[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-3e665c3b865322e0-debugging-silent-failures-in-stateful-llm-inferenc-summary":3,"summaries-facets-categories":163,"summary-related-3e665c3b865322e0-debugging-silent-failures-in-stateful-llm-inferenc-summary":7705},{"id":4,"title":5,"ai":6,"body":13,"categories":118,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":123,"navigation":142,"path":143,"published_at":144,"question":120,"scraped_at":145,"seo":146,"sitemap":147,"source_id":148,"source_name":149,"source_type":150,"source_url":151,"stem":152,"tags":153,"thumbnail_url":158,"tldr":159,"tweet":160,"unknown_tags":161,"__hash__":162},"summaries\u002Fsummaries\u002F3e665c3b865322e0-debugging-silent-failures-in-stateful-llm-inferenc-summary.md","Debugging Silent Failures in Stateful LLM Inference",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7601,893,4869,0.00323975,{"type":14,"value":15,"toc":110},"minimark",[16,21,25,29,32,60,64,67,86,90],[17,18,20],"h2",{"id":19},"the-challenge-of-silent-failures","The Challenge of Silent Failures",[22,23,24],"p",{},"Stateful inference architectures—specifically hybrid models like Jamba that combine transformer attention with Mamba state space models (SSMs)—can fail silently. Unlike traditional software that crashes, these systems often return high-confidence gibberish or incorrect logprobs. Because these errors are rare (e.g., 1 in 1,000 requests) and load-dependent, they are difficult to reproduce. The authors emphasize that stateful inference systems \"lie with confidence\" when the underlying state cache is corrupted.",[17,26,28],{"id":27},"forensic-debugging-techniques","Forensic Debugging Techniques",[22,30,31],{},"To diagnose these issues, the authors employed three primary strategies:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Logprob Comparison:"," By comparing the output logprobs of the production engine (vLLM) against a vanilla reference implementation (Hugging Face Transformers), they could isolate divergence. By running only the prefill pass on both, they identified whether the error originated in the prefill kernel or the decode stage.",[36,44,45,48],{},[39,46,47],{},"Forced Reproduction:"," When standard prompts failed to trigger the bug, the authors used \"starvation\" techniques. By reducing GPU memory utilization from 90% to 20%, they forced the engine to reuse memory buffers more aggressively, making the race conditions or state corruption deterministic.",[36,50,51,54,55,59],{},[39,52,53],{},"Context Injection:"," Because inference kernels often treat tensors as anonymous data, the authors threaded a ",[56,57,58],"code",{},"request_id"," into the forward pass context. This allowed them to set breakpoints on specific problematic requests, revealing that the scheduler was incorrectly executing a decode pass before a prefill pass.",[17,61,63],{"id":62},"identifying-architectural-criminals","Identifying Architectural Criminals",[22,65,66],{},"Two distinct bugs were uncovered, both involving the Mamba state cache:",[68,69,70,76],"ol",{},[36,71,72,75],{},[39,73,74],{},"Scheduler Misordering:"," In attention-based models, KV caches are overwritten before they are read, masking stale data. Mamba, however, reads its state before computing. When the scheduler incorrectly triggered a decode pass before a prefill pass, the model computed over stale state from previous requests. The fix involved ensuring the scheduler correctly identifies new requests and forces a prefill pass.",[36,77,78,81,82,85],{},[39,79,80],{},"Integer Overflow:"," Logprob spikes occurred deterministically every 12 steps during RL training. By scaling the number of rollouts per prompt, the authors shifted the failure point, proving the issue was tied to memory indexing. They discovered a 32-bit index wrapping around after 4 billion operations. Changing the data type to ",[56,83,84],{},"size_t"," (64-bit) resolved the overflow.",[17,87,89],{"id":88},"practical-takeaways","Practical Takeaways",[33,91,92,98,104],{},[36,93,94,97],{},[39,95,96],{},"Build a baseline:"," Always maintain a reference implementation to compare logprobs.",[36,99,100,103],{},[39,101,102],{},"Manipulate the environment:"," Use memory constraints and scale rollouts to change the \"shape\" of the failure, which helps isolate the root cause.",[36,105,106,109],{},[39,107,108],{},"Don't trust the abstraction:"," When complex frameworks like vLLM fail, do not assume the kernels are correct. Thread identity through the system to see exactly what the hardware is processing.",{"title":111,"searchDepth":112,"depth":112,"links":113},"",2,[114,115,116,117],{"id":19,"depth":112,"text":20},{"id":27,"depth":112,"text":28},{"id":62,"depth":112,"text":63},{"id":88,"depth":112,"text":89},[119],"Software Engineering",null,"md",false,{"content_references":124,"triage":137},[125,130,133],{"type":126,"title":127,"url":128,"context":129},"tool","vLLM","https:\u002F\u002Fgithub.com\u002Fvllm-project\u002Fvllm","mentioned",{"type":126,"title":131,"url":132,"context":129},"Hugging Face Transformers","https:\u002F\u002Fhuggingface.co\u002Fdocs\u002Ftransformers\u002Findex",{"type":134,"title":135,"author":136,"context":129},"other","Jamba Model","AI21",{"relevance":138,"novelty":139,"quality":139,"actionability":139,"composite":140,"reasoning":141},5,4,4.35,"Category: AI & LLMs. The article provides in-depth techniques for debugging silent failures in stateful LLMs, addressing a specific pain point for developers working with AI models. It offers actionable forensic debugging strategies that can be directly applied to improve model reliability.",true,"\u002Fsummaries\u002F3e665c3b865322e0-debugging-silent-failures-in-stateful-llm-inferenc-summary","2026-09-19 18:30:06","2026-09-20 03:11:16",{"title":5,"description":111},{"loc":143},"3e665c3b865322e0","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=btxG75rNJC4","summaries\u002F3e665c3b865322e0-debugging-silent-failures-in-stateful-llm-inferenc-summary",[154,155,156,157],"llm","debugging","mamba","vllm","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FbtxG75rNJC4\u002Fhqdefault.jpg","When stateful models like Jamba produce silent errors, they often stem from state cache mismanagement. Debugging requires logprob forensics, threading request IDs through kernels, and identifying how memory pressure triggers hidden architectural flaws.","This talk is a technical post-mortem on two silent, state-related bugs the speakers encountered while running [Jamba](https:\u002F\u002Fwww.ai21.com\u002Fjamba) on [vLLM](https:\u002F\u002Fgithub.com\u002Fvllm-project\u002Fvllm). It details how they used log-probability forensics and custom request-ID tracing to identify scheduler race conditions and integer overflows in the Mamba state cache that caused the model to output gibberish without crashing.",[155,156,157],"0bivMqIhgBbOglqX-83pChaX_cH6qTX-5KWBlATi_1E",[164,167,170,172,175,177,180,183,185,187,189,191,193,196,198,200,202,204,207,209,211,213,215,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,455,457,459,461,463,465,467,469,471,473,475,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,511,513,515,517,519,521,523,525,527,529,531,533,535,537,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,609,611,613,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,655,657,659,661,663,665,667,669,671,673,675,677,679,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,989,991,993,995,997,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509,7511,7513,7515,7517,7519,7521,7523,7525,7527,7529,7531,7533,7535,7537,7539,7541,7543,7545,7547,7549,7551,7553,7555,7557,7559,7561,7563,7565,7567,7569,7571,7573,7575,7577,7579,7581,7583,7585,7587,7589,7591,7593,7595,7597,7599,7601,7603,7605,7607,7609,7611,7613,7615,7617,7619,7621,7623,7625,7627,7629,7631,7633,7635,7637,7639,7641,7643,7645,7647,7649,7651,7653,7655,7657,7659,7661,7663,7665,7667,7669,7671,7673,7675,7677,7679,7681,7683,7685,7687,7689,7691,7693,7695,7697,7699,7701,7703],{"categories":165},[166],"AI & LLMs",{"categories":168},[169],"Developer Productivity",{"categories":171},[166],{"categories":173},[174],"Business & SaaS",{"categories":176},[166],{"categories":178},[179],"AI Automation",{"categories":181},[182],"Product Strategy",{"categories":184},[179],{"categories":186},[166],{"categories":188},[169],{"categories":190},[179],{"categories":192},[119],{"categories":194},[195],"Data Science & Visualization",{"categories":197},[166],{"categories":199},[174],{"categories":201},[],{"categories":203},[166],{"categories":205},[206],"Inference & Serving",{"categories":208},[166],{"categories":210},[166],{"categories":212},[179],{"categories":214},[],{"categories":216},[217],"AI News & Trends",{"categories":219},[195],{"categories":221},[179],{"categories":223},[166],{"categories":225},[166],{"categories":227},[166],{"categories":229},[174],{"categories":231},[169],{"categories":233},[166],{"categories":235},[179],{"categories":237},[217],{"categories":239},[166],{"categories":241},[179],{"categories":243},[179],{"categories":245},[166],{"categories":247},[166],{"categories":249},[179],{"categories":251},[166],{"categories":253},[166],{"categories":255},[166],{"categories":257},[174],{"categories":259},[179],{"categories":261},[217],{"categories":263},[166],{"categories":265},[166],{"categories":267},[166],{"categories":269},[],{"categories":271},[272],"Design & Frontend",{"categories":274},[166],{"categories":276},[195],{"categories":278},[166],{"categories":280},[217],{"categories":282},[166],{"categories":284},[166],{"categories":286},[166],{"categories":288},[],{"categories":290},[166],{"categories":292},[166],{"categories":294},[179],{"categories":296},[119],{"categories":298},[166],{"categories":300},[179],{"categories":302},[166],{"categories":304},[305],"Marketing & Growth",{"categories":307},[272],{"categories":309},[166],{"categories":311},[179],{"categories":313},[166],{"categories":315},[166],{"categories":317},[119],{"categories":319},[166],{"categories":321},[],{"categories":323},[],{"categories":325},[272],{"categories":327},[166],{"categories":329},[179],{"categories":331},[169],{"categories":333},[119],{"categories":335},[179],{"categories":337},[272],{"categories":339},[166],{"categories":341},[182],{"categories":343},[166],{"categories":345},[119],{"categories":347},[348],"DevOps & Cloud",{"categories":350},[179],{"categories":352},[182],{"categories":354},[217],{"categories":356},[166],{"categories":358},[],{"categories":360},[166],{"categories":362},[166],{"categories":364},[166],{"categories":366},[],{"categories":368},[179],{"categories":370},[119],{"categories":372},[],{"categories":374},[119],{"categories":376},[179],{"categories":378},[166],{"categories":380},[272],{"categories":382},[383],"Governance & Standards",{"categories":385},[174],{"categories":387},[],{"categories":389},[166],{"categories":391},[],{"categories":393},[166],{"categories":395},[166],{"categories":397},[179],{"categories":399},[179],{"categories":401},[166],{"categories":403},[166],{"categories":405},[179],{"categories":407},[166],{"categories":409},[166],{"categories":411},[166],{"categories":413},[],{"categories":415},[119],{"categories":417},[],{"categories":419},[],{"categories":421},[166],{"categories":423},[119],{"categories":425},[],{"categories":427},[119],{"categories":429},[166],{"categories":431},[179],{"categories":433},[166],{"categories":435},[305],{"categories":437},[166],{"categories":439},[166],{"categories":441},[166],{"categories":443},[272],{"categories":445},[272],{"categories":447},[166],{"categories":449},[119],{"categories":451},[179],{"categories":453},[454],"GovTech & Public-Sector Adoption",{"categories":456},[119],{"categories":458},[166],{"categories":460},[166],{"categories":462},[166],{"categories":464},[179],{"categories":466},[179],{"categories":468},[195],{"categories":470},[166],{"categories":472},[217],{"categories":474},[179],{"categories":476},[477],"Legal AI Tools",{"categories":479},[166],{"categories":481},[179],{"categories":483},[166],{"categories":485},[305],{"categories":487},[179],{"categories":489},[182],{"categories":491},[166],{"categories":493},[119],{"categories":495},[454],{"categories":497},[],{"categories":499},[179],{"categories":501},[],{"categories":503},[174],{"categories":505},[179],{"categories":507},[179],{"categories":509},[510],"RAG & Retrieval",{"categories":512},[174],{"categories":514},[166],{"categories":516},[119],{"categories":518},[119],{"categories":520},[348],{"categories":522},[272],{"categories":524},[179],{"categories":526},[166],{"categories":528},[166],{"categories":530},[166],{"categories":532},[166],{"categories":534},[],{"categories":536},[179],{"categories":538},[539],"Agents & Orchestration",{"categories":541},[119],{"categories":543},[166],{"categories":545},[],{"categories":547},[179],{"categories":549},[174],{"categories":551},[],{"categories":553},[166],{"categories":555},[],{"categories":557},[166],{"categories":559},[169],{"categories":561},[119],{"categories":563},[174],{"categories":565},[166],{"categories":567},[166],{"categories":569},[166],{"categories":571},[179],{"categories":573},[166],{"categories":575},[166],{"categories":577},[217],{"categories":579},[166],{"categories":581},[],{"categories":583},[166],{"categories":585},[166],{"categories":587},[],{"categories":589},[166],{"categories":591},[119],{"categories":593},[166],{"categories":595},[179],{"categories":597},[195],{"categories":599},[],{"categories":601},[166],{"categories":603},[166],{"categories":605},[272],{"categories":607},[608],"Models & Frontier Labs",{"categories":610},[],{"categories":612},[272],{"categories":614},[615],"Regulation & Governance of AI",{"categories":617},[182],{"categories":619},[179],{"categories":621},[],{"categories":623},[166],{"categories":625},[166],{"categories":627},[179],{"categories":629},[179],{"categories":631},[217],{"categories":633},[166],{"categories":635},[174],{"categories":637},[166],{"categories":639},[179],{"categories":641},[],{"categories":643},[119],{"categories":645},[179],{"categories":647},[166],{"categories":649},[182],{"categories":651},[166],{"categories":653},[654],"AI Policy & Regulation",{"categories":656},[],{"categories":658},[166],{"categories":660},[179],{"categories":662},[179],{"categories":664},[182],{"categories":666},[179],{"categories":668},[166],{"categories":670},[166],{"categories":672},[166],{"categories":674},[179],{"categories":676},[],{"categories":678},[195],{"categories":680},[681],"Evals & Reliability",{"categories":683},[166],{"categories":685},[166],{"categories":687},[],{"categories":689},[195],{"categories":691},[169],{"categories":693},[454],{"categories":695},[654],{"categories":697},[166],{"categories":699},[166],{"categories":701},[174],{"categories":703},[166],{"categories":705},[179],{"categories":707},[166],{"categories":709},[179],{"categories":711},[539],{"categories":713},[166],{"categories":715},[119],{"categories":717},[166],{"categories":719},[166],{"categories":721},[],{"categories":723},[272],{"categories":725},[],{"categories":727},[166],{"categories":729},[454],{"categories":731},[166],{"categories":733},[166],{"categories":735},[166],{"categories":737},[],{"categories":739},[166],{"categories":741},[272],{"categories":743},[119],{"categories":745},[],{"categories":747},[166],{"categories":749},[],{"categories":751},[179],{"categories":753},[166],{"categories":755},[272],{"categories":757},[],{"categories":759},[166],{"categories":761},[166],{"categories":763},[195],{"categories":765},[179],{"categories":767},[166],{"categories":769},[174],{"categories":771},[179],{"categories":773},[166],{"categories":775},[166],{"categories":777},[119],{"categories":779},[272],{"categories":781},[166],{"categories":783},[179],{"categories":785},[],{"categories":787},[119],{"categories":789},[179],{"categories":791},[195],{"categories":793},[],{"categories":795},[166],{"categories":797},[217],{"categories":799},[166],{"categories":801},[],{"categories":803},[166],{"categories":805},[166],{"categories":807},[166],{"categories":809},[174,305],{"categories":811},[],{"categories":813},[119],{"categories":815},[166],{"categories":817},[166],{"categories":819},[179],{"categories":821},[166],{"categories":823},[166],{"categories":825},[],{"categories":827},[],{"categories":829},[166],{"categories":831},[166],{"categories":833},[272],{"categories":835},[166],{"categories":837},[],{"categories":839},[166],{"categories":841},[348],{"categories":843},[],{"categories":845},[179],{"categories":847},[217],{"categories":849},[166],{"categories":851},[174],{"categories":853},[166],{"categories":855},[119],{"categories":857},[272],{"categories":859},[],{"categories":861},[166],{"categories":863},[217],{"categories":865},[166],{"categories":867},[206],{"categories":869},[166],{"categories":871},[166],{"categories":873},[179],{"categories":875},[217],{"categories":877},[608],{"categories":879},[166],{"categories":881},[305],{"categories":883},[],{"categories":885},[179],{"categories":887},[174],{"categories":889},[119],{"categories":891},[166],{"categories":893},[179],{"categories":895},[],{"categories":897},[166,348],{"categories":899},[166],{"categories":901},[166],{"categories":903},[166],{"categories":905},[179],{"categories":907},[166,119],{"categories":909},[195],{"categories":911},[166],{"categories":913},[166],{"categories":915},[166],{"categories":917},[119],{"categories":919},[166],{"categories":921},[179],{"categories":923},[179],{"categories":925},[654],{"categories":927},[305],{"categories":929},[166],{"categories":931},[179],{"categories":933},[166],{"categories":935},[166],{"categories":937},[179],{"categories":939},[],{"categories":941},[179],{"categories":943},[166],{"categories":945},[166],{"categories":947},[179],{"categories":949},[166],{"categories":951},[166,174],{"categories":953},[166],{"categories":955},[166],{"categories":957},[174],{"categories":959},[],{"categories":961},[272],{"categories":963},[272],{"categories":965},[166],{"categories":967},[],{"categories":969},[],{"categories":971},[166],{"categories":973},[217],{"categories":975},[],{"categories":977},[169],{"categories":979},[166],{"categories":981},[119],{"categories":983},[179],{"categories":985},[166],{"categories":987},[988],"Generative UI & Design-to-Code",{"categories":990},[166],{"categories":992},[166],{"categories":994},[272],{"categories":996},[166],{"categories":998},[999],"Algorithmic Accountability",{"categories":1001},[179],{"categories":1003},[119],{"categories":1005},[217],{"categories":1007},[272],{"categories":1009},[166],{"categories":1011},[],{"categories":1013},[182],{"categories":1015},[166],{"categories":1017},[166],{"categories":1019},[166],{"categories":1021},[166],{"categories":1023},[166],{"categories":1025},[179],{"categories":1027},[1028],"MLOps & Infrastructure",{"categories":1030},[166],{"categories":1032},[166],{"categories":1034},[166],{"categories":1036},[166],{"categories":1038},[166],{"categories":1040},[119],{"categories":1042},[217],{"categories":1044},[166],{"categories":1046},[166],{"categories":1048},[182],{"categories":1050},[169],{"categories":1052},[166],{"categories":1054},[179],{"categories":1056},[348],{"categories":1058},[166],{"categories":1060},[174],{"categories":1062},[166],{"categories":1064},[272],{"categories":1066},[166],{"categories":1068},[182],{"categories":1070},[166],{"categories":1072},[179],{"categories":1074},[],{"categories":1076},[],{"categories":1078},[166],{"categories":1080},[206],{"categories":1082},[272],{"categories":1084},[217],{"categories":1086},[195],{"categories":1088},[],{"categories":1090},[166],{"categories":1092},[166],{"categories":1094},[174],{"categories":1096},[179],{"categories":1098},[166],{"categories":1100},[166],{"categories":1102},[166],{"categories":1104},[166],{"categories":1106},[166],{"categories":1108},[217],{"categories":1110},[206],{"categories":1112},[166],{"categories":1114},[272],{"categories":1116},[166],{"categories":1118},[],{"categories":1120},[179],{"categories":1122},[119],{"categories":1124},[],{"categories":1126},[166],{"categories":1128},[166],{"categories":1130},[179],{"categories":1132},[119],{"categories":1134},[166],{"categories":1136},[195],{"categories":1138},[272],{"categories":1140},[],{"categories":1142},[166],{"categories":1144},[],{"categories":1146},[166],{"categories":1148},[],{"categories":1150},[166],{"categories":1152},[166],{"categories":1154},[182],{"categories":1156},[174],{"categories":1158},[179],{"categories":1160},[179],{"categories":1162},[119],{"categories":1164},[],{"categories":1166},[166],{"categories":1168},[169],{"categories":1170},[166],{"categories":1172},[166],{"categories":1174},[174],{"categories":1176},[217],{"categories":1178},[169],{"categories":1180},[],{"categories":1182},[166],{"categories":1184},[],{"categories":1186},[166],{"categories":1188},[],{"categories":1190},[166],{"categories":1192},[217],{"categories":1194},[217],{"categories":1196},[],{"categories":1198},[539],{"categories":1200},[166],{"categories":1202},[272],{"categories":1204},[119],{"categories":1206},[],{"categories":1208},[477],{"categories":1210},[179],{"categories":1212},[179],{"categories":1214},[174],{"categories":1216},[166],{"categories":1218},[],{"categories":1220},[],{"categories":1222},[169],{"categories":1224},[195],{"categories":1226},[],{"categories":1228},[305],{"categories":1230},[179],{"categories":1232},[174],{"categories":1234},[179],{"categories":1236},[166],{"categories":1238},[174],{"categories":1240},[166],{"categories":1242},[119],{"categories":1244},[],{"categories":1246},[206],{"categories":1248},[182],{"categories":1250},[166],{"categories":1252},[272],{"categories":1254},[119],{"categories":1256},[174],{"categories":1258},[166],{"categories":1260},[119],{"categories":1262},[166],{"categories":1264},[179],{"categories":1266},[174],{"categories":1268},[166],{"categories":1270},[166],{"categories":1272},[166],{"categories":1274},[166],{"categories":1276},[166],{"categories":1278},[166],{"categories":1280},[],{"categories":1282},[],{"categories":1284},[119],{"categories":1286},[195],{"categories":1288},[182],{"categories":1290},[166],{"categories":1292},[179],{"categories":1294},[119],{"categories":1296},[119],{"categories":1298},[166],{"categories":1300},[],{"categories":1302},[166],{"categories":1304},[217],{"categories":1306},[182],{"categories":1308},[182],{"categories":1310},[119],{"categories":1312},[166],{"categories":1314},[681],{"categories":1316},[348],{"categories":1318},[],{"categories":1320},[179],{"categories":1322},[166],{"categories":1324},[169],{"categories":1326},[],{"categories":1328},[169],{"categories":1330},[],{"categories":1332},[166],{"categories":1334},[166],{"categories":1336},[166],{"categories":1338},[272],{"categories":1340},[305],{"categories":1342},[182],{"categories":1344},[166],{"categories":1346},[119],{"categories":1348},[166],{"categories":1350},[179],{"categories":1352},[],{"categories":1354},[119],{"categories":1356},[166],{"categories":1358},[169],{"categories":1360},[],{"categories":1362},[174],{"categories":1364},[166],{"categories":1366},[166],{"categories":1368},[217],{"categories":1370},[166,348],{"categories":1372},[166],{"categories":1374},[1375],"Design Systems for AI",{"categories":1377},[166],{"categories":1379},[166],{"categories":1381},[217],{"categories":1383},[166],{"categories":1385},[166],{"categories":1387},[166],{"categories":1389},[174],{"categories":1391},[166],{"categories":1393},[166],{"categories":1395},[166],{"categories":1397},[],{"categories":1399},[166],{"categories":1401},[166],{"categories":1403},[174],{"categories":1405},[166],{"categories":1407},[],{"categories":1409},[179],{"categories":1411},[179],{"categories":1413},[119],{"categories":1415},[166],{"categories":1417},[217],{"categories":1419},[119],{"categories":1421},[166],{"categories":1423},[272],{"categories":1425},[217],{"categories":1427},[195],{"categories":1429},[166],{"categories":1431},[166],{"categories":1433},[166],{"categories":1435},[166],{"categories":1437},[179],{"categories":1439},[169],{"categories":1441},[654],{"categories":1443},[166],{"categories":1445},[166],{"categories":1447},[179],{"categories":1449},[166],{"categories":1451},[119],{"categories":1453},[166],{"categories":1455},[119],{"categories":1457},[],{"categories":1459},[272],{"categories":1461},[],{"categories":1463},[166],{"categories":1465},[179],{"categories":1467},[182],{"categories":1469},[],{"categories":1471},[174],{"categories":1473},[166],{"categories":1475},[],{"categories":1477},[272],{"categories":1479},[119],{"categories":1481},[179],{"categories":1483},[119],{"categories":1485},[166],{"categories":1487},[272],{"categories":1489},[166],{"categories":1491},[119],{"categories":1493},[166],{"categories":1495},[166],{"categories":1497},[272],{"categories":1499},[],{"categories":1501},[],{"categories":1503},[217],{"categories":1505},[179],{"categories":1507},[179],{"categories":1509},[179],{"categories":1511},[166],{"categories":1513},[166],{"categories":1515},[166],{"categories":1517},[166],{"categories":1519},[166],{"categories":1521},[166],{"categories":1523},[174],{"categories":1525},[166],{"categories":1527},[166],{"categories":1529},[],{"categories":1531},[119],{"categories":1533},[119],{"categories":1535},[166],{"categories":1537},[119],{"categories":1539},[174],{"categories":1541},[],{"categories":1543},[166],{"categories":1545},[166],{"categories":1547},[272],{"categories":1549},[166],{"categories":1551},[166],{"categories":1553},[166],{"categories":1555},[179],{"categories":1557},[169],{"categories":1559},[174],{"categories":1561},[166],{"categories":1563},[179],{"categories":1565},[217],{"categories":1567},[179],{"categories":1569},[206],{"categories":1571},[305],{"categories":1573},[166],{"categories":1575},[179],{"categories":1577},[166],{"categories":1579},[166],{"categories":1581},[166],{"categories":1583},[],{"categories":1585},[272],{"categories":1587},[],{"categories":1589},[166],{"categories":1591},[166],{"categories":1593},[],{"categories":1595},[166],{"categories":1597},[119],{"categories":1599},[174],{"categories":1601},[1602],"Visual & Generative Media",{"categories":1604},[179],{"categories":1606},[],{"categories":1608},[166],{"categories":1610},[166],{"categories":1612},[119],{"categories":1614},[166],{"categories":1616},[348],{"categories":1618},[166],{"categories":1620},[195],{"categories":1622},[654],{"categories":1624},[119],{"categories":1626},[305],{"categories":1628},[166],{"categories":1630},[182],{"categories":1632},[272],{"categories":1634},[166],{"categories":1636},[166],{"categories":1638},[119],{"categories":1640},[179],{"categories":1642},[166],{"categories":1644},[],{"categories":1646},[],{"categories":1648},[179],{"categories":1650},[119],{"categories":1652},[169],{"categories":1654},[179],{"categories":1656},[608],{"categories":1658},[166],{"categories":1660},[182],{"categories":1662},[166],{"categories":1664},[174],{"categories":1666},[],{"categories":1668},[166],{"categories":1670},[182],{"categories":1672},[166],{"categories":1674},[166],{"categories":1676},[166],{"categories":1678},[182],{"categories":1680},[166],{"categories":1682},[166],{"categories":1684},[305],{"categories":1686},[166],{"categories":1688},[539],{"categories":1690},[119],{"categories":1692},[179],{"categories":1694},[166],{"categories":1696},[179],{"categories":1698},[166],{"categories":1700},[166],{"categories":1702},[179],{"categories":1704},[166],{"categories":1706},[166],{"categories":1708},[166],{"categories":1710},[179],{"categories":1712},[166],{"categories":1714},[272],{"categories":1716},[179],{"categories":1718},[],{"categories":1720},[179],{"categories":1722},[166],{"categories":1724},[],{"categories":1726},[348],{"categories":1728},[119],{"categories":1730},[],{"categories":1732},[608],{"categories":1734},[166],{"categories":1736},[179],{"categories":1738},[179],{"categories":1740},[166],{"categories":1742},[272,166],{"categories":1744},[166],{"categories":1746},[169],{"categories":1748},[166],{"categories":1750},[179],{"categories":1752},[272],{"categories":1754},[],{"categories":1756},[166],{"categories":1758},[169],{"categories":1760},[166],{"categories":1762},[1763],"Medical Imaging & Radiology",{"categories":1765},[166],{"categories":1767},[166],{"categories":1769},[166],{"categories":1771},[272],{"categories":1773},[179],{"categories":1775},[179],{"categories":1777},[119],{"categories":1779},[],{"categories":1781},[166],{"categories":1783},[166],{"categories":1785},[166],{"categories":1787},[],{"categories":1789},[],{"categories":1791},[166],{"categories":1793},[166],{"categories":1795},[539],{"categories":1797},[166],{"categories":1799},[169],{"categories":1801},[166],{"categories":1803},[166],{"categories":1805},[],{"categories":1807},[179],{"categories":1809},[166],{"categories":1811},[182],{"categories":1813},[119],{"categories":1815},[166],{"categories":1817},[179],{"categories":1819},[539],{"categories":1821},[166],{"categories":1823},[179],{"categories":1825},[166],{"categories":1827},[166],{"categories":1829},[166],{"categories":1831},[166],{"categories":1833},[272],{"categories":1835},[179],{"categories":1837},[348],{"categories":1839},[272],{"categories":1841},[174],{"categories":1843},[179],{"categories":1845},[217],{"categories":1847},[166],{"categories":1849},[166],{"categories":1851},[182],{"categories":1853},[166],{"categories":1855},[166],{"categories":1857},[166],{"categories":1859},[166],{"categories":1861},[166],{"categories":1863},[179],{"categories":1865},[166],{"categories":1867},[119],{"categories":1869},[119],{"categories":1871},[166],{"categories":1873},[182],{"categories":1875},[],{"categories":1877},[217],{"categories":1879},[],{"categories":1881},[182],{"categories":1883},[179],{"categories":1885},[166],{"categories":1887},[166],{"categories":1889},[179],{"categories":1891},[166],{"categories":1893},[1375],{"categories":1895},[166],{"categories":1897},[1375],{"categories":1899},[272],{"categories":1901},[166],{"categories":1903},[166],{"categories":1905},[166],{"categories":1907},[179],{"categories":1909},[119],{"categories":1911},[272],{"categories":1913},[179],{"categories":1915},[217],{"categories":1917},[],{"categories":1919},[166],{"categories":1921},[],{"categories":1923},[166],{"categories":1925},[166],{"categories":1927},[179],{"categories":1929},[166],{"categories":1931},[166],{"categories":1933},[166],{"categories":1935},[179],{"categories":1937},[1938],"Contract