},[113],{"categories":5477},[65],{"categories":5479},[222],{"categories":5481},[65],{"categories":5483},[147],{"categories":5485},[65],{"categories":5487},[65],{"categories":5489},[113],{"categories":5491},[65],{"categories":5493},[65],{"categories":5495},[113],{"categories":5497},[],{"categories":5499},[125],{"categories":5501},[],{"categories":5503},[125],{"categories":5505},[113],{"categories":5507},[103],{"categories":5509},[],{"categories":5511},[150],{"categories":5513},[259],{"categories":5515},[65],{"categories":5517},[125],{"categories":5519},[65],{"categories":5521},[],{"categories":5523},[147],{"categories":5525},[113],{"categories":5527},[125],{"categories":5529},[193],{"categories":5531},[65],{"categories":5533},[65],{"categories":5535},[113],{"categories":5537},[125],{"categories":5539},[113],{"categories":5541},[147],{"categories":5543},[65],{"categories":5545},[116],{"categories":5547},[103],{"categories":5549},[116],{"categories":5551},[147],{"categories":5553},[65],{"categories":5555},[125],{"categories":5557},[65],{"categories":5559},[193],{"categories":5561},[108],{"categories":5563},[65],{"categories":5565},[65],{"categories":5567},[65],{"categories":5569},[65],{"categories":5571},[65],{"categories":5573},[65],{"categories":5575},[113],{"categories":5577},[65],{"categories":5579},[113],{"categories":5581},[65],{"categories":5583},[65],{"categories":5585},[103],{"categories":5587},[65],{"categories":5589},[113],{"categories":5591},[113],{"categories":5593},[193],{"categories":5595},[113],{"categories":5597},[113],{"categories":5599},[65],{"categories":5601},[103],{"categories":5603},[113],{"categories":5605},[193],{"categories":5607},[],{"categories":5609},[65],{"categories":5611},[150],{"categories":5613},[430],{"categories":5615},[65],{"categories":5617},[65],{"categories":5619},[65],{"categories":5621},[125],{"categories":5623},[65],{"categories":5625},[],{"categories":5627},[65],{"categories":5629},[113],{"categories":5631},[65],{"categories":5633},[222],{"categories":5635},[65],{"categories":5637},[125],{"categories":5639},[147],{"categories":5641},[113],{"categories":5643},[65],{"categories":5645},[222],{"categories":5647},[113],{"categories":5649},[108],{"categories":5651},[108],{"categories":5653},[65],{"categories":5655},[65],{"categories":5657},[65],{"categories":5659},[65],{"categories":5661},[65],{"categories":5663},[103],{"categories":5665},[],{"categories":5667},[65],{"categories":5669},[65],{"categories":5671},[113],{"categories":5673},[113],{"categories":5675},[65],{"categories":5677},[65],{"categories":5679},[65],{"categories":5681},[125],{"categories":5683},[],{"categories":5685},[103],{"categories":5687},[65],{"categories":5689},[65],{"categories":5691},[113],{"categories":5693},[113],{"categories":5695},[],{"categories":5697},[125],{"categories":5699},[125],{"categories":5701},[65],{"categories":5703},[222],{"categories":5705},[108],{"categories":5707},[193],{"categories":5709},[],{"categories":5711},[65],{"categories":5713},[113],{"categories":5715},[103],{"categories":5717},[65],{"categories":5719},[65],{"categories":5721},[125],{"categories":5723},[103],{"categories":5725},[65],{"categories":5727},[65],{"categories":5729},[147],{"categories":5731},[150],{"categories":5733},[147],{"categories":5735},[113],{"categories":5737},[65],{"categories":5739},[],{"categories":5741},[147],{"categories":5743},[113],{"categories":5745},[193],{"categories":5747},[150],{"categories":5749},[65],{"categories":5751},[65],{"categories":5753},[],{"categories":5755},[113],{"categories":5757},[113],{"categories":5759},[113],{"categories":5761},[2951],{"categories":5763},[147],{"categories":5765},[65],{"categories":5767},[125],{"categories":5769},[65],{"categories":5771},[65],{"categories":5773},[65],{"categories":5775},[65],{"categories":5777},[108],{"categories":5779},[65],{"categories":5781},[103],{"categories":5783},[1702],{"categories":5785},[259],{"categories":5787},[103],{"categories":5789},[],{"categories":5791},[65],{"categories":5793},[],{"categories":5795},[147],{"categories":5797},[113],{"categories":5799},[193],{"categories":5801},[65],{"categories":5803},[65],{"categories":5805},[147],{"categories":5807},[],{"categories":5809},[113],{"categories":5811},[113],{"categories":5813},[113],{"categories":5815},[],{"categories":5817},[65],{"categories":5819},[],{"categories":5821},[147],{"categories":5823},[103],{"categories