Review & E-Discovery",{"categories":1940},[166],{"categories":1942},[272],{"categories":1944},[166],{"categories":1946},[169],{"categories":1948},[166],{"categories":1950},[217],{"categories":1952},[166],{"categories":1954},[166],{"categories":1956},[305],{"categories":1958},[119],{"categories":1960},[179],{"categories":1962},[166],{"categories":1964},[166],{"categories":1966},[166],{"categories":1968},[179],{"categories":1970},[179],{"categories":1972},[999],{"categories":1974},[166],{"categories":1976},[166],{"categories":1978},[179],{"categories":1980},[179],{"categories":1982},[166],{"categories":1984},[166],{"categories":1986},[166],{"categories":1988},[179],{"categories":1990},[166],{"categories":1992},[119],{"categories":1994},[166],{"categories":1996},[539],{"categories":1998},[510],{"categories":2000},[166],{"categories":2002},[179],{"categories":2004},[166],{"categories":2006},[2007],"Law-Firm Practice & Adoption",{"categories":2009},[166],{"categories":2011},[179],{"categories":2013},[272],{"categories":2015},[166],{"categories":2017},[166],{"categories":2019},[166],{"categories":2021},[],{"categories":2023},[119],{"categories":2025},[],{"categories":2027},[119],{"categories":2029},[166],{"categories":2031},[],{"categories":2033},[119],{"categories":2035},[179],{"categories":2037},[169],{"categories":2039},[348],{"categories":2041},[166],{"categories":2043},[],{"categories":2045},[166],{"categories":2047},[169],{"categories":2049},[179],{"categories":2051},[174],{"categories":2053},[166],{"categories":2055},[305],{"categories":2057},[166],{"categories":2059},[],{"categories":2061},[174],{"categories":2063},[179],{"categories":2065},[174],{"categories":2067},[],{"categories":2069},[166],{"categories":2071},[182],{"categories":2073},[166],{"categories":2075},[119],{"categories":2077},[],{"categories":2079},[],{"categories":2081},[],{"categories":2083},[],{"categories":2085},[166],{"categories":2087},[182],{"categories":2089},[179],{"categories":2091},[348],{"categories":2093},[166],{"categories":2095},[169],{"categories":2097},[119],{"categories":2099},[166],{"categories":2101},[166],{"categories":2103},[119],{"categories":2105},[182],{"categories":2107},[166],{"categories":2109},[166],{"categories":2111},[166],{"categories":2113},[1028],{"categories":2115},[166],{"categories":2117},[119],{"categories":2119},[166],{"categories":2121},[305],{"categories":2123},[119],{"categories":2125},[174],{"categories":2127},[166],{"categories":2129},[166],{"categories":2131},[166],{"categories":2133},[272],{"categories":2135},[166],{"categories":2137},[166],{"categories":2139},[166],{"categories":2141},[166],{"categories":2143},[174],{"categories":2145},[179],{"categories":2147},[166,169],{"categories":2149},[166],{"categories":2151},[539],{"categories":2153},[166],{"categories":2155},[166],{"categories":2157},[119],{"categories":2159},[166],{"categories":2161},[119],{"categories":2163},[272],{"categories":2165},[179],{"categories":2167},[179],{"categories":2169},[119],{"categories":2171},[166],{"categories":2173},[179],{"categories":2175},[166],{"categories":2177},[166],{"categories":2179},[],{"categories":2181},[],{"categories":2183},[166],{"categories":2185},[195],{"categories":2187},[166],{"categories":2189},[166],{"categories":2191},[272],{"categories":2193},[179],{"categories":2195},[],{"categories":2197},[166],{"categories":2199},[166],{"categories":2201},[174],{"categories":2203},[119],{"categories":2205},[195],{"categories":2207},[217],{"categories":2209},[182],{"categories":2211},[272],{"categories":2213},[166],{"categories":2215},[179],{"categories":2217},[166],{"categories":2219},[119],{"categories":2221},[],{"categories":2223},[179],{"categories":2225},[179],{"categories":2227},[166],{"categories":2229},[166],{"categories":2231},[166],{"categories":2233},[166],{"categories":2235},[166],{"categories":2237},[166],{"categories":2239},[],{"categories":2241},[179],{"categories":2243},[166],{"categories":2245},[166],{"categories":2247},[166],{"categories":2249},[],{"categories":2251},[179],{"categories":2253},[179],{"categories":2255},[166],{"categories":2257},[166],{"categories":2259},[174],{"categories":2261},[166],{"categories":2263},[166],{"categories":2265},[],{"categories":2267},[169],{"categories":2269},[166],{"categories":2271},[166],{"categories":2273},[166],{"categories":2275},[272],{"categories":2277},[166],{"categories":2279},[119],{"categories":2281},[166],{"categories":2283},[169],{"categories":2285},[166],{"categories":2287},[119],{"categories":2289},[305],{"categories":2291},[119],{"categories":2293},[179],{"categories":2295},[179],{"categories":2297},[166],{"categories":2299},[166],{"categories":2301},[166,272],{"categories":2303},[166],{"categories":2305},[179],{"categories":2307},[217],{"categories":2309},[166],{"categories":2311},[217],{"categories":2313},[179],{"categories":2315},[272],{"categories":2317},[166],{"categories":2319},[],{"categories":2321},[119],{"categories":2323},[348],{"categories":2325},[272],{"categories":2327},[119],{"categories":2329},[166],{"categories":2331},[182],{"categories":2333},[166],{"categories":2335},[166],{"categories":2337},[179],{"categories":2339},[],{"categories":2341},[],{"categories":2343},[166],{"categories":2345},[],{"categories":2347},[],{"categories":2349},[182],{"categories":2351},[119],{"categories":2353},[166],{"categories":2355},[166],{"categories":2357},[179],{"categories":2359},[166],{"categories":2361},[179],{"categories":2363},[174],{"categories":2365},[179],{"categories":2367},[348],{"categories":2369},[166],{"categories":2371},[166],{"categories":2373},[166],{"categories":2375},[206],{"categories":2377},[166],{"categories":2379},[166],{"categories":2381},[166],{"categories":2383},[166],{"categories":2385},[119],{"categories":2387},[179],{"categories":2389},[166],{"categories":2391},[166],{"categories":2393},[166],{"categories":2395},[119],{"categories":2397},[477],{"categories":2399},[179],{"categories":2401},[999],{"categories":2403},[],{"categories":2405},[179],{"categories":2407},[272],{"categories":2409},[2007],{"categories":2411},[119],{"categories":2413},[],{"categories":2415},[179],{"categories":2417},[],{"categories":2419},[166],{"categories":2421},[179],{"categories":2423},[],{"categories":2425},[],{"categories":2427},[166],{"categories":2429},[166],{"categories":2431},[305],{"categories":2433},[166],{"categories":2435},[305],{"categories":2437},[166],{"categories":2439},[179],{"categories":2441},[166],{"categories":2443},[166],{"categories":2445},[195],{"categories":2447},[166],{"categories":2449},[119],{"categories":2451},[182],{"categories":2453},[],{"categories":2455},[166],{"categories":2457},[166],{"categories":2459},[166],{"categories":2461},[119],{"categories":2463},[166],{"categories":2465},[1938],{"categories":2467},[166],{"categories":2469},[272],{"categories":2471},[272],{"categories":2473},[166],{"categories":2475},[179],{"categories":2477},[169],{"categories":2479},[166],{"categories":2481},[166],{"categories":2483},[166],{"categories":2485},[166],{"categories":2487},[272],{"categories":2489},[272],{"categories":2491},[179],{"categories":2493},[179],{"categories":2495},[179],{"categories":2497},[166],{"categories":2499},[166],{"categories":2501},[166],{"categories":2503},[179],{"categories":2505},[],{"categories":2507},[166],{"categories":2509},[],{"categories":2511},[272],{"categories":2513},[2514],"Interaction & Product Design",{"categories":2516},[166],{"categories":2518},[179],{"categories":2520},[119],{"categories":2522},[383],{"categories":2524},[217],{"categories":2526},[119],{"categories":2528},[166],{"categories":2530},[182],{"categories":2532},[166],{"categories":2534},[166],{"categories":2536},[119],{"categories":2538},[166],{"categories":2540},[169],{"categories":2542},[179],{"categories":2544},[166],{"categories":2546},[],{"categories":2548},[179],{"categories":2550},[179],{"categories":2552},[179],{"categories":2554},[],{"categories":2556},[119],{"categories":2558},[166],{"categories":2560},[179],{"categories":2562},[169],{"categories":2564},[2514],{"categories":2566},[166],{"categories":2568},[169],{"categories":2570},[169],{"categories":2572},[166],{"categories":2574},[],{"categories":2576},[166],{"categories":2578},[179],{"categories":2580},[119],{"categories":2582},[],{"categories":2584},[179],{"categories":2586},[182],{"categories":2588},[217],{"categories":2590},[166],{"categories":2592},[179],{"categories":2594},[166],{"categories":2596},[179],{"categories":2598},[179],{"categories":2600},[166],{"categories":2602},[166],{"categories":2604},[217],{"categories":2606},[195],{"categories":2608},[166],{"categories":2610},[182],{"categories":2612},[119],{"categories":2614},[2615],"Coding Agents & Dev Productivity",{"categories":2617},[217],{"categories":2619},[272],{"categories":2621},[166],{"categories":2623},[166],{"categories":2625},[],{"categories":2627},[166],{"categories":2629},[166],{"categories":2631},[999],{"categories":2633},[],{"categories":2635},[166],{"categories":2637},[166],{"categories":2639},[348],{"categories":2641},[166],{"categories":2643},[217],{"categories":2645},[],{"categories":2647},[],{"categories":2649},[166],{"categories":2651},[],{"categories":2653},[179],{"categories":2655},[166],{"categories":2657},[179],{"categories":2659},[],{"categories":2661},[119],{"categories":2663},[119],{"categories":2665},[166],{"categories":2667},[195],{"categories":2669},[],{"categories":2671},[166],{"categories":2673},[166],{"categories":2675},[166],{"categories":2677},[195],{"categories":2679},[119],{"categories":2681},[179],{"categories":2683},[],{"categories":2685},[],{"categories":2687},[166],{"categories":2689},[166],{"categories":2691},[166],{"categories":2693},[166],{"categories":2695},[179],{"categories":2697},[179],{"categories":2699},[454],{"categories":2701},[119],{"categories":2703},[182],{"categories":2705},[119],{"categories":2707},[179],{"categories":2709},[217],{"categories":2711},[217],{"categories":2713},[179],{"categories":2715},[179],{"categories":2717},[166],{"categories":2719},[169],{"categories":2721},[2514],{"categories":2723},[182],{"categories":2725},[166,348],{"categories":2727},[195],{"categories":2729},[],{"categories":2731},[272],{"categories":2733},[179],{"categories":2735},[119],{"categories":2737},[169],{"categories":2739},[166],{"categories":2741},[179],{"categories":2743},[2744],"The Designer's Role & Craft",{"categories":2746},[272],{"categories":2748},[],{"categories":2750},[179],{"categories":2752},[166],{"categories":2754},[179],{"categories":2756},[179],{"categories":2758},[166],{"categories":2760},[305],{"categories":2762},[166],{"categories":2764},[119],{"categories":2766},[179],{"categories":2768},[166],{"categories":2770},[272],{"categories":2772},[166],{"categories":2774},[],{"categories":2776},[179],{"categories":2778},[272],{"categories":2780},[182],{"categories":2782},[166],{"categories":2784},[179],{"categories":2786},[166],{"categories":2788},[166],{"categories":2790},[166],{"categories":2792},[2793],"AI UX Patterns",{"categories":2795},[179],{"categories":2797},[179],{"categories":2799},[179],{"categories":2801},[166],{"categories":2803},[179],{"categories":2805},[305],{"categories":2807},[195],{"categories":2809},[166],{"categories":2811},[179],{"categories":2813},[166],{"categories":2815},[1375],{"categories":2817},[],{"categories":2819},[305],{"categories":2821},[179],{"categories":2823},[217],{"categories":2825},[119],{"categories":2827},[166],{"categories":2829},[179],{"categories":2831},[],{"categories":2833},[],{"categories":2835},[166],{"categories":2837},[166],{"categories":2839},[179],{"categories":2841},[166],{"categories":2843},[179],{"categories":2845},[454],{"categories":2847},[272],{"categories":2849},[166],{"categories":2851},[217],{"categories":2853},[119],{"categories":2855},[166],{"categories":2857},[179],{"categories":2859},[179],{"categories":2861},[],{"categories":2863},[166],{"categories":2865},[],{"categories":2867},[166],{"categories":2869},[],{"categories":2871},[166],{"categories":2873},[166],{"categories":2875},[166],{"categories":2877},[179],{"categories":2879},[166],{"categories":2881},[119],{"categories":2883},[],{"categories":2885},[],{"categories":2887},[195],{"categories":2889},[206],{"categories":2891},[166],{"categories":2893},[166],{"categories":2895},[166],{"categories":2897},[195],{"categories":2899},[195],{"categories":2901},[166],{"categories":2903},[166],{"categories":2905},[217],{"categories":2907},[166],{"categories":2909},[166],{"categories":2911},[166],{"categories":2913},[179],{"categories":2915},[166],{"categories":2917},[166],{"categories":2919},[179],{"categories":2921},[166],{"categories":2923},[166],{"categories":2925},[166],{"categories":2927},[179],{"categories":2929},[],{"categories":2931},[166],{"categories":2933},[],{"categories":2935},[166],{"categories":2937},[166],{"categories":2939},[348],{"categories":2941},[166],{"categories":2943},[],{"categories":2945},[],{"categories":2947},[272],{"categories":2949},[1028],{"categories":2951},[179],{"categories":2953},[169],{"categories":2955},[2744],{"categories":2957},[],{"categories":2959},[],{"categories":2961},[166],{"categories":2963},[],{"categories":2965},[],{"categories":2967},[119],{"categories":2969},[217],{"categories":2971},[305],{"categories":2973},[195],{"categories":2975},[179],{"categories":2977},[174],{"categories":2979},[166],{"categories":2981},[166],{"categories":2983},[174],{"categories":2985},[],{"categories":2987},[272],{"categories":2989},[182],{"categories":2991},[166],{"categories":2993},[166],{"categories":2995},[179],{"categories":2997},[174],{"categories":2999},[166],{"categories":3001},[166],{"categories":3003},[169],{"categories":3005},[166],{"categories":3007},[166],{"categories":3009},[],{"categories":3011},[169],{"categories":3013},[166],{"categories":3015},[305],{"categories":3017},[166],{"categories":3019