":5825},[193],{"categories":5827},[65],{"categories":5829},[113],{"categories":5831},[147],{"categories":5833},[65],{"categories":5835},[147],{"categories":5837},[],{"categories":5839},[147],{"categories":5841},[103],{"categories":5843},[430],{"categories":5845},[113],{"categories":5847},[65],{"categories":5849},[],{"categories":5851},[125],{"categories":5853},[113],{"categories":5855},[116],{"categories":5857},[113],{"categories":5859},[103],{"categories":5861},[],{"categories":5863},[],{"categories":5865},[],{"categories":5867},[193],{"categories":5869},[113],{"categories":5871},[65],{"categories":5873},[65],{"categories":5875},[],{"categories":5877},[],{"categories":5879},[],{"categories":5881},[65],{"categories":5883},[193],{"categories":5885},[65],{"categories":5887},[],{"categories":5889},[113],{"categories":5891},[65],{"categories":5893},[65],{"categories":5895},[103],{"categories":5897},[],{"categories":5899},[],{"categories":5901},[65],{"categories":5903},[65],{"categories":5905},[113],{"categories":5907},[193],{"categories":5909},[65],{"categories":5911},[147],{"categories":5913},[],{"categories":5915},[65],{"categories":5917},[65],{"categories":5919},[222],{"categories":5921},[147],{"categories":5923},[222],{"categories":5925},[150],{"categories":5927},[65],{"categories":5929},[65],{"categories":5931},[],{"categories":5933},[],{"categories":5935},[113],{"categories":5937},[],{"categories":5939},[65],{"categories":5941},[430],{"categories":5943},[65],{"categories":5945},[65],{"categories":5947},[65],{"categories":5949},[65],{"categories":5951},[],{"categories":5953},[113],{"categories":5955},[65],{"categories":5957},[65],{"categories":5959},[],{"categories":5961},[113],{"categories":5963},[65],{"categories":5965},[147],{"categories":5967},[65],{"categories":5969},[222],{"categories":5971},[108],{"categories":5973},[65],{"categories":5975},[65],{"categories":5977},[113],{"categories":5979},[150],{"categories":5981},[113],{"categories":5983},[113],{"categories":5985},[],{"categories":5987},[113],{"categories":5989},[],{"categories":5991},[65],{"categories":5993},[],{"categories":5995},[147],{"categories":5997},[108],{"categories":5999},[],{"categories":6001},[65],{"categories":6003},[65],{"categories":6005},[],{"categories":6007},[193],{"categories":6009},[103],{"categories":6011},[],{"categories":6013},[108],{"categories":6015},[222],{"categories":6017},[65],{"categories":6019},[125],{"categories":6021},[103],{"categories":6023},[150],{"categories":6025},[108],{"categories":6027},[125],{"categories":6029},[113],{"categories":6031},[125],{"categories":6033},[],{"categories":6035},[65],{"categories":6037},[116],{"categories":6039},[65],{"categories":6041},[],{"categories":6043},[113],{"categories":6045},[103],{"categories":6047},[193],{"categories":6049},[65],{"categories":6051},[103],{"categories":6053},[113],{"categories":6055},[259],{"categories":6057},[65],{"categories":6059},[65],{"categories":6061},[65],{"categories":6063},[103],{"categories":6065},[150],{"categories":6067},[113],{"categories":6069},[],{"categories":6071},[65],{"categories":6073},[65],{"categories":6075},[65],{"categories":6077},[125],{"categories":6079},[113],{"categories":6081},[147],{"categories":6083},[125],{"categories":6085},[65],{"categories":6087},[116],{"categories":6089},[],{"categories":6091},[193],{"categories":6093},[125],{"categories":6095},[147],{"categories":6097},[103],{"categories":6099},[113],{"categories":6101},[65],{"categories":6103},[65],{"categories":6105},[113],{"categories":6107},[116],{"categories":6109},[65],{"categories":6111},[113],{"categories":6113},[65],{"categories":6115},[108],{"categories":6117},[113],{"categories":6119},[113,259],{"categories":6121},[65],{"categories":6123},[65],{"categories":6125},[113],{"categories":6127},[125],{"categories":6129},[65],{"categories":6131},[65],{"categories":6133},[150],{"categories":6135},[113],{"categories":6137},[222],{"categories":6139},[113],{"categories":6141},[108],{"categories":6143},[],{"categories":6145},[113],{"categories":6147},[65],{"categories":6149},[108],{"categories":6151},[],{"categories":6153},[],{"categories":6155},[125],{"categories":6157},[65],{"categories":6159},[65],{"categories":6161},[113],{"categories":6163},[150],{"categories":6165},[222],{"categories":6167},[65],{"categories":6169},[65],{"categories":6171},[65],{"categories":6173},[113],{"categories":6175},[],{"categories