},[119],{"categories":3021},[179],{"categories":3023},[217],{"categories":3025},[166],{"categories":3027},[119],{"categories":3029},[166],{"categories":3031},[166],{"categories":3033},[166],{"categories":3035},[166],{"categories":3037},[174],{"categories":3039},[166],{"categories":3041},[166],{"categories":3043},[166],{"categories":3045},[179],{"categories":3047},[166],{"categories":3049},[166],{"categories":3051},[],{"categories":3053},[166],{"categories":3055},[119],{"categories":3057},[169],{"categories":3059},[166],{"categories":3061},[166],{"categories":3063},[272],{"categories":3065},[166],{"categories":3067},[],{"categories":3069},[166],{"categories":3071},[539],{"categories":3073},[179],{"categories":3075},[174],{"categories":3077},[166],{"categories":3079},[217],{"categories":3081},[166],{"categories":3083},[166],{"categories":3085},[],{"categories":3087},[174],{"categories":3089},[174],{"categories":3091},[166],{"categories":3093},[166],{"categories":3095},[182],{"categories":3097},[166],{"categories":3099},[166],{"categories":3101},[166],{"categories":3103},[166],{"categories":3105},[119],{"categories":3107},[195],{"categories":3109},[119],{"categories":3111},[166],{"categories":3113},[],{"categories":3115},[166],{"categories":3117},[119],{"categories":3119},[166],{"categories":3121},[119],{"categories":3123},[179],{"categories":3125},[654],{"categories":3127},[],{"categories":3129},[],{"categories":3131},[166],{"categories":3133},[217],{"categories":3135},[],{"categories":3137},[348],{"categories":3139},[166],{"categories":3141},[166],{"categories":3143},[166],{"categories":3145},[272],{"categories":3147},[988],{"categories":3149},[],{"categories":3151},[166],{"categories":3153},[166],{"categories":3155},[166],{"categories":3157},[119],{"categories":3159},[166],{"categories":3161},[166],{"categories":3163},[166],{"categories":3165},[166],{"categories":3167},[166,348],{"categories":3169},[166],{"categories":3171},[166],{"categories":3173},[272],{"categories":3175},[179],{"categories":3177},[],{"categories":3179},[179],{"categories":3181},[179],{"categories":3183},[166],{"categories":3185},[166],{"categories":3187},[166],{"categories":3189},[166],{"categories":3191},[166],{"categories":3193},[195],{"categories":3195},[166],{"categories":3197},[166],{"categories":3199},[2793],{"categories":3201},[169],{"categories":3203},[166],{"categories":3205},[195],{"categories":3207},[169],{"categories":3209},[119],{"categories":3211},[272],{"categories":3213},[179],{"categories":3215},[166],{"categories":3217},[166],{"categories":3219},[],{"categories":3221},[174],{"categories":3223},[166],{"categories":3225},[166],{"categories":3227},[217],{"categories":3229},[166],{"categories":3231},[166],{"categories":3233},[166],{"categories":3235},[179],{"categories":3237},[166],{"categories":3239},[166],{"categories":3241},[272],{"categories":3243},[166],{"categories":3245},[174],{"categories":3247},[],{"categories":3249},[348],{"categories":3251},[166],{"categories":3253},[454],{"categories":3255},[272],{"categories":3257},[272],{"categories":3259},[119],{"categories":3261},[179],{"categories":3263},[166],{"categories":3265},[174],{"categories":3267},[217],{"categories":3269},[166],{"categories":3271},[166],{"categories":3273},[166],{"categories":3275},[272],{"categories":3277},[179],{"categories":3279},[166],{"categories":3281},[179],{"categories":3283},[166],{"categories":3285},[179],{"categories":3287},[166],{"categories":3289},[608],{"categories":3291},[166],{"categories":3293},[179],{"categories":3295},[],{"categories":3297},[166],{"categories":3299},[166],{"categories":3301},[166],{"categories":3303},[166],{"categories":3305},[179],{"categories":3307},[],{"categories":3309},[],{"categories":3311},[166],{"categories":3313},[166],{"categories":3315},[179],{"categories":3317},[166],{"categories":3319},[166],{"categories":3321},[166],{"categories":3323},[119],{"categories":3325},[166],{"categories":3327},[166],{"categories":3329},[179],{"categories":3331},[166],{"categories":3333},[166],{"categories":3335},[166],{"categories":3337},[166],{"categories":3339},[166],{"categories":3341},[],{"categories":3343},[119],{"categories":3345},[195],{"categories":3347},[166],{"categories":3349},[179],{"categories":3351},[179],{"categories":3353},[166],{"categories":3355},[166],{"categories":3357},[],{"categories":3359},[],{"categories":3361},[166],{"categories":3363},[166],{"categories":3365},[166],{"categories":3367},[217],{"categories":3369},[195],{"categories":3371},[],{"categories":3373},[166],{"categories":3375},[272],{"categories":3377},[166],{"categories":3379},[166],{"categories":3381},[348],{"categories":3383},[2007],{"categories":3385},[166],{"categories":3387},[217],{"categories":3389},[119],{"categories":3391},[166],{"categories":3393},[119],{"categories":3395},[119],{"categories":3397},[166],{"categories":3399},[166],{"categories":3401},[119],{"categories":3403},[217],{"categories":3405},[217],{"categories":3407},[348],{"categories":3409},[179],{"categories":3411},[],{"categories":3413},[217],{"categories":3415},[174],{"categories":3417},[166],{"categories":3419},[179],{"categories":3421},[169],{"categories":3423},[119],{"categories":3425},[166],{"categories":3427},[174],{"categories":3429},[217],{"categories":3431},[],{"categories":3433},[166],{"categories":3435},[119],{"categories":3437},[166],{"categories":3439},[119],{"categories":3441},[195],{"categories":3443},[166],{"categories":3445},[217],{"categories":3447},[166],{"categories":3449},[119],{"categories":3451},[179],{"categories":3453},[179],{"categories":3455},[217],{"categories":3457},[179],{"categories":3459},[348],{"categories":3461},[179],{"categories":3463},[166],{"categories":3465},[166],{"categories":3467},[166],{"categories":3469},[166],{"categories":3471},[166],{"categories":3473},[119],{"categories":3475},[166],{"categories":3477},[],{"categories":3479},[179],{"categories":3481},[174],{"categories":3483},[119],{"categories":3485},[],{"categories":3487},[],{"categories":3489},[166],{"categories":3491},[179],{"categories":3493},[166],{"categories":3495},[166],{"categories":3497},[166],{"categories":3499},[3500],"Frameworks & Tooling",{"categories":3502},[166],{"categories":3504},[166],{"categories":3506},[119],{"categories":3508},[166],{"categories":3510},[166],{"categories":3512},[],{"categories":3514},[195],{"categories":3516},[195],{"categories":3518},[166],{"categories":3520},[169],{"categories":3522},[166],{"categories":3524},[179],{"categories":3526},[166],{"categories":3528},[272],{"categories":3530},[],{"categories":3532},[2007],{"categories":3534},[166],{"categories":3536},[119],{"categories":3538},[166],{"categories":3540},[348],{"categories":3542},[348],{"categories":3544},[],{"categories":3546},[166],{"categories":3548},[179],{"categories":3550},[179],{"categories":3552},[166],{"categories":3554},[166],{"categories":3556},[217],{"categories":3558},[179],{"categories":3560},[217],{"categories":3562},[166],{"categories":3564},[179],{"categories":3566},[],{"categories":3568},[272],{"categories":3570},[166],{"categories":3572},[166],{"categories":3574},[],{"categories":3576},[166],{"categories":3578},[179],{"categories":3580},[166],{"categories":3582},[166],{"categories":3584},[166],{"categories":3586},[],{"categories":3588},[174],{"categories":3590},[119],{"categories":3592},[166],{"categories":3594},[119],{"categories":3596},[348],{"categories":3598},[166],{"categories":3600},[166],{"categories":3602},[166],{"categories":3604},[119],{"categories":3606},[166],{"categories":3608},[174],{"categories":3610},[166],{"categories":3612},[2007],{"categories":3614},[],{"categories":3616},[179],{"categories":3618},[169],{"categories":3620},[166],{"categories":3622},[169],{"categories":3624},[166],{"categories":3626},[],{"categories":3628},[179],{"categories":3630},[166],{"categories":3632},[166],{"categories":3634},[3635],"AI Design Tooling",{"categories":3637},[272],{"categories":3639},[166],{"categories":3641},[166],{"categories":3643},[119],{"categories":3645},[272],{"categories":3647},[166],{"categories":3649},[166],{"categories":3651},[119],{"categories":3653},[179],{"categories":3655},[217],{"categories":3657},[182],{"categories":3659},[119],{"categories":3661},[166],{"categories":3663},[166],{"categories":3665},[166],{"categories":3667},[179],{"categories":3669},[166],{"categories":3671},[],{"categories":3673},[179],{"categories":3675},[166],{"categories":3677},[166],{"categories":3679},[179],{"categories":3681},[166],{"categories":3683},[166],{"categories":3685},[166],{"categories":3687},[179],{"categories":3689},[],{"categories":3691},[179],{"categories":3693},[3500],{"categories":3695},[166],{"categories":3697},[166],{"categories":3699},[179],{"categories":3701},[179],{"categories":3703},[119],{"categories":3705},[119],{"categories":3707},[166],{"categories":3709},[166],{"categories":3711},[],{"categories":3713},[119],{"categories":3715},[166],{"categories":3717},[166],{"categories":3719},[179],{"categories":3721},[174],{"categories":3723},[166],{"categories":3725},[],{"categories":3727},[166],{"categories":3729},[166],{"categories":3731},[2514],{"categories":3733},[],{"categories":3735},[166],{"categories":3737},[166],{"categories":3739},[166],{"categories":3741},[166],{"categories":3743},[272],{"categories":3745},[166],{"categories":3747},[],{"categories":3749},[166],{"categories":3751},[166],{"categories":3753},[166],{"categories":3755},[166],{"categories":3757},[305],{"categories":3759},[217],{"categories":3761},[166],{"categories":3763},[166],{"categories":3765},[2007],{"categories":3767},[166],{"categories":3769},[169],{"categories":3771},[166],{"categories":3773},[166],{"categories":3775},[195],{"categories":3777},[179],{"categories":3779},[166],{"categories":3781},[166],{"categories":3783},[217],{"categories":3785},[179],{"categories":3787},[],{"categories":3789},[166],{"categories":3791},[166],{"categories":3793},[272],{"categories":3795},[166],{"categories":3797},[305],{"categories":3799},[179],{"categories":3801},[166],{"categories":3803},[179],{"categories":3805},[166],{"categories":3807},[],{"categories":3809},[],{"categories":3811},[],{"categories":3813},[169],{"categories":3815},[217],{"categories":3817},[179],{"categories":3819},[166],{"categories":3821},[166],{"categories":3823},[166],{"categories":3825},[166],{"categories":3827},[477],{"categories":3829},[272],{"categories":3831},[179],{"categories":3833},[166],{"categories":3835},[],{"categories":3837},[166],{"categories":3839},[179],{"categories":3841},[179],{"categories":3843},[],{"categories":3845},[166],{"categories":3847},[179],{"categories":3849},[166],{"categories":3851},[],{"categories":3853},[166],{"categories":3855},[166],{"categories":3857},[166],{"categories":3859},[217],{"categories":3861},[272],{"categories":3863},[179],{"categories":3865},[272],{"categories":3867},[179],{"categories":3869},[166],{"categories":3871},[174],{"categories":3873},[],{"categories":3875},[],{"categories":3877},[166],{"categories":3879},[166],{"categories":3881},[166],{"categories":3883},[169],{"categories":3885},[166],{"categories":3887},[179],{"categories":3889},[217],{"categories":3891},[],{"categories":3893},[272],{"categories":3895},[179],{"categories":3897},[],{"categories":3899},[119],{"categories":3901},[166],{"categories":3903},[119],{"categories":3905},[272],{"categories":3907},[119],{"categories":3909},[166],{"categories":3911},[],{"categories":3913},[166],{"categories":3915},[166],{"categories":3917},[179],{"categories":3919},[],{"categories":3921},[166],{"categories":3923},[166],{"categories":3925},[305],{"categories":3927},[166],{"categories":3929},[166],{"categories":3931},[166],{"categories":3933},[348],{"categories":3935},[119],{"categories":3937},[166],{"categories":3939},[179],{"categories":3941},[],{"categories":3943},[166],{"categories":3945},[179],{"categories":3947},[166],{"categories":3949},[169],{"categories":3951},[608],{"categories":3953},[166],{"categories":3955},[166],{"categories":3957},[166],{"categories":3959},[179],{"categories":3961},[166],{"categories":3963},[179],{"categories":3965},[166],{"categories":3967},[166],{"categories":3969},[166],{"categories":3971},[179],{"categories":3973},[182],{"categories":3975},[166],{"categories":3977},[166],{"categories":3979},[],{"categories":3981},[166],{"categories":3983},[166],{"categories":3985},[169],{"categories":3987},[166],{"categories":3989},[174],{"categories":3991},[119],{"categories":3993},[272],{"categories":3995},[],{"categories":3997},[166],{"categories":3999},[],{"categories":4001},[179],{"categories":4003},[166],{"categories":4005},[179],{"categories":4007},[],{"categories":4009},[179],{"categories":4011},[166],{"categories":4013},[119],{"categories":4015},[272],{"categories":4017},[217],{"categories":4019},[166],{"categories":4021},[217],{"categories":4023},[179],{"categories":4025},[166],{"categories":4027},[272],{"categories":4029},[166],{"categories":4031},[],{"categories":4033},[166],{"categories":4035},[206],{"categories":4037},[179],{"categories":4039},[166],{"categories":4041},[272],{"categories":4043},[217],{"categories":4045},[166],{"categories":4047},[174],{"categories":4049},[119],{"categories":4051},[166],{"categories":4053},[166],{"categories":4055},[166],{"categories":4057},[166],{"categories":4059},[166],{"categories":4061},[217],{"categories":4063},[119],{"categories":4065},[305],{"categories":4067},[],{"categories":4069},[],{"categories":4071},[195],{"categories":4073},[539],{"categories":4075},[166],{"categories":4077},[179],{"categories":4079},[166,119],{"categories":4081},[217],{"categories":4083},[166],{"categories":4085},[166],{"categories":4087},[166],{"categories":4089},[166],{"categories":4091},[166],{"categories":4093},[166],{"categories":4095},[166],{"categories":4097},[179],{"categories":4099},[166],{"categories":4101},[166],{"categories":4103},[179],{"categories":4105},[166],{"categories":4107},[166],{"categories":4109},[166],{"categories":4111},[],{"categories":4113},[166],{"categories":4115},[1375],{"categories":4117},[119],{"categories":4119},[272],{"categories":4121},[166],{"categories":4123},[166],{"categories":4125},[166],{"categories":4127},[166],{"categories":4129},[195],{"categories":4131},[179],{"categories":4133},[305],{"categories":4135},[348],{"categories":4137},[],{"categories":4139},[119],{"categories":4141},[166],{"categories":4143},[174],{"categories":4145},[179],{"categories":4147},[166],{"categories":4149},[169],{"categories":4151},[179],{"categories":4153},[166],{"categories":4155},[179],{"categories":4157},[179],{"categories":4159},[182],{"categories":4161},[119],{"categories":4163},[166],{"categories":4165},[166],{"categories":4167},[],{"categories":4169},[],{"categories":4171},[],{"categories":4173},[348],{"categories":4175