":6177},[113],{"categories":6179},[147],{"categories":6181},[113],{"categories":6183},[65],{"categories":6185},[],{"categories":6187},[147],{"categories":6189},[125],{"categories":6191},[2951],{"categories":6193},[103],{"categories":6195},[125],{"categories":6197},[65],{"categories":6199},[113],{"categories":6201},[65],{"categories":6203},[65],{"categories":6205},[222],{"categories":6207},[125],{"categories":6209},[],{"categories":6211},[147],{"categories":6213},[65],{"categories":6215},[],{"categories":6217},[113],{"categories":6219},[65],{"categories":6221},[65],{"categories":6223},[65],{"categories":6225},[65],{"categories":6227},[113],{"categories":6229},[65],{"categories":6231},[65],{"categories":6233},[65],{"categories":6235},[116],{"categories":6237},[65],{"categories":6239},[113],{"categories":6241},[65],{"categories":6243},[65],{"categories":6245},[65],{"categories":6247},[65],{"categories":6249},[65],{"categories":6251},[65],{"categories":6253},[65],{"categories":6255},[108],{"categories":6257},[],{"categories":6259},[116],{"categories":6261},[147],{"categories":6263},[113],{"categories":6265},[65],{"categories":6267},[125],{"categories":6269},[],{"categories":6271},[125],{"categories":6273},[125],{"categories":6275},[113],{"categories":6277},[125],{"categories":6279},[65],{"categories":6281},[65],{"categories":6283},[65],{"categories":6285},[113],{"categories":6287},[125],{"categories":6289},[65],{"categories":6291},[65],{"categories":6293},[65],{"categories":6295},[113],{"categories":6297},[147],{"categories":6299},[65],{"categories":6301},[65],{"categories":6303},[65],{"categories":6305},[108],{"categories":6307},[65],{"categories":6309},[113],{"categories":6311},[193],{"categories":6313},[],{"categories":6315},[65],{"categories":6317},[150],{"categories":6319},[113],{"categories":6321},[65],{"categories":6323},[65],{"categories":6325},[],{"categories":6327},[65],{"categories":6329},[65],{"categories":6331},[147],{"categories":6333},[65],{"categories":6335},[65],{"categories":6337},[113],{"categories":6339},[222],{"categories":6341},[],{"categories":6343},[],{"categories":6345},[125],{"categories":6347},[65],{"categories":6349},[65],{"categories":6351},[147],{"categories":6353},[65],{"categories":6355},[125],{"categories":6357},[147],{"categories":6359},[65],{"categories":6361},[65],{"categories":6363},[222],{"categories":6365},[150],{"categories":6367},[65],{"categories":6369},[65],{"categories":6371},[103],{"categories":6373},[113],{"categories":6375},[65],{"categories":6377},[65],{"categories":6379},[113],{"categories":6381},[113],{"categories":6383},[65],{"categories":6385},[108],{"categories":6387},[],{"categories":6389},[65],{"categories":6391},[150],{"categories":6393},[65],{"categories":6395},[],{"categories":6397},[147],{"categories":6399},[65],{"categories":6401},[113],{"categories":6403},[150],{"categories":6405},[65],{"categories":6407},[125],{"categories":6409},[125],{"categories":6411},[125],{"categories":6413},[113],{"categories":6415},[113],{"categories":6417},[65],{"categories":6419},[113],{"categories":6421},[65],{"categories":6423},[65],{"categories":6425},[193],{"categories":6427},[150],{"categories":6429},[150],{"categories":6431},[],{"categories":6433},[147],{"categories":6435},[65],{"categories":6437},[65],{"categories":6439},[125],{"categories":6441},[],{"categories":6443},[147],{"categories":6445},[147],{"categories":6447},[147],{"categories":6449},[],{"categories":6451},[113],{"categories":6453},[65],{"categories":6455},[],{"categories":6457},[103],{"categories":6459},[108],{"categories":6461},[],{"categories":6463},[65],{"categories":6465},[65],{"categories":6467},[],{"categories":6469},[125],{"categories":6471},[],{"categories":6473},[],{"categories":6475},[],{"categories":6477},[],{"categories":6479},[65],{"categories":6481},[147],{"categories":6483},[],{"categories":6485},[],{"categories":6487},[65],{"categories":6489},[65],{"categories":6491},[65],{"categories":6493},[150],{"categories":6495},[65],{"categories":6497},[150],{"categories":6499},[],{"categories":6501},[150],{"categories":6503},[150],{"categories":6505},[259],{"categories":6507},[113],{"categories":6509},[125],{"categories":6511},[],{"categories":6513},[],{"categories":6515},[150],{"categories":6517},[125],{"categories":6519},[125],{"categories":6521},[125],{"categories":6523},[],{"categories":6525},[103],{"categories":6527},[125],{"categories":6529},[125],{"categories":6531},[103],{"categories":6533},[125],{"categories":6535},[108],{"categories":6537},[125],{"categories":6539},[125],{"categories":6541},[125],{"categories":6543},[150],{"categories":6545},[147],{"categories":6547},[147],{"categories":6549},[65],{"categories":6551},[125],{"categories":6553},[150],{"categories":6555},[259],{"categories":6557},[150],{"categories":6559},[150],{"categories":6561},[150],{"categories":6563},[],{"categories":6565},[108],{"categories":6567},[],{"categories":6569},[259],{"categories":6571},[125],{"categories":6573},[125],{"categories":6575},[125],{"categories":6577},[113],{"categories":6579},[147,108],{"categories":6581},[150],{"categories":6583},[],{"categories":6585},[],{"categories":6587},[150],{"categories":6589},[],{"categories":6591},[150],{"categories":6593},[147],{"categories":6595},[113],{"categories":6597},[],{"categories":6599},[125],{"categories":6601},[65],{"categories":6603},[193],{"categories":6605},[],{"categories":6607},[65],{"categories":6609},[],{"categories":6611},[147],{"categories":6613},[103],{"categories":6615},[150],{"categories":6617},[],{"categories":6619},[125],{"categories":6621},[147],[6623,6703,6802,6891],{"id":6624,"title":6625,"ai":6626,"body":6632,"categories":6673,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6674,"navigation":81,"path":6690,"published_at":6691,"question":66,"scraped_at":6692,"seo":6693,"sitemap":6694,"source_id":6695,"source_name":6696,"source_type":88,"source_url":6697,"stem":6698,"tags":6699,"thumbnail_url":66,"tldr":6700,"tweet":66,"unknown_tags":6701,"__hash__":6702},"summaries\u002Fsummaries\u002F1b682c7e4ee45c46-637mb-llm-runs-offline-on-base-macbook-air-works-s-summary.md","637MB LLM Runs Offline on Base MacBook Air, Works Surprisingly Well",{"provider":7,"model":6627,"input_tokens":6628,"output_tokens":6629,"processing_time_ms":6630,"cost_usd":6631},"x-ai\u002Fgrok-4.1-fast",5208,1356,14310,0.00121275,{"type":14,"value":6633,"toc":6668},[6634,6638,6654,6658,6661,6665],[17,6635,6637],{"id":6636},"effortless-local-setup-delivers-instant-offline-inference","Effortless Local Setup Delivers Instant, Offline Inference",[22,6639,6640,6641,6645,6646,6649,6650,6653],{},"Install Ollama with ",[6642,6643,6644],"code",{},"brew install ollama",", start the server via ",[6642,6647,6648],{},"ollama serve",", and load TinyLlama—a 700MB model based on Llama 2—with ",[6642,6651,6652],{},"ollama run tinyllama",". This three-command process skips Docker, Python environments, API keys, and accounts, downloading the model once for subsequent instant loads. On a base MacBook Air (no GPU or cooling upgrades), responses stream without latency, spinners, or internet—working in tunnels or planes with zero data telemetry, rate limits, or quotas. Tokens appear as fast as local typing, shifting AI from remote servers to a self-contained file.",[17,6655,6657],{"id":6656},"handles-practical-tasks-like-a-junior-dev-fails-on-complexity","Handles Practical Tasks Like a Junior Dev, Fails on Complexity",[22,6659,6660],{},"TinyLlama generates a fully functional Node.js Express server with routes, middleware, error handling, and comments—copy-paste runnable without edits. In casual conversations, it explains REST vs. GraphQL differences naturally, matching a coworker's tone and gently correcting user errors without robotic disclaimers. Limits emerge in long contexts (forgets details), multi-step reasoning (loses track of ideas), and hallucinations (invents nonexistent libraries). Failures resemble a junior developer's gaps—coherent but bounded—not random nonsense, making it viable for autocomplete, email rewrites, error explanations, and summaries.",[17,6662,6664],{"id":6663},"lowers-ai-floor-for-privacy-accessibility-and-everyday-use","Lowers AI Floor for Privacy, Accessibility, and Everyday Use",[22,6666,6667],{},"This setup democratizes AI: embed models in apps for offline assistants, enable learning in low-connectivity areas, process sensitive data without third-party uploads, and eliminate per-token costs. For the 'long tail' of routine tasks, small local models suffice, decoupling utility from massive scale, GPUs, and cloud bills. Frontier models still dominate complex reasoning, but the baseline shifts from paid APIs to free laptop files—challenging 'bigger is always better' narratives. Next steps include editor-integrated coding aids, personal fine-tunes on