},[166],{"categories":4177},[217],{"categories":4179},[166],{"categories":4181},[166],{"categories":4183},[166],{"categories":4185},[166],{"categories":4187},[119],{"categories":4189},[166],{"categories":4191},[],{"categories":4193},[166],{"categories":4195},[195],{"categories":4197},[174],{"categories":4199},[179],{"categories":4201},[166],{"categories":4203},[],{"categories":4205},[166],{"categories":4207},[179],{"categories":4209},[119],{"categories":4211},[166],{"categories":4213},[166],{"categories":4215},[166],{"categories":4217},[348],{"categories":4219},[],{"categories":4221},[272],{"categories":4223},[272],{"categories":4225},[166],{"categories":4227},[179],{"categories":4229},[],{"categories":4231},[119],{"categories":4233},[166],{"categories":4235},[272],{"categories":4237},[166],{"categories":4239},[174],{"categories":4241},[179],{"categories":4243},[166],{"categories":4245},[],{"categories":4247},[217],{"categories":4249},[166],{"categories":4251},[166],{"categories":4253},[166],{"categories":4255},[166],{"categories":4257},[166],{"categories":4259},[272],{"categories":4261},[179],{"categories":4263},[217],{"categories":4265},[],{"categories":4267},[179],{"categories":4269},[166],{"categories":4271},[174],{"categories":4273},[179],{"categories":4275},[272],{"categories":4277},[166],{"categories":4279},[166],{"categories":4281},[166],{"categories":4283},[539],{"categories":4285},[166],{"categories":4287},[179],{"categories":4289},[],{"categories":4291},[166],{"categories":4293},[166],{"categories":4295},[348],{"categories":4297},[217],{"categories":4299},[195],{"categories":4301},[654],{"categories":4303},[195],{"categories":4305},[195],{"categories":4307},[166],{"categories":4309},[],{"categories":4311},[],{"categories":4313},[],{"categories":4315},[179],{"categories":4317},[166],{"categories":4319},[166],{"categories":4321},[179],{"categories":4323},[179],{"categories":4325},[119],{"categories":4327},[166],{"categories":4329},[510],{"categories":4331},[119],{"categories":4333},[166],{"categories":4335},[179],{"categories":4337},[166],{"categories":4339},[166],{"categories":4341},[166],{"categories":4343},[174],{"categories":4345},[166],{"categories":4347},[166],{"categories":4349},[166],{"categories":4351},[166],{"categories":4353},[179],{"categories":4355},[182],{"categories":4357},[166],{"categories":4359},[],{"categories":4361},[],{"categories":4363},[166],{"categories":4365},[],{"categories":4367},[166],{"categories":4369},[179],{"categories":4371},[272],{"categories":4373},[166],{"categories":4375},[166],{"categories":4377},[179],{"categories":4379},[],{"categories":4381},[179],{"categories":4383},[166],{"categories":4385},[166],{"categories":4387},[182],{"categories":4389},[166],{"categories":4391},[272],{"categories":4393},[166],{"categories":4395},[179],{"categories":4397},[174],{"categories":4399},[166],{"categories":4401},[166],{"categories":4403},[166],{"categories":4405},[305],{"categories":4407},[179],{"categories":4409},[166],{"categories":4411},[166],{"categories":4413},[166],{"categories":4415},[988],{"categories":4417},[166],{"categories":4419},[179],{"categories":4421},[166],{"categories":4423},[119],{"categories":4425},[166],{"categories":4427},[608],{"categories":4429},[272],{"categories":4431},[],{"categories":4433},[166],{"categories":4435},[166],{"categories":4437},[217],{"categories":4439},[539],{"categories":4441},[179],{"categories":4443},[166],{"categories":4445},[],{"categories":4447},[217],{"categories":4449},[454],{"categories":4451},[179],{"categories":4453},[179],{"categories":4455},[179],{"categories":4457},[166],{"categories":4459},[166],{"categories":4461},[179],{"categories":4463},[166],{"categories":4465},[],{"categories":4467},[174],{"categories":4469},[166],{"categories":4471},[272],{"categories":4473},[174],{"categories":4475},[179],{"categories":4477},[119],{"categories":4479},[],{"categories":4481},[119],{"categories":4483},[166],{"categories":4485},[166],{"categories":4487},[169],{"categories":4489},[166],{"categories":4491},[217],{"categories":4493},[348],{"categories":4495},[206],{"categories":4497},[179],{"categories":4499},[179],{"categories":4501},[166],{"categories":4503},[166],{"categories":4505},[179],{"categories":4507},[166],{"categories":4509},[169],{"categories":4511},[],{"categories":4513},[179],{"categories":4515},[166],{"categories":4517},[166],{"categories":4519},[166],{"categories":4521},[179],{"categories":4523},[166],{"categories":4525},[],{"categories":4527},[166],{"categories":4529},[],{"categories":4531},[272],{"categories":4533},[179],{"categories":4535},[179],{"categories":4537},[166,174],{"categories":4539},[179],{"categories":4541},[166],{"categories":4543},[],{"categories":4545},[169],{"categories":4547},[195],{"categories":4549},[174],{"categories":4551},[179],{"categories":4553},[166],{"categories":4555},[119],{"categories":4557},[166],{"categories":4559},[166],{"categories":4561},[179],{"categories":4563},[166],{"categories":4565},[166],{"categories":4567},[166],{"categories":4569},[217],{"categories":4571},[1375],{"categories":4573},[179],{"categories":4575},[166],{"categories":4577},[],{"categories":4579},[],{"categories":4581},[166],{"categories":4583},[179],{"categories":4585},[166],{"categories":4587},[166],{"categories":4589},[348],{"categories":4591},[],{"categories":4593},[166],{"categories":4595},[179],{"categories":4597},[206],{"categories":4599},[179],{"categories":4601},[166],{"categories":4603},[539],{"categories":4605},[],{"categories":4607},[477],{"categories":4609},[166],{"categories":4611},[179],{"categories":4613},[166],{"categories":4615},[166],{"categories":4617},[166],{"categories":4619},[305],{"categories":4621},[166],{"categories":4623},[179],{"categories":4625},[166],{"categories":4627},[195],{"categories":4629},[182],{"categories":4631},[179],{"categories":4633},[166],{"categories":4635},[539],{"categories":4637},[166],{"categories":4639},[348],{"categories":4641},[174],{"categories":4643},[],{"categories":4645},[166],{"categories":4647},[166],{"categories":4649},[305],{"categories":4651},[272],{"categories":4653},[166],{"categories":4655},[166],{"categories":4657},[166],{"categories":4659},[],{"categories":4661},[305],{"categories":4663},[217],{"categories":4665},[166],{"categories":4667},[166],{"categories":4669},[166],{"categories":4671},[654],{"categories":4673},[169],{"categories":4675},[166],{"categories":4677},[182],{"categories":4679},[166],{"categories":4681},[166],{"categories":4683},[],{"categories":4685},[],{"categories":4687},[272],{"categories":4689},[166],{"categories":4691},[166],{"categories":4693},[195],{"categories":4695},[305],{"categories":4697},[179],{"categories":4699},[166],{"categories":4701},[166],{"categories":4703},[305],{"categories":4705},[174],{"categories":4707},[217],{"categories":4709},[166],{"categories":4711},[],{"categories":4713},[166],{"categories":4715},[166],{"categories":4717},[],{"categories":4719},[166],{"categories":4721},[166],{"categories":4723},[681],{"categories":4725},[166],{"categories":4727},[166],{"categories":4729},[179],{"categories":4731},[119],{"categories":4733},[539],{"categories":4735},[166],{"categories":4737},[174],{"categories":4739},[166],{"categories":4741},[166],{"categories":4743},[],{"categories":4745},[166,119],{"categories":4747},[217],{"categories":4749},[179],{"categories":4751},[119],{"categories":4753},[179],{"categories":4755},[1028],{"categories":4757},[119],{"categories":4759},[119],{"categories":4761},[179],{"categories":4763},[166],{"categories":4765},[169],{"categories":4767},[166],{"categories":4769},[],{"categories":4771},[],{"categories":4773},[179],{"categories":4775},[166],{"categories":4777},[119],{"categories":4779},[179],{"categories":4781},[166],{"categories":4783},[169],{"categories":4785},[119],{"categories":4787},[119],{"categories":4789},[166],{"categories":4791},[305],{"categories":4793},[166],{"categories":4795},[166],{"categories":4797},[119],{"categories":4799},[166],{"categories":4801},[],{"categories":4803},[166],{"categories":4805},[166],{"categories":4807},[272,166],{"categories":4809},[348],{"categories":4811},[169],{"categories":4813},[166],{"categories":4815},[],{"categories":4817},[166],{"categories":4819},[166],{"categories":4821},[174],{"categories":4823},[166],{"categories":4825},[174],{"categories":4827},[166],{"categories":4829},[166],{"categories":4831},[454],{"categories":4833},[166],{"categories":4835},[174],{"categories":4837},[119],{"categories":4839},[195],{"categories":4841},[179],{"categories":4843},[166],{"categories":4845},[119],{"categories":4847},[166],{"categories":4849},[166],{"categories":4851},[217],{"categories":4853},[166],{"categories":4855},[305],{"categories":4857},[272],{"categories":4859},[166],{"categories":4861},[166],{"categories":4863},[182],{"categories":4865},[166],{"categories":4867},[166],{"categories":4869},[169],{"categories":4871},[166],{"categories":4873},[179],{"categories":4875},[179],{"categories":4877},[119],{"categories":4879},[166],{"categories":4881},[217],{"categories":4883},[119],{"categories":4885},[119],{"categories":4887},[166],{"categories":4889},[166],{"categories":4891},[],{"categories":4893},[],{"categories":4895},[195],{"categories":4897},[166],{"categories":4899},[119],{"categories":4901},[166],{"categories":4903},[272],{"categories":4905},[539],{"categories":4907},[477],{"categories":4909},[454],{"categories":4911},[166],{"categories":4913},[166],{"categories":4915},[119],{"categories":4917},[166],{"categories":4919},[195],{"categories":4921},[166],{"categories":4923},[166],{"categories":4925},[166],{"categories":4927},[166],{"categories":4929},[166],{"categories":4931},[166],{"categories":4933},[166],{"categories":4935},[179],{"categories":4937},[169],{"categories":4939},[179],{"categories":4941},[166,174],{"categories":4943},[],{"categories":4945},[272],{"categories":4947},[],{"categories":4949},[182],{"categories":4951},[166],{"categories":4953},[217],{"categories":4955},[169],{"categories":4957},[166],{"categories":4959},[169],{"categories":4961},[179],{"categories":4963},[195],{"categories":4965},[179],{"categories":4967},[174],{"categories":4969},[182],{"categories":4971},[166],{"categories":4973},[179],{"categories":4975},[166],{"categories":4977},[166],{"categories":4979},[166],{"categories":4981},[174],{"categories":4983},[179],{"categories":4985},[119],{"categories":4987},[305],{"categories":4989},[166],{"categories":4991},[166],{"categories":4993},[],{"categories":4995},[217],{"categories":4997},[166],{"categories":4999},[166],{"categories":5001},[166],{"categories":5003},[166],{"categories":5005},[166],{"categories":5007},[166],{"categories":5009},[119],{"categories":5011},[217],{"categories":5013},[119],{"categories":5015},[119],{"categories":5017},[166],{"categories":5019},[166],{"categories":5021},[166],{"categories":5023},[166],{"categories":5025},[477],{"categories":5027},[166],{"categories":5029},[179],{"categories":5031},[179],{"categories":5033},[217],{"categories":5035},[166],{"categories":5037},[166],{"categories":5039},[166],{"categories":5041},[179],{"categories":5043},[166],{"categories":5045},[166],{"categories":5047},[166],{"categories":5049},[3500],{"categories":5051},[5052],"Clinical AI",{"categories":5054},[272],{"categories":5056},[166],{"categories":5058},[166],{"categories":5060},[166],{"categories":5062},[166],{"categories":5064},[348],{"categories":5066},[2793],{"categories":5068},[166],{"categories":5070},[182],{"categories":5072},[272],{"categories":5074},[166],{"categories":5076},[179],{"categories":5078},[166],{"categories":5080},[166],{"categories":5082},[217],{"categories":5084},[166],{"categories":5086},[179],{"categories":5088},[119],{"categories":5090},[305],{"categories":5092},[166],{"categories":5094},[166],{"categories":5096},[174],{"categories":5098},[166],{"categories":5100},[166],{"categories":5102},[608],{"categories":5104},[166],{"categories":5106},[],{"categories":5108},[179],{"categories":5110},[166],{"categories":5112},[119],{"categories":5114},[169],{"categories":5116},[166],{"categories":5118},[],{"categories":5120},[],{"categories":5122},[166],{"categories":5124},[],{"categories":5126},[174],{"categories":5128},[166],{"categories":5130},[166],{"categories":5132},[179],{"categories":5134},[179],{"categories":5136},[166],{"categories":5138},[217],{"categories":5140},[217],{"categories":5142},[217],{"categories":5144},[217],{"categories":5146},[],{"categories":5148},[169],{"categories":5150},[179],{"categories":5152},[217],{"categories":5154},[166],{"categories":5156},[681],{"categories":5158},[182],{"categories":5160},[179],{"categories":5162},[166],{"categories":5164},[169],{"categories":5166},[166],{"categories":5168},[179],{"categories":5170},[166],{"categories":5172},[166],{"categories":5174},[166],{"categories":5176},[166],{"categories":5178},[166],{"categories":5180},[166,179],{"categories":5182},[179],{"categories":5184},[348],{"categories":5186},[217],{"categories":5188},[179],{"categories":5190},[217],{"categories":5192},[179],{"categories":5194},[166],{"categories":5196},[],{"categories":5198},[217],{"categories":5200},[305],{"categories":5202},[169],{"categories":5204},[166],{"categories":5206},[166],{"categories":5208},[],{"categories":5210},[119],{"categories":5212},[],{"categories":5214},[169],{"categories":5216},[179],{"categories":5218},[217],{"categories":5220},[166],{"categories":5222},[217],{"categories":5224},[169],{"categories":5226},[217],{"categories":5228},[217],{"categories":5230},[],{"categories":5232},[174],{"categories":5234},[179],{"categories":5236},[217],{"categories":5238},[217],{"categories":5240},[217],{"categories":5242},[217],{"categories":5244},[217],{"categories":5246},[217],{"categories":5248},[217],{"categories":5250},[217],{"categories":5252},[217],{"categories":5254},[217],{"categories":5256},[195],{"categories":5258},[169],{"categories":5260},[166],{"categories":5262},[166],{"categories":5264},[179],{"categories":5266},[179],{"categories":5268},[],{"categories":5270},[166],{"categories":5272},[166,169],{"categories":5274},[],{"categories":5276},[179],{"categories":5278},[166],{"categories":5280},[217],{"categories":5282},[179],{"categories":5284},[179],{"categories":5286},[1028],{"categories":5288},[166],{"categories":5290},[166],{"categories":5292},[166],{"categories":5294},[166],{"categories":5296},[182],{"categories":5298},[166],{"categories":5300},[166],{"categories":5302},[454],{"categories":5304},[166],{"categories":5306},[166],{"categories":5308},[179],{"categories":5310},[166],{"categories":5312},[166],{"categories":5314},[166],{"categories":5316},[174],{"categories":5318},[182],{"categories":5320},[179],{"categories":5322},[179],{"categories":5324},[],{"categories":5326},[179],{"categories":5328},[272],{"categories