notes, multi-agent small-model collaborations, and offline RAG over documents.",{"title":59,"searchDepth":60,"depth":60,"links":6669},[6670,6671,6672],{"id":6636,"depth":60,"text":6637},{"id":6656,"depth":60,"text":6657},{"id":6663,"depth":60,"text":6664},[65],{"content_references":6675,"triage":6686},[6676,6680,6682],{"type":6677,"title":6678,"context":6679},"tool","TinyLlama","recommended",{"type":6677,"title":6681,"context":6679},"Ollama",{"type":6683,"title":6684,"context":6685},"other","Llama 2","mentioned",{"relevance":78,"novelty":6687,"quality":78,"actionability":78,"composite":6688,"reasoning":6689},3,3.8,"Category: AI & LLMs. The article discusses the practical application of a lightweight LLM that can run offline, addressing the audience's pain point of integrating AI into their products without heavy infrastructure. It provides a clear setup process and examples of practical tasks the model can handle, making it actionable for developers.","\u002Fsummaries\u002F1b682c7e4ee45c46-637mb-llm-runs-offline-on-base-macbook-air-works-s-summary","2026-05-05 18:01:01","2026-05-06 16:13:47",{"title":6625,"description":59},{"loc":6690},"1b682c7e4ee45c46","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fi-ran-a-637mb-llm-on-my-base-macbook-air-and-now-im-questioning-everything-cd78287d0ccc?source=rss----98111c9905da---4","summaries\u002F1b682c7e4ee45c46-637mb-llm-runs-offline-on-base-macbook-air-works-s-summary",[93,92,91],"TinyLlama, a 637MB open-source LLM, runs instantly on a stock MacBook Air via Ollama—no internet, GPU, or API needed—handling Node.js servers and casual chats effectively, lowering the bar for useful local AI.",[],"q08Qvpflcgj-8E3EIjojpd_j_dc9AsoFnv5ZNE-FrQc",{"id":6704,"title":6705,"ai":6706,"body":6711,"categories":6752,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6753,"navigation":81,"path":6789,"published_at":6790,"question":66,"scraped_at":6791,"seo":6792,"sitemap":6793,"source_id":6794,"source_name":6795,"source_type":88,"source_url":6796,"stem":6797,"tags":6798,"thumbnail_url":66,"tldr":6799,"tweet":66,"unknown_tags":6800,"__hash__":6801},"summaries\u002Fsummaries\u002F6b2accfa125e6e3e-pick-gemma-4-model-by-hardware-to-unlock-9-10-math-summary.md","Pick Gemma 4 Model by Hardware to Unlock 9\u002F10 Math Accuracy",{"provider":7,"model":6627,"input_tokens":6707,"output_tokens":6708,"processing_time_ms":6709,"cost_usd":6710},6736,2210,15095,0.00242955,{"type":14,"value":6712,"toc":6747},[6713,6717,6720,6723,6727,6730,6733,6737,6744],[17,6714,6716],{"id":6715},"hardware-matched-model-selection-maximizes-performance","Hardware-Matched Model Selection Maximizes Performance",[22,6718,6719],{},"Gemma 4 offers four variants tailored to hardware tiers, preventing the common error of loading oversized models that seem \"broken\" due to memory shortages or slow inference. E2B (2.3B params, 3-5GB RAM) fits phones and Raspberry Pi 5 (5 tokens\u002Fsec chatting speed), prioritizing privacy for summaries\u002Fquick replies over complex coding—Google embeds it in future Pixels. E4B (4.5B params, 5-6GB) suits 8-16GB laptops like MacBook Air, handling multimodal inputs (audio\u002Fimages) for local chat\u002Fdocument Q&A but falters on multi-step agents. The 26B MoE model activates only 4B params at once (16-18GB load, plan 24GB total), delivering flagship quality at 4B-model speed with 250k token context—ranks #6 on LMSYS Arena open models. Flagship 31B (30B params, 17-20GB weights + headroom to 24GB VRAM) tops at #3 open on Arena, hits 89% on Olympiad math\u002Fcompetitive programming (master-level), and beats larger closed models like Claude Sonnet on agentic business sims—ideal for workstations with NVIDIA\u002FApple Silicon.",[22,6721,6722],{},"Decision tree: Phones\u002FPi → E2B; 8-16GB laptops → E4B; 24GB system → 26B; 24GB+ VRAM\u002FMac 32GB → 31B. Avoid aggressive quantization on MoE models, as it tanks quality.",[17,6724,6726],{"id":6725},"benchmarks-show-massive-gains-but-real-world-speed-needs-tricks","Benchmarks Show Massive Gains, But Real-World Speed Needs Tricks",[22,6728,6729],{},"Gemma 4 leaps year-over-year: prior small models solved 1-in-5 math problems; now 9-in-10 across sizes. 31B matches Qwen 3.5\u002FKimi K2.5 head-to-head on Arena despite fewer active params via MoE. Strong for one-shot coding\u002Fmath (beats most humans on programming sites) but skip for long tool-call chains—closed models edge it on chained agents.",[22,6731,6732],{},"Free 29% speed boost (50% on code): Pair 31B drafter with E2B guesser via speculative decoding (shared vocab enables it), loading both in 24GB. Use LM Studio's advanced docs for setup. This yields production speeds without hardware upgrades, turning flagship quality into practical desktop use.",[17,6734,6736],{"id":6735},"essential-tools-and-fixes-for-reliable-local-runs","Essential Tools and Fixes for Reliable Local Runs",[22,6738,6739,6740,6743],{},"Run offline\u002Fprivate on any OS: Windows\u002FMac → Ollama (one-line install: ",[6642,6741,6742],{},"ollama run gemma4",") or LM Studio (GUI chat); Linux → same + llama.cpp\u002FvLLM for 31B speed squeezes; Phones → E2B via dedicated mobile guides.",[22,6745,6746],{},"Three fixes avoid early adopter pitfalls: (1) Use latest file formats\u002Fruntime—initial uploads had tokenizer bug (garbled text\u002Ftool calls, fixed in llama.cpp PR #21343 or re-uploads). (2) Stick to baked-in settings (e.g., Google's recommended temp\u002Fsampling). (3) For looped tool calls, test community tweaks for agent reliability. Unsloth Hugging Face quants help load times. All under Apache 2.0, multimodal-ready, setup \u003C10min.",{"title":59,"searchDepth":60,"depth":60,"links":6748},[6749,6750,6751],{"id":6715,"depth":60,"text":6716},{"id":6725,"depth":60,"text":6726},{"id":6735,"depth":60,"text":6736},[65],{"content_references":6754,"triage":6787},[6755,6760,6764,6766,6769,6772,6775,6778,6781,6784],{"type":6756,"title":6757,"author":6758,"url":6759,"context":6685},"report","Gemma 4 announcement","Google","https:\u002F\u002Fblog.google\u002Ftechnology\u002Fdevelopers\u002Fgemma-4\u002F",{"type":6756,"title":6761,"author":6762,"url":6763,"context":6685},"Gemma 4 model card","Google AI","https:\u002F\u002Fai.google.dev\u002Fgemma\u002Fdocs\u002Fcore\u002Fmodel_card_4",{"type":6677,"title":6681,"url":6765,"context":6685},"https:\u002F\u002Follama.com",{"type":6677,"title":6767,"url":6768,"context":6685},"LM Studio","https:\u002F\u002Flmstudio.ai",{"type":6677,"title":6770,"url":6771,"context":6685},"llama.cpp","https:\u002F\u002Fgithub.com\u002Fggml-org\u002Fllama.cpp",{"type":6677,"title":6773,"url":6774,"context":6685},"vLLM","https:\u002F\u002Fdocs.vllm.ai",{"type":6683,"title":6776,"url":6777,"context":6685},"LMArena leaderboard","https:\u002F\u002Flmarena.ai",{"type":6677,"title":6779,"url":6780,"context":6685},"Unsloth re-quants","https:\u002F\u002Fhuggingface.co\u002Funsloth",{"type":6683,"title":6782,"url":6783,"context":6685},"llama.cpp tokenizer fix (PR #21343)","https:\u002F\u002Fgithub.com\u002Fggml-org\u002Fllama.cpp\u002Fpull\u002F21343",{"type":6683,"title":6785,"url":6786,"context":6685},"LM Studio speculative decoding docs","https:\u002F\u002Flmstudio.ai\u002Fdocs\u002Fapp\u002Fadvanced\u002Fspeculative-decoding",{"relevance":78,"novelty":6687,"quality":78,"actionability":78,"composite":6688,"reasoning":6788},"Category: AI & LLMs. The article provides specific insights into selecting AI models based on hardware capabilities, addressing the audience's need for practical applications in building AI-powered products. It includes actionable advice on pairing models for performance boosts, which is directly applicable to developers and founders.","\u002Fsummaries\u002F6b2accfa125e6e3e-pick-gemma-4-model-by-hardware-to-unlock-9-10-math-summary","2026-04-19 21:52:44","2026-04-21 15:22:05",{"title":6705,"description":59},{"loc":6789},"b698467bc8ca5e8d","DIY Smart Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=SLOqlEmuy5U","summaries\u002F6b2accfa125e6e3e-pick-gemma-4-model-by-hardware-to-unlock-9-10-math-summary",[93,91,92],"Gemma 4's four models—E2B (3-5GB phone), E4B (5-6GB laptop), 26B MoE (16-18GB mid-tier), 31B (20-24GB flagship)—jump math benchmarks from 1\u002F5 to 9\u002F10 correct. Pair 31B+E2B for 29% speed boost. Use Ollama\u002FLM Studio for easy local runs.",[],"ua65HuwxIouruqLL41l8OC1Al-b2RnWySeAG_lZ4SOA",{"id":6803,"title":6804,"ai":6805,"body":6810,"categories":6848,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6849,"navigation":81,"path":6879,"published_at":66,"question":66,"scraped_at":6880,"seo":6881,"sitemap":6882,"source_id":6883,"source_name":6884,"source_type":88,"source_url":6885,"stem":6886,"tags":6887,"thumbnail_url":66,"tldr":6888,"tweet":66,"unknown_tags":6889,"__hash__":6890},"summaries\u002Fsummaries\u002Fd831938b547e2834-sglang-fast-llm-serving-on-400k-gpus-summary.md","SGLang: Fast LLM Serving on 400k+ GPUs",{"provider":7,"model":6627,"input_tokens":6806,"output_tokens":6807,"processing_time_ms":6808,"cost_usd":6809},6968,2130,10248,0.00195175,{"type":14,"value":6811,"toc":6843},[6812,6816,6819,6823,6832,6836],[17,6813,6815],{"id":6814},"delivering-production-grade-llm-inference","Delivering Production-Grade LLM Inference",[22,6817,6818],{},"SGLang serves large language models (LLMs) and multimodal models with low latency and high throughput across setups from one GPU to distributed clusters. It has 11,684 commits, active releases (49 total), and runs on PyPI with monthly downloads tracked. Benchmarks and performance details appear in release blogs like v0.2 (optimized for Llama3), v0.3, v0.4, large-scale expert parallelism, GB200 rack-scale, and GB300 long context. Use it to handle massive inference loads without performance drops in production.",[17,6820,6822],{"id":6821},"massive-adoption-drives-reliability","Massive Adoption Drives Reliability",[22,6824,6825,6826,6831],{},"Deployed at scale generating trillions of tokens daily, SGLang runs on over 400,000 GPUs globally as the de facto open-source inference standard. Trusted by xAI, AMD, NVIDIA, Intel, LinkedIn, Cursor, Oracle Cloud, Google Cloud, Microsoft Azure, AWS, and universities like MIT, UCLA, Stanford, UC Berkeley, Tsinghua. Hosted by non-profit LMSYS, it resolves issues quickly (badges show high closure rates, low open issues). Enterprises contact ",[6827,6828,6830],"a",{"href":6829},"mailto:sglang@lmsys.org","sglang@lmsys.org"," for scaled deployments or sponsorships; contributors get coding agent perks like Cursor or Claude Code.",[17,6833,6835],{"id":6834},"quick-setup-and-ecosystem-integration","Quick Setup and Ecosystem Integration",[22,6837,6838,6839,6842],{},"Start via PyPI (",[6642,6840,6841],{},"pip install sglang","), with folders for benchmarks, docs, examples, Python code, Docker, tests, and kernels. Join Slack, weekly dev meetings, roadmap, or docs at docs.sglang.io. Draws from Guidance, vLLM, LightLLM, FlashInfer, Outlines, LMQL for design and code reuse. Repo includes dev containers, pre-commit hooks, and AMD 3rdparty support for broad hardware compatibility.",{"title":59,"searchDepth":60,"depth":60,"links":6844},[6845,6846,6847],{"id":6814,"depth":60,"text":6815},{"id":6821,"depth":60,"text":6822},{"id":6834,"depth":60,"text":6835},[65],{"content_references":6850,"triage":6877},[6851,6854,6856,6859,6862,6865,6868,6871,6874],{"type":6677,"title":6852,"url":6853,"context":6685},"Guidance","https:\u002F\u002Fgithub.com\u002Fguidance-ai\u002Fguidance",{"type":6677,"title":6773,"url":6855,"context":6685},"https:\u002F\u002Fgithub.com\u002Fvllm-project\u002Fvllm",{"type":6677,"title":6857,"url":6858,"context":6685},"LightLLM","https:\u002F\u002Fgithub.com\u002FModelTC\u002Flightllm",{"type":6677,"title":6860,"url":6861,"context":6685},"FlashInfer","https:\u002F\u002Fgithub.com\u002Fflashinfer-ai\u002Fflashinfer",{"type":6677,"title":6863,"url":6864,"context":6685},"Outlines","https:\u002F\u002Fgithub.com\u002Foutlines-dev\u002Foutlines",{"type":6677,"title":6866,"url":6867,"context":6685},"LMQL","https:\u002F\u002Fgithub.com\u002Feth-sri\u002Flmql",{"type":6683,"title":6869,"url":6870,"context":6679},"SGLang v0.2 blog","https:\u002F\u002Flmsys.org\u002Fblog\u002F2024-07-25-sglang-llama3\u002F",{"type":6683,"title":6872,"url":6873,"context":6679},"SGLang v0.3 blog","https:\u002F\u002Flmsys.org\u002Fblog\u002F2024-09-04-sglang-v0-3\u002F",{"type":6683,"title":6875,"url":6876,"context":6679},"SGLang v0.4 blog","https:\u002F\u002Flmsys.org\u002Fblog\u002F2024-12-04-sglang-v0-4\u002F",{"relevance":78,"novelty":6687,"quality":78,"actionability":78,"composite":6688,"reasoning":6878},"Category: AI & LLMs. The article discusses SGLang, an open-source tool for LLM inference, which directly addresses the audience's need for practical AI tooling. It provides specific details on setup and integration, making it actionable for developers looking to implement LLMs in production.","\u002Fsummaries\u002Fd831938b547e2834-sglang-fast-llm-serving-on-400k-gpus-summary","2026-04-16 03:06:56",{"title":6804,"description":59},{"loc":6879},"d831938b547e2834","__oneoff__","https:\u002F\u002Fgithub.com\u002Fsgl-project\u002Fsglang","summaries\u002Fd831938b547e2834-sglang-fast-llm-serving-on-400k-gpus-summary",[93,92,91],"SGLang