":5330},[217],{"categories":5332},[166],{"categories":5334},[],{"categories":5336},[166],{"categories":5338},[182],{"categories":5340},[],{"categories":5342},[119],{"categories":5344},[166],{"categories":5346},[179],{"categories":5348},[272],{"categories":5350},[166],{"categories":5352},[166],{"categories":5354},[],{"categories":5356},[166],{"categories":5358},[166],{"categories":5360},[],{"categories":5362},[305],{"categories":5364},[166],{"categories":5366},[179],{"categories":5368},[],{"categories":5370},[],{"categories":5372},[217],{"categories":5374},[169],{"categories":5376},[166],{"categories":5378},[166],{"categories":5380},[174],{"categories":5382},[166],{"categories":5384},[166],{"categories":5386},[179],{"categories":5388},[166],{"categories":5390},[174],{"categories":5392},[174],{"categories":5394},[272],{"categories":5396},[],{"categories":5398},[166],{"categories":5400},[217],{"categories":5402},[],{"categories":5404},[166],{"categories":5406},[166],{"categories":5408},[272],{"categories":5410},[166],{"categories":5412},[166],{"categories":5414},[305],{"categories":5416},[166],{"categories":5418},[348],{"categories":5420},[],{"categories":5422},[179],{"categories":5424},[166],{"categories":5426},[305],{"categories":5428},[119],{"categories":5430},[],{"categories":5432},[166],{"categories":5434},[],{"categories":5436},[179],{"categories":5438},[272],{"categories":5440},[119],{"categories":5442},[],{"categories":5444},[3500],{"categories":5446},[174],{"categories":5448},[169],{"categories":5450},[166],{"categories":5452},[179],{"categories":5454},[195],{"categories":5456},[179],{"categories":5458},[166],{"categories":5460},[272],{"categories":5462},[166],{"categories":5464},[166],{"categories":5466},[119],{"categories":5468},[],{"categories":5470},[],{"categories":5472},[166],{"categories":5474},[169],{"categories":5476},[166],{"categories":5478},[305],{"categories":5480},[],{"categories":5482},[179],{"categories":5484},[179],{"categories":5486},[166],{"categories":5488},[179],{"categories":5490},[166],{"categories":5492},[217],{"categories":5494},[166],{"categories":5496},[119],{"categories":5498},[166],{"categories":5500},[179],{"categories":5502},[182],{"categories":5504},[166],{"categories":5506},[166],{"categories":5508},[166],{"categories":5510},[166],{"categories":5512},[179],{"categories":5514},[166],{"categories":5516},[182],{"categories":5518},[305],{"categories":5520},[217],{"categories":5522},[],{"categories":5524},[305],{"categories":5526},[166],{"categories":5528},[],{"categories":5530},[119],{"categories":5532},[179],{"categories":5534},[],{"categories":5536},[166],{"categories":5538},[166],{"categories":5540},[166],{"categories":5542},[166],{"categories":5544},[166],{"categories":5546},[179],{"categories":5548},[174],{"categories":5550},[169],{"categories":5552},[166],{"categories":5554},[166],{"categories":5556},[179],{"categories":5558},[166],{"categories":5560},[272],{"categories":5562},[119],{"categories":5564},[119],{"categories":5566},[166],{"categories":5568},[195],{"categories":5570},[179],{"categories":5572},[166],{"categories":5574},[166],{"categories":5576},[179],{"categories":5578},[166],{"categories":5580},[166],{"categories":5582},[166],{"categories":5584},[179],{"categories":5586},[174],{"categories":5588},[166],{"categories":5590},[272],{"categories":5592},[119],{"categories":5594},[179],{"categories":5596},[166],{"categories":5598},[182],{"categories":5600},[166],{"categories":5602},[182],{"categories":5604},[179],{"categories":5606},[166],{"categories":5608},[166],{"categories":5610},[217],{"categories":5612},[166],{"categories":5614},[],{"categories":5616},[169],{"categories":5618},[166],{"categories":5620},[166],{"categories":5622},[166],{"categories":5624},[119],{"categories":5626},[119],{"categories":5628},[166],{"categories":5630},[119],{"categories":5632},[166],{"categories":5634},[179],{"categories":5636},[166],{"categories":5638},[166],{"categories":5640},[166],{"categories":5642},[166],{"categories":5644},[166],{"categories":5646},[],{"categories":5648},[166],{"categories":5650},[272],{"categories":5652},[179],{"categories":5654},[174],{"categories":5656},[217],{"categories":5658},[166],{"categories":5660},[179],{"categories":5662},[166],{"categories":5664},[179],{"categories":5666},[166],{"categories":5668},[166],{"categories":5670},[272],{"categories":5672},[179],{"categories":5674},[166],{"categories":5676},[305],{"categories":5678},[174],{"categories":5680},[166],{"categories":5682},[195],{"categories":5684},[166],{"categories":5686},[166],{"categories":5688},[217],{"categories":5690},[166],{"categories":5692},[166],{"categories":5694},[166],{"categories":5696},[166],{"categories":5698},[179],{"categories":5700},[348],{"categories":5702},[166],{"categories":5704},[119],{"categories":5706},[179],{"categories":5708},[195],{"categories":5710},[],{"categories":5712},[179],{"categories":5714},[119],{"categories":5716},[166],{"categories":5718},[166],{"categories":5720},[166],{"categories":5722},[2615],{"categories":5724},[166],{"categories":5726},[272],{"categories":5728},[383],{"categories":5730},[166],{"categories":5732},[166],{"categories":5734},[166],{"categories":5736},[166],{"categories":5738},[166],{"categories":5740},[169],{"categories":5742},[179],{"categories":5744},[166],{"categories":5746},[166],{"categories":5748},[119],{"categories":5750},[174],{"categories":5752},[166],{"categories":5754},[119],{"categories":5756},[166],{"categories":5758},[],{"categories":5760},[179],{"categories":5762},[179],{"categories":5764},[166],{"categories":5766},[166],{"categories":5768},[166],{"categories":5770},[195],{"categories":5772},[],{"categories":5774},[217],{"categories":5776},[],{"categories":5778},[217],{"categories":5780},[166],{"categories":5782},[166],{"categories":5784},[166],{"categories":5786},[179],{"categories":5788},[166],{"categories":5790},[179],{"categories":5792},[179],{"categories":5794},[],{"categories":5796},[166],{"categories":5798},[217],{"categories":5800},[166],{"categories":5802},[],{"categories":5804},[166],{"categories":5806},[166],{"categories":5808},[],{"categories":5810},[166],{"categories":5812},[166],{"categories":5814},[272],{"categories":5816},[119],{"categories":5818},[179],{"categories":5820},[166],{"categories":5822},[166],{"categories":5824},[166],{"categories":5826},[166],{"categories":5828},[166],{"categories":5830},[305],{"categories":5832},[166],{"categories":5834},[166],{"categories":5836},[166],{"categories":5838},[169],{"categories":5840},[166],{"categories":5842},[166],{"categories":5844},[],{"categories":5846},[166],{"categories":5848},[166],{"categories":5850},[166],{"categories":5852},[],{"categories":5854},[179],{"categories":5856},[169],{"categories":5858},[166],{"categories":5860},[166],{"categories":5862},[166],{"categories":5864},[166],{"categories":5866},[217],{"categories":5868},[166],{"categories":5870},[119],{"categories":5872},[182],{"categories":5874},[179],{"categories":5876},[539],{"categories":5878},[166],{"categories":5880},[166],{"categories":5882},[166],{"categories":5884},[119],{"categories":5886},[217],{"categories":5888},[272],{"categories":5890},[166],{"categories":5892},[166],{"categories":5894},[166],{"categories":5896},[166],{"categories":5898},[166],{"categories":5900},[166],{"categories":5902},[217],{"categories":5904},[166],{"categories":5906},[272],{"categories":5908},[166],{"categories":5910},[166],{"categories":5912},[217],{"categories":5914},[272],{"categories":5916},[166],{"categories":5918},[217],{"categories":5920},[166],{"categories":5922},[179],{"categories":5924},[179],{"categories":5926},[179],{"categories":5928},[166],{"categories":5930},[119],{"categories":5932},[217],{"categories":5934},[179],{"categories":5936},[179],{"categories":5938},[166],{"categories":5940},[119],{"categories":5942},[272],{"categories":5944},[166],{"categories":5946},[166],{"categories":5948},[179],{"categories":5950},[166],{"categories":5952},[],{"categories":5954},[179],{"categories":5956},[],{"categories":5958},[166],{"categories":5960},[166],{"categories":5962},[],{"categories":5964},[],{"categories":5966},[179],{"categories":5968},[174],{"categories":5970},[179],{"categories":5972},[5973],"Liability & Ethics",{"categories":5975},[166],{"categories":5977},[166],{"categories":5979},[166],{"categories":5981},[179],{"categories":5983},[169],{"categories":5985},[179],{"categories":5987},[174],{"categories":5989},[305],{"categories":5991},[166],{"categories":5993},[179],{"categories":5995},[166],{"categories":5997},[166],{"categories":5999},[166],{"categories":6001},[],{"categories":6003},[654],{"categories":6005},[179],{"categories":6007},[],{"categories":6009},[166],{"categories":6011},[169],{"categories":6013},[179],{"categories":6015},[166],{"categories":6017},[],{"categories":6019},[179],{"categories":6021},[166],{"categories":6023},[166],{"categories":6025},[119],{"categories":6027},[166],{"categories":6029},[217],{"categories":6031},[166],{"categories":6033},[166],{"categories":6035},[182],{"categories":6037},[166],{"categories":6039},[179],{"categories":6041},[166],{"categories":6043},[166],{"categories":6045},[166],{"categories":6047},[217],{"categories":6049},[179],{"categories":6051},[119],{"categories":6053},[272],{"categories":6055},[169],{"categories":6057},[166],{"categories":6059},[166],{"categories":6061},[166],{"categories":6063},[],{"categories":6065},[179],{"categories":6067},[179],{"categories":6069},[179],{"categories":6071},[539],{"categories":6073},[272],{"categories":6075},[179],{"categories":6077},[348],{"categories":6079},[119],{"categories":6081},[217],{"categories":6083},[166],{"categories":6085},[272],{"categories":6087},[166],{"categories":6089},[169],{"categories":6091},[],{"categories":6093},[166],{"categories":6095},[179],{"categories":6097},[166],{"categories":6099},[166],{"categories":6101},[166],{"categories":6103},[166],{"categories":6105},[179],{"categories":6107},[166],{"categories":6109},[166],{"categories":6111},[272],{"categories":6113},[179],{"categories":6115},[],{"categories":6117},[179],{"categories":6119},[182],{"categories":6121},[166],{"categories":6123},[217],{"categories":6125},[179],{"categories":6127},[174],{"categories":6129},[],{"categories":6131},[166],{"categories":6133},[166],{"categories":6135},[182],{"categories":6137},[166],{"categories":6139},[179],{"categories":6141},[217],{"categories":6143},[169],{"categories":6145},[348],{"categories":6147},[166],{"categories":6149},[166],{"categories":6151},[166],{"categories":6153},[217],{"categories":6155},[174],{"categories":6157},[166],{"categories":6159},[272],{"categories":6161},[217],{"categories":6163},[348],{"categories":6165},[166],{"categories":6167},[179],{"categories":6169},[],{"categories":6171},[608],{"categories":6173},[],{"categories":6175},[166],{"categories":6177},[348],{"categories":6179},[166],{"categories":6181},[195],{"categories":6183},[166],{"categories":6185},[179],{"categories":6187},[179],{"categories":6189},[6190],"Design News & Tools",{"categories":6192},[166],{"categories":6194},[166],{"categories":6196},[217],{"categories":6198},[166],{"categories":6200},[166],{"categories":6202},[166],{"categories":6204},[169],{"categories":6206},[179],{"categories":6208},[166],{"categories":6210},[272],{"categories":6212},[179],{"categories":6214},[179],{"categories":6216},[272],{"categories":6218},[166],{"categories":6220},[166],{"categories":6222},[166],{"categories":6224},[539],{"categories":6226},[179],{"categories":6228},[166],{"categories":6230},[179],{"categories":6232},[166],{"categories":6234},[166],{"categories":6236},[539],{"categories":6238},[166],{"categories":6240},[305],{"categories":6242},[166],{"categories":6244},[179],{"categories":6246},[],{"categories":6248},[166],{"categories":6250},[166],{"categories":6252},[166],{"categories":6254},[217],{"categories":6256},[166],{"categories":6258},[169],{"categories":6260},[],{"categories":6262},[166],{"categories":6264},[166],{"categories":6266},[166],{"categories":6268},[119],{"categories":6270},[681],{"categories":6272},[119],{"categories":6274},[272],{"categories":6276},[166],{"categories":6278},[166,179],{"categories":6280},[305,174],{"categories":6282},[119],{"categories":6284},[166],{"categories":6286},[166],{"categories":6288},[166],{"categories":6290},[166],{"categories":6292},[],{"categories":6294},[119],{"categories":6296},[179],{"categories":6298},[166],{"categories":6300},[166],{"categories":6302},[],{"categories":6304},[166],{"categories":6306},[119],{"categories":6308},[166],{"categories":6310},[119],{"categories":6312},[166],{"categories":6314},[],{"categories":6316},[179],{"categories":6318},[166],{"categories":6320},[174],{"categories":6322},[166],{"categories":6324},[217],{"categories":6326},[166],{"categories":6328},[],{"categories":6330},[166],{"categories":6332},[179],{"categories":6334},[166],{"categories":6336},[],{"categories":6338},[272],{"categories":6340},[166],{"categories":6342},[166],{"categories":6344},[179],{"categories":6346},[166],{"categories":6348},[166],{"categories":6350},[166],{"categories":6352},[169],{"categories":6354},[166],{"categories":6356},[179],{"categories":6358},[166],{"categories":6360},[],{"categories":6362},[166],{"categories":6364},[348],{"categories":6366},[305],{"categories":6368},[174],{"categories":6370},[174],{"categories":6372},[166],{"categories":6374},[169],{"categories":6376},[169],{"categories":6378},[166],{"categories":6380},[179],{"categories":6382},[166],{"categories":6384},[166],{"categories":6386},[166],{"categories":6388},[166],{"categories":6390},[119],{"categories":6392},[166],{"categories":6394},[169],{"categories":6396},[166],{"categories":6398},[166],{"categories":6400},[179],{"categories":6402},[166],{"categories":6404},[305],{"categories":6406},[166],{"categories":6408},[217],{"categories":6410},[166],{"categories":6412},[166],{"categories":6414},[179],{"categories":6416},[182],{"categories":6418},[166],{"categories":6420},[179],{"categories":6422},[166],{"categories":6424},[179],{"categories":6426},[],{"categories":6428},[119],{"categories":6430},[],{"categories":6432},[119],{"categories":6434},[179],{"categories":6436},[169],{"categories":6438},[166],{"categories":6440},[],{"categories":6442},[195],{"categories":6444},[348],{"categories":6446},[166],{"categories":6448},[119],{"categories":6450},[166],{"categories":6452},[],{"categories":6454},[217],{"categories":6456},[179],{"categories":6458},[119],{"categories":6460},[272],{"categories":6462},[174],{"categories":6464},[166],{"categories":6466},[166],{"categories":6468},[179],{"categories":6470},[119],{"categories":6472},[179],{"categories":6474},[217],{"categories":6476},[166],{"categories":6478},[182],{"categories":6480},[169],{"categories":6482},[182],{"categories":6484