enables low-latency, high-throughput LLM inference from single GPUs to clusters, powering trillions of daily tokens for xAI, NVIDIA, AMD, and 400,000+ GPUs worldwide.",[],"6IHR19L6zFlTb7B8EgD-yySDcCnhh0dJr8Ad451-MoA",{"id":6892,"title":6893,"ai":6894,"body":6899,"categories":6963,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":6964,"navigation":81,"path":6968,"published_at":66,"question":66,"scraped_at":6969,"seo":6970,"sitemap":6971,"source_id":6972,"source_name":6884,"source_type":88,"source_url":6855,"stem":6973,"tags":6974,"thumbnail_url":66,"tldr":6975,"tweet":66,"unknown_tags":6976,"__hash__":6977},"summaries\u002Fsummaries\u002Fe8ba7172314e48e9-vllm-high-throughput-llm-serving-engine-summary.md","vLLM: High-Throughput LLM Serving Engine",{"provider":7,"model":6627,"input_tokens":6895,"output_tokens":6896,"processing_time_ms":6897,"cost_usd":6898},10719,1226,7498,0.0027343,{"type":14,"value":6900,"toc":6958},[6901,6905,6908,6912,6915,6919],[17,6902,6904],{"id":6903},"key-capabilities-and-performance-focus","Key Capabilities and Performance Focus",[22,6906,6907],{},"vLLM serves as a high-throughput and memory-efficient inference and serving engine specifically for large language models (LLMs). It emphasizes practical deployment needs through optimized kernels, as seen in recent commits like W8A8 block linear refactors for FP8 operations and Helion kernel improvements using FakeTensorMode to cut GPU allocation during config computations. This enables faster serving in production by reducing memory overhead and boosting decode path efficiency via indexer metadata optimizations.",[17,6909,6911],{"id":6910},"repo-scale-and-community-momentum","Repo Scale and Community Momentum",[22,6913,6914],{},"With 75.8k stars and 15.4k forks, vLLM draws massive adoption among AI builders. It sustains high activity: 1.8k open issues, 2.3k pull requests, 272 branches, 140 tags, and 15,628 commits. Recent updates (as of Apr 9, 2026) include Docker enhancements adding fastsafetensors for NVIDIA builds, XPU test skips for EAGLE DP invariance, and multimodal fixes for nested tensor equality with length checks on lists\u002Ftuples. Funding via GitHub Sponsors and Open Collective supports ongoing development.",[17,6916,6918],{"id":6917},"development-structure-for-production-use","Development Structure for Production Use",[22,6920,6921,6922,6925,6926,6929,6930,6933,6934,6937,6938,6941,6942,6945,6946,6949,6950,6953,6954,6957],{},"The monorepo organizes for end-to-end workflows: ",[6642,6923,6924],{},"benchmarks"," for performance testing, ",[6642,6927,6928],{},"csrc"," for core C++\u002FCUDA implementations, ",[6642,6931,6932],{},"docker"," for containerized deploys, ",[6642,6935,6936],{},"docs"," and ",[6642,6939,6940],{},"examples"," for quick starts, ",[6642,6943,6944],{},"tests"," ensuring reliability (e.g., CI mypy fixes), and ",[6642,6947,6948],{},"vllm"," core with multimodal and tool support like ",[6642,6951,6952],{},"adjust_request"," for reasoning parsers. Tools like CMake integrate DeepGEMM for wheel builds, while ",[6642,6955,6956],{},".github"," workflows enforce clang-format for C++\u002FCUDA style and pre-commit checks, making it reliable for small teams shipping LLM services without hype—just working throughput gains.",{"title":59,"searchDepth":60,"depth":60,"links":6959},[6960,6961,6962],{"id":6903,"depth":60,"text":6904},{"id":6910,"depth":60,"text":6911},{"id":6917,"depth":60,"text":6918},[65],{"content_references":6965,"triage":6966},[],{"relevance":77,"novelty":78,"quality":78,"actionability":78,"composite":79,"reasoning":6967},"Category: AI & LLMs. The article provides in-depth insights into vLLM, a high-throughput serving engine for LLMs, addressing practical deployment needs which is crucial for AI builders. It details specific optimizations and community engagement, making it actionable for developers looking to implement or contribute to LLM serving solutions.","\u002Fsummaries\u002Fe8ba7172314e48e9-vllm-high-throughput-llm-serving-engine-summary","2026-04-16 03:06:58",{"title":6893,"description":59},{"loc":6968},"e8ba7172314e48e9","summaries\u002Fe8ba7172314e48e9-vllm-high-throughput-llm-serving-engine-summary",[93,92,91],"vLLM provides high-throughput, memory-efficient inference and serving for LLMs; popular repo with 75.8k stars, 15.4k forks, active across benchmarks, docs, and kernels.",[],"WTuAM-yBeAomVNRCPCNmOXZTRuNv7iO0Y44UdofyG08"]