},[217],{"categories":6486},[166],{"categories":6488},[166],{"categories":6490},[119],{"categories":6492},[166],{"categories":6494},[272],{"categories":6496},[174],{"categories":6498},[166],{"categories":6500},[166],{"categories":6502},[166],{"categories":6504},[166],{"categories":6506},[166],{"categories":6508},[166],{"categories":6510},[179],{"categories":6512},[166],{"categories":6514},[166],{"categories":6516},[179],{"categories":6518},[166],{"categories":6520},[166],{"categories":6522},[169],{"categories":6524},[166],{"categories":6526},[179],{"categories":6528},[179],{"categories":6530},[272],{"categories":6532},[179],{"categories":6534},[166],{"categories":6536},[179],{"categories":6538},[166],{"categories":6540},[169],{"categories":6542},[179],{"categories":6544},[272],{"categories":6546},[],{"categories":6548},[166],{"categories":6550},[195],{"categories":6552},[539],{"categories":6554},[166],{"categories":6556},[179],{"categories":6558},[166],{"categories":6560},[166],{"categories":6562},[119],{"categories":6564},[166],{"categories":6566},[],{"categories":6568},[166],{"categories":6570},[179],{"categories":6572},[174],{"categories":6574},[166],{"categories":6576},[305],{"categories":6578},[272],{"categories":6580},[166],{"categories":6582},[119],{"categories":6584},[166],{"categories":6586},[217],{"categories":6588},[179],{"categories":6590},[166],{"categories":6592},[305],{"categories":6594},[179],{"categories":6596},[174],{"categories":6598},[174],{"categories":6600},[166],{"categories":6602},[166],{"categories":6604},[166],{"categories":6606},[166],{"categories":6608},[166],{"categories":6610},[166],{"categories":6612},[169],{"categories":6614},[166],{"categories":6616},[],{"categories":6618},[166],{"categories":6620},[166],{"categories":6622},[179],{"categories":6624},[166],{"categories":6626},[179],{"categories":6628},[166],{"categories":6630},[166],{"categories":6632},[166],{"categories":6634},[166],{"categories":6636},[166],{"categories":6638},[166],{"categories":6640},[119],{"categories":6642},[],{"categories":6644},[169],{"categories":6646},[166],{"categories":6648},[166],{"categories":6650},[179],{"categories":6652},[179],{"categories":6654},[],{"categories":6656},[119],{"categories":6658},[119],{"categories":6660},[166],{"categories":6662},[305],{"categories":6664},[174],{"categories":6666},[272],{"categories":6668},[166],{"categories":6670},[],{"categories":6672},[166],{"categories":6674},[179],{"categories":6676},[169],{"categories":6678},[166],{"categories":6680},[166],{"categories":6682},[119],{"categories":6684},[169],{"categories":6686},[166],{"categories":6688},[166],{"categories":6690},[217],{"categories":6692},[195],{"categories":6694},[166],{"categories":6696},[217],{"categories":6698},[166],{"categories":6700},[179],{"categories":6702},[166],{"categories":6704},[166],{"categories":6706},[],{"categories":6708},[217],{"categories":6710},[179],{"categories":6712},[272],{"categories":6714},[195],{"categories":6716},[166],{"categories":6718},[166],{"categories":6720},[166],{"categories":6722},[],{"categories":6724},[179],{"categories":6726},[179],{"categories":6728},[179],{"categories":6730},[3500],{"categories":6732},[217],{"categories":6734},[166],{"categories":6736},[119],{"categories":6738},[166],{"categories":6740},[166],{"categories":6742},[166],{"categories":6744},[166],{"categories":6746},[166],{"categories":6748},[179],{"categories":6750},[166],{"categories":6752},[174],{"categories":6754},[166],{"categories":6756},[169],{"categories":6758},[2007],{"categories":6760},[348],{"categories":6762},[169],{"categories":6764},[],{"categories":6766},[182],{"categories":6768},[166],{"categories":6770},[],{"categories":6772},[166],{"categories":6774},[217],{"categories":6776},[179],{"categories":6778},[272],{"categories":6780},[166],{"categories":6782},[179],{"categories":6784},[166],{"categories":6786},[166],{"categories":6788},[166],{"categories":6790},[166],{"categories":6792},[217],{"categories":6794},[],{"categories":6796},[166],{"categories":6798},[179],{"categories":6800},[166],{"categories":6802},[179],{"categories":6804},[179],{"categories":6806},[],{"categories":6808},[166],{"categories":6810},[],{"categories":6812},[217],{"categories":6814},[169],{"categories":6816},[166],{"categories":6818},[272],{"categories":6820},[166],{"categories":6822},[179],{"categories":6824},[217],{"categories":6826},[166],{"categories":6828},[217],{"categories":6830},[],{"categories":6832},[217],{"categories":6834},[166],{"categories":6836},[169],{"categories":6838},[179],{"categories":6840},[539],{"categories":6842},[166],{"categories":6844},[179],{"categories":6846},[166],{"categories":6848},[],{"categories":6850},[119],{"categories":6852},[179],{"categories":6854},[182],{"categories":6856},[179],{"categories":6858},[166],{"categories":6860},[169],{"categories":6862},[166],{"categories":6864},[166],{"categories":6866},[],{"categories":6868},[],{"categories":6870},[],{"categories":6872},[272],{"categories":6874},[166],{"categories":6876},[179],{"categories":6878},[166],{"categories":6880},[166],{"categories":6882},[],{"categories":6884},[],{"categories":6886},[],{"categories":6888},[166],{"categories":6890},[179],{"categories":6892},[272],{"categories":6894},[166],{"categories":6896},[],{"categories":6898},[179],{"categories":6900},[166],{"categories":6902},[166],{"categories":6904},[169],{"categories":6906},[],{"categories":6908},[],{"categories":6910},[166],{"categories":6912},[166],{"categories":6914},[166],{"categories":6916},[179],{"categories":6918},[272],{"categories":6920},[166],{"categories":6922},[217],{"categories":6924},[],{"categories":6926},[166],{"categories":6928},[166],{"categories":6930},[305],{"categories":6932},[217],{"categories":6934},[305],{"categories":6936},[119],{"categories":6938},[195],{"categories":6940},[166],{"categories":6942},[166],{"categories":6944},[],{"categories":6946},[],{"categories":6948},[179],{"categories":6950},[],{"categories":6952},[166],{"categories":6954},[539],{"categories":6956},[166],{"categories":6958},[166],{"categories":6960},[166],{"categories":6962},[166],{"categories":6964},[],{"categories":6966},[179],{"categories":6968},[166],{"categories":6970},[166],{"categories":6972},[],{"categories":6974},[179],{"categories":6976},[179],{"categories":6978},[166],{"categories":6980},[217],{"categories":6982},[166],{"categories":6984},[305],{"categories":6986},[166],{"categories":6988},[179],{"categories":6990},[174],{"categories":6992},[182],{"categories":6994},[166],{"categories":6996},[166],{"categories":6998},[179],{"categories":7000},[195],{"categories":7002},[179],{"categories":7004},[179],{"categories":7006},[],{"categories":7008},[166],{"categories":7010},[179],{"categories":7012},[],{"categories":7014},[166],{"categories":7016},[],{"categories":7018},[217],{"categories":7020},[174],{"categories":7022},[],{"categories":7024},[166],{"categories":7026},[166],{"categories":7028},[166],{"categories":7030},[],{"categories":7032},[179],{"categories":7034},[272],{"categories":7036},[169],{"categories":7038},[166],{"categories":7040},[],{"categories":7042},[174],{"categories":7044},[305],{"categories":7046},[166],{"categories":7048},[119],{"categories":7050},[169],{"categories":7052},[195],{"categories":7054},[174],{"categories":7056},[119],{"categories":7058},[179],{"categories":7060},[119],{"categories":7062},[],{"categories":7064},[166],{"categories":7066},[182],{"categories":7068},[182],{"categories":7070},[166],{"categories":7072},[],{"categories":7074},[179],{"categories":7076},[179],{"categories":7078},[169],{"categories":7080},[272],{"categories":7082},[166],{"categories":7084},[166],{"categories":7086},[169],{"categories":7088},[179],{"categories":7090},[348],{"categories":7092},[166],{"categories":7094},[166],{"categories":7096},[166],{"categories":7098},[166],{"categories":7100},[166],{"categories":7102},[169],{"categories":7104},[166],{"categories":7106},[119],{"categories":7108},[195],{"categories":7110},[179],{"categories":7112},[],{"categories":7114},[166],{"categories":7116},[166],{"categories":7118},[166],{"categories":7120},[119],{"categories":7122},[179],{"categories":7124},[217],{"categories":7126},[119],{"categories":7128},[166],{"categories":7130},[182],{"categories":7132},[],{"categories":7134},[272],{"categories":7136},[119],{"categories":7138},[217],{"categories":7140},[166],{"categories":7142},[166],{"categories":7144},[169],{"categories":7146},[179],{"categories":7148},[166],{"categories":7150},[166],{"categories":7152},[179],{"categories":7154},[182],{"categories":7156},[166],{"categories":7158},[179],{"categories":7160},[166],{"categories":7162},[174],{"categories":7164},[166],{"categories":7166},[179],{"categories":7168},[179,348],{"categories":7170},[166],{"categories":7172},[166],{"categories":7174},[179],{"categories":7176},[119],{"categories":7178},[166],{"categories":7180},[166],{"categories":7182},[166],{"categories":7184},[195],{"categories":7186},[179],{"categories":7188},[305],{"categories":7190},[179],{"categories":7192},[174],{"categories":7194},[],{"categories":7196},[179],{"categories":7198},[166],{"categories":7200},[174],{"categories":7202},[],{"categories":7204},[],{"categories":7206},[166],{"categories":7208},[119],{"categories":7210},[166],{"categories":7212},[166],{"categories":7214},[179],{"categories":7216},[166],{"categories":7218},[195],{"categories":7220},[305],{"categories":7222},[166],{"categories":7224},[166],{"categories":7226},[166],{"categories":7228},[166],{"categories":7230},[179],{"categories":7232},[],{"categories":7234},[179],{"categories":7236},[217],{"categories":7238},[166],{"categories":7240},[179],{"categories":7242},[179],{"categories":7244},[166],{"categories":7246},[],{"categories":7248},[217],{"categories":7250},[119],{"categories":7252},[3500],{"categories":7254},[169],{"categories":7256},[119],{"categories":7258},[166],{"categories":7260},[179],{"categories":7262},[166],{"categories":7264},[166],{"categories":7266},[305],{"categories":7268},[119],{"categories":7270},[195],{"categories":7272},[],{"categories":7274},[217],{"categories":7276},[166],{"categories":7278},[166],{"categories":7280},[],{"categories":7282},[179],{"categories":7284},[166],{"categories":7286},[166],{"categories":7288},[166],{"categories":7290},[166],{"categories":7292},[179],{"categories":7294},[166],{"categories":7296},[166],{"categories":7298},[166],{"categories":7300},[166],{"categories":7302},[182],{"categories":7304},[166],{"categories":7306},[179],{"categories":7308},[166],{"categories":7310},[166],{"categories":7312},[166],{"categories":7314},[166],{"categories":7316},[166],{"categories":7318},[166],{"categories":7320},[166],{"categories":7322},[174],{"categories":7324},[],{"categories":7326},[182],{"categories":7328},[166],{"categories":7330},[217],{"categories":7332},[179],{"categories":7334},[166],{"categories":7336},[119],{"categories":7338},[],{"categories":7340},[119],{"categories":7342},[119],{"categories":7344},[179],{"categories":7346},[119],{"categories":7348},[166],{"categories":7350},[166],{"categories":7352},[166],{"categories":7354},[179],{"categories":7356},[119],{"categories":7358},[166],{"categories":7360},[166],{"categories":7362},[166],{"categories":7364},[179],{"categories":7366},[217],{"categories":7368},[166],{"categories":7370},[166],{"categories":7372},[166],{"categories":7374},[174],{"categories":7376},[166],{"categories":7378},[179],{"categories":7380},[272],{"categories":7382},[],{"categories":7384},[166],{"categories":7386},[166],{"categories":7388},[195],{"categories":7390},[166],{"categories":7392},[179],{"categories":7394},[166],{"categories":7396},[166],{"categories":7398},[],{"categories":7400},[166],{"categories":7402},[166],{"categories":7404},[217],{"categories":7406},[166],{"categories":7408},[166],{"categories":7410},[179],{"categories":7412},[305],{"categories":7414},[],{"categories":7416},[],{"categories":7418},[119],{"categories":7420},[166],{"categories":7422},[166],{"categories":7424},[182],{"categories":7426},[217],{"categories":7428},[166],{"categories":7430},[119],{"categories":7432},[217],{"categories":7434},[166],{"categories":7436},[166],{"categories":7438},[305],{"categories":7440},[195],{"categories":7442},[166],{"categories":7444},[166],{"categories":7446},[169],{"categories":7448},[179],{"categories":7450},[166],{"categories":7452},[166],{"categories":7454},[179],{"categories":7456},[174],{"categories":7458},[179],{"categories":7460},[119],{"categories":7462},[166],{"categories":7464},[174],{"categories":7466},[],{"categories":7468},[166],{"categories":7470},[195],{"categories":7472},[166],{"categories":7474},[166],{"categories":7476},[],{"categories":7478},[217],{"categories":7480},[166],{"categories":7482},[179],{"categories":7484},[195],{"categories":7486},[166],{"categories":7488},[119],{"categories":7490},[119],{"categories":7492},[119],{"categories":7494},[166],{"categories":7496},[179],{"categories":7498},[179],{"categories":7500},[166],{"categories":7502},[179],{"categories":7504},[166],{"categories":7506},[166],{"categories":7508},[272],{"categories":7510},[195],{"categories":7512},[195],{"categories":7514},[],{"categories":7516},[217],{"categories":7518},[166],{"categories":7520},[166],{"categories":7522},[119],{"categories":7524},[],{"categories":7526},[217],{"categories":7528},[217],{"categories":7530},[217],{"categories":7532},[],{"categories":7534},[179],{"categories":7536},[166],{"categories":7538},[],{"categories":7540},[169],{"categories":7542},[174],{"categories":7544},[],{"categories":7546},[166],{"categories":7548},[166],{"categories":7550},[],{"categories":7552},[119],{"categories":7554},[],{"categories":7556},[],{"categories":7558},[],{"categories":7560},[],{"categories":7562},[166],{"categories":7564},[217],{"categories":7566},[],{"categories":7568},[],{"categories":7570},[166],{"categories":7572},[166],{"categories":7574},[166],{"categories":7576},[195],{"categories":7578},[166],{"categories":7580},[195],{"categories":7582},[],{"categories":7584},[195],{"categories":7586},[195],{"categories":7588},[348],{"categories":7590},[179],{"categories":7592},[119],{"categories":7594},[],{"categories":7596},[],{"categories":7598},[195],{"categories":7600},[119],{"categories":7602},[119],{"categories":7604},[119],{"categories":7606},[],{"categories":7608},[169],{"categories":7610},[119],{"categories":7612},[119],{"categories":7614},[169],{"categories":7616},[119],{"categories":7618},[174],{"categories":7620},[119],{"categories":7622},[119],{"categories":7624},[119],{"categories":7626},[195],{"categories":7628},[217],{"categories":7630},[217],{"categories":7632},[166],{"categories":7634},[119],{"categories":7636},[195],{"categories":7638},[348],{"categories":7640},[195],{"categories":7642},[195],{"categories":7644},[195],{"categories":7646},[],{"categories":7648},[174],{"categories":7650},[],{"categories":7652},[348],{"categories":7654},[119],{"categories":7656},[119],{"categories":7658},[119],{"categories":7660},[179],{"categories":7662},[217,174],{"categories":7664},[195],{"categories":7666},[],{"categories":7668},[],{"categories":7670},[195],{"categories":7672},[],{"categories":7674},[195],{"categories":7676},[217],{"categories":7678},[179],{"categories":7680},[],{"categories":7682},[119],{"categories":7684},[166],{"categories":7686},[272],{"categories":7688},[],{"categories":7690},[166],{"categories":7692},[],{"categories":7694},[217],{"categories":7696},[169],{"categories":7698},[195],{"categories":7700},[],{"categories":7702},[119],{"categories":7704},[217],[7706,7824,7934,8087],{"id":7707,"title":7708,"ai":7709,"body":7714,"categories":7801,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":7802,"navigation":142,"path":7811,"published_at":7812,"question":120,"scraped_at":7812,"seo":7813,"sitemap":7814,"source_id":7815,"source_name":7816,"source_type":7817,"source_url":7807,"stem":7818,"tags":7819,"thumbnail_url":120,"tldr":7821,"tweet":120,"unknown_tags":7822,"__hash__":7823},"summaries\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary.md","Localizing AI Agent Failures: Model vs. Harness",{"provider":7,"model":8,"input_tokens":7710,"output_tokens":7711,"processing_time_ms":7712,"cost_usd":7713},4022,551,2651,0.001832,{"type":14,"value":7715,"toc":7793},[7716,7720,7731,7736,7739,7759,7763,7766,7786,7790],[17,7717,7719],{"id":7718},"distinguishing-model-vs-harness-failures","Distinguishing Model vs. Harness Failures",[22,7721,7722,7723,7726,7727,7730],{},"When an AI agent fails to complete a task, developers often struggle to identify the root cause. The core insight is to categorize failures into two distinct domains: the ",[39,7724,7725],{},"Model"," (the LLM's reasoning, knowledge, and generation capabilities) and the ",[39,7728,7729],{},"Harness"," (the orchestration logic, tool definitions, environment state, and feedback loops).",[7732,7733,7735],"h3",{"id":7734},"the-model-domain-reasoning-and-knowledge","The Model Domain: Reasoning and Knowledge",[22,7737,7738],{},"Failures in the model domain occur when the LLM itself is incapable of the task. This includes:",[33,7740,7741,7747,7753],{},[36,7742,7743,7746],{},[39,7744,7745],{},"Reasoning errors:"," The model fails to follow logical steps or plan effectively.",[36,7748,7749,7752],{},[39,7750,7751],{},"Knowledge gaps:"," The model lacks the specific information required to execute a step.",[36,7754,7755,7758],{},[39,7756,7757],{},"Instruction following:"," The model ignores system prompts or formatting constraints.",[7732,7760,7762],{"id":7761},"the-harness-domain-orchestration-and-environment","The Harness Domain: Orchestration and Environment",[22,7764,7765],{},"Failures in the harness domain occur despite the model providing correct instructions. These are often the most overlooked issues in agent development:",[33,7767,7768,7774,7780],{},[36,7769,7770,7773],{},[39,7771,7772],{},"Tool integration:"," The harness fails to correctly map the model's output to an API call or function argument.",[36,7775,7776,7779],{},[39,7777,7778],{},"Environment state:"," The agent operates on stale data or an environment that has changed since the last observation.",[36,7781,7782,7785],{},[39,7783,7784],{},"Feedback loops:"," The harness fails to pass the correct error messages or tool outputs back to the model, preventing self-correction.",[17,7787,7789],{"id":7788},"diagnostic-framework","Diagnostic Framework",[22,7791,7792],{},"To localize these failures, developers should implement a systematic interaction-centric audit. By isolating the model's output from the harness's execution, you can determine if the agent's failure is a result of poor reasoning or a breakdown in the infrastructure supporting the agent. This approach shifts the focus from 'why did the agent fail?' to 'did the model fail to reason, or did the harness fail to execute?'",{"title":111,"searchDepth":112,"depth":112,"links":7794},[7795,7800],{"id":7718,"depth":112,"text":7719,"children":7796},[7797,7799],{"id":7734,"depth":7798,"text":7735},3,{"id":7761,"depth":7798,"text":7762},{"id":7788,"depth":112,"text":7789},[166],{"content_references":7803,"triage":7809},[7804],{"type":7805,"title":7806,"url":7807,"context":7808},"paper","Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.28802","reviewed",{"relevance":138,"novelty":139,"quality":139,"actionability":139,"composite":140,"reasoning":7810},"Category: AI & LLMs. The article provides a clear framework for diagnosing failures in AI agents, which directly addresses the pain points of developers trying to integrate AI into their products. It offers actionable insights on distinguishing between model and harness failures, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary","2026-08-04 03:10:08",{"title":7708,"description":111},{"loc":7811},"6cfdb395f3efb4ea","arXiv cs.AI","article","summaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary",[154,7820,155],"ai-agents","To debug AI agents effectively, you must distinguish between failures caused by the underlying LLM (Model) and those caused by the agent's orchestration, tools, or environment (Harness).",[7820,155],"kkgChMQmejtaPxThdnsF2v7nNhaJzNc0dRyHfWjzHSw",{"id":7825,"title":7826,"ai":7827,"body":7832,"categories":7904,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":7905,"navigation":142,"path":7918,"published_at":7919,"question":120,"scraped_at":7920,"seo":7921,"sitemap":7922,"source_id":7923,"source_name":149,"source_type":150,"source_url":7924,"stem":7925,"tags":7926,"thumbnail_url":7929,"tldr":7930,"tweet":7931,"unknown_tags":7932,"__hash__":7933},"summaries\u002Fsummaries\u002Fd336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary.md","Debugging AI Agents: Why Replayability Beats Determinism",{"provider":7,"model":8,"input_tokens":7828,"output_tokens":7829,"processing_time_ms":7830,"cost_usd":7831},7309,733,4218,0.00292675,{"type":14,"value":7833,"toc":7899},[7834,7838,7845,7849,7852,7855,7875,7879],[17,7835,7837],{"id":7836},"the-fallacy-of-bitwise-determinism","The Fallacy of Bitwise Determinism",[22,7839,7840,7841,7844],{},"Engineers often attempt to debug non-deterministic agent failures by setting model temperature to zero, hoping for consistent outputs. This is a fundamental misconception. Even at temperature zero, LLM outputs vary due to hardware-level non-determinism, floating-point math non-associativity, and batch-level routing in Mixture of Experts (MoE) architectures. Chasing bitwise determinism—where the same input always yields the same token output—is a losing battle that ignores the reality of distributed AI systems. Instead, teams should prioritize ",[39,7842,7843],{},"replayability",", which focuses on observability and the ability to re-validate a specific historical execution trace.",[17,7846,7848],{"id":7847},"the-record-and-replay-pattern","The Record and Replay Pattern",[22,7850,7851],{},"To move beyond simple logging, implement a recording layer at the boundary of every node in your agentic workflow (e.g., tool calls, LLM invocations, RAG retrievals). By capturing the input\u002Foutput envelope of these nodes rather than just the raw prompt, you create a trace that represents the system's state transitions.",[22,7853,7854],{},"This approach, demonstrated via the \"Chronicle\" proof-of-concept, allows for:",[33,7856,7857,7863,7869],{},[36,7858,7859,7862],{},[39,7860,7861],{},"Deterministic Post-Mortems:"," You can inspect the exact state of an agent at the moment of failure, including metadata like model versions and sampling parameters.",[36,7864,7865,7868],{},[39,7866,7867],{},"Isolated Debugging:"," By using these recorded traces, you can stub out specific nodes (like an LLM call) while running others (like a tool call) live. This allows you to test fixes for guardrails or logic errors without re-triggering the non-deterministic model generation.",[36,7870,7871,7874],{},[39,7872,7873],{},"Cost-Effective Testing:"," Once a failure is recorded, that trace becomes a permanent test case. You can rerun the agent logic against the recorded trace with zero model calls, making your CI suite faster and cheaper.",[17,7876,7878],{"id":7877},"architectural-best-practices","Architectural Best Practices",[33,7880,7881,7887,7893],{},[36,7882,7883,7886],{},[39,7884,7885],{},"Capture the Full Envelope:"," Do not just log prompts. Record inputs, outputs, model versions, build IDs, and retrieved context chunks to ensure you have the full state context.",[36,7888,7889,7892],{},[39,7890,7891],{},"Distinguish Testing Types:"," Use deterministic testing (via replay) for guardrails and tool logic, and behavioral testing (e.g., LLM-as-a-judge) for subjective quality metrics.",[36,7894,7895,7898],{},[39,7896,7897],{},"Embrace Randomness:"," Do not pin temperature to zero in production. The variability in model output is often what provides the agent with its reasoning capabilities; your infrastructure should be robust enough to handle that variability rather than suppressing it.",{"title":111,"searchDepth":112,"depth":112,"links":7900},[7901,7902,7903],{"id":7836,"depth":112,"text":7837},{"id":7847,"depth":112,"text":7848},{"id":7877,"depth":112,"text":7878},[119],{"content_references":7906,"triage":7916},[7907,7912],{"type":126,"title":7908,"author":7909,"url":7910,"context":7911},"Chronicle","Tisha Chawla & Susheem Koul","https:\u002F\u002Fgithub.com\u002Ftishachawla-jg","recommended",{"type":134,"title":7913,"author":7914,"context":7915},"Mozilla rr","Mozilla","cited",{"relevance":138,"novelty":139,"quality":139,"actionability":139,"composite":140,"reasoning":7917},"Category: AI & LLMs. The article provides a deep dive into debugging AI agents, specifically focusing on the importance of replayability over determinism, which addresses a key pain point for developers working with LLMs. It offers actionable architectural best practices for implementing a recording layer, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fd336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary","2026-06-29 00:00:39","2026-06-29 12:56:34",{"title":7826,"description":111},{"loc":7918},"d336f6bf314bd5d5","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Lc8zRh9muoY","summaries\u002Fd336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary",[7927,154,155,7928],"agents","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FLc8zRh9muoY\u002Fhqdefault.jpg","Stop chasing bitwise determinism in LLMs. Instead, implement a 'record and replay' architecture to capture agent state transitions, enabling you to debug production failures by re-running traces with mocked nodes.","This talk argues that trying to force LLMs to be deterministic is a dead end for production debugging. Instead, the speakers propose a \"record and replay\" pattern—similar to [Mozilla rr](https:\u002F\u002Frr-project.org\u002F)—where you capture inputs and outputs at the boundaries of your agent’s nodes to reconstruct and step through failed execution traces without needing to re-run the model.",[155,7928],"ZDzP6shSzKw8mIqjy60IR2C_IwRBEhTrPPQqpB71g4M",{"id":7935,"title":7936,"ai":7937,"body":7942,"categories":8056,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":8057,"navigation":142,"path":8072,"published_at":8073,"question":120,"scraped_at":8073,"seo":8074,"sitemap":8075,"source_id":8076,"source_name":8077,"source_type":7817,"source_url":8078,"stem":8079,"tags":8080,"thumbnail_url":120,"tldr":8084,"tweet":120,"unknown_tags":8085,"__hash__":8086},"summaries\u002Fsummaries\u002F5d2de9152522b89c-deploying-vllm-endpoints-on-hugging-face-jobs-summary.md","Deploying vLLM Endpoints on Hugging Face Jobs",{"provider":7,"model":8,"input_tokens":7938,"output_tokens":7939,"processing_time_ms":7940,"cost_usd":7941},7341,775,4066,0.00299775,{"type":14,"value":7943,"toc":8050},[7944,7948,7959,7963,7974,7977,8017,8021,8032,8036],[17,7945,7947],{"id":7946},"on-demand-llm-serving","On-Demand LLM Serving",[22,7949,7950,7951,7954,7955,7958],{},"Hugging Face Jobs provides a container-based environment to deploy LLM inference servers without the overhead of Kubernetes or manual server provisioning. By using the ",[56,7952,7953],{},"hf jobs run"," command, users can deploy the ",[56,7956,7957],{},"vllm\u002Fvllm-openai"," image directly on HF infrastructure. The service is billed per-second, making it a cost-effective solution for short-lived tasks like model evaluation, batch processing, or rapid prototyping.",[17,7960,7962],{"id":7961},"configuration-and-scaling","Configuration and Scaling",[22,7964,7965,7966,7969,7970,7973],{},"Deploying a model requires specifying the hardware flavor and exposing the container port. For larger models, users can scale by selecting multi-GPU flavors (e.g., ",[56,7967,7968],{},"h200x2",") and configuring vLLM's ",[56,7971,7972],{},"--tensor-parallel-size"," to match the GPU count.",[22,7975,7976],{},"Key performance tuning tips include:",[33,7978,7979,7993,8007],{},[36,7980,7981,7984,7985,7988,7989,7992],{},[39,7982,7983],{},"Memory Management",": If a model fails to start due to OOM errors, reduce ",[56,7986,7987],{},"--max-model-len"," and ",[56,7990,7991],{},"--max-num-seqs"," to fit within the GPU's memory constraints.",[36,7994,7995,7998,7999,8002,8003,8006],{},[39,7996,7997],{},"Debugging",": Use the ",[56,8000,8001],{},"--ssh"," flag during launch to gain shell access to the container, allowing for real-time monitoring with ",[56,8004,8005],{},"nvidia-smi"," and log inspection.",[36,8008,8009,8012,8013,8016],{},[39,8010,8011],{},"Tooling",": Enable features like ",[56,8014,8015],{},"--enable-auto-tool-choice"," to support agentic workflows, allowing the endpoint to function as a backend for coding agents like Pi.",[17,8018,8020],{"id":8019},"security-and-lifecycle","Security and Lifecycle",[22,8022,8023,8024,8027,8028,8031],{},"Endpoints deployed via HF Jobs are gated by the user's Hugging Face token. Requests must include a bearer token with read access to the job's namespace, effectively using the HF jobs proxy as an API gateway. Because these jobs are billed by usage, users should explicitly cancel jobs using ",[56,8025,8026],{},"hf jobs cancel \u003Cjob_id>"," when finished, though a ",[56,8029,8030],{},"--timeout"," flag serves as a safety net to prevent runaway costs.",[17,8033,8035],{"id":8034},"choosing-the-right-infrastructure","Choosing the Right Infrastructure",[33,8037,8038,8044],{},[36,8039,8040,8043],{},[39,8041,8042],{},"HF Jobs",": Best for maximum control, experimentation, and one-off tasks where you need to customize the container and flags directly.",[36,8045,8046,8049],{},[39,8047,8048],{},"Inference Endpoints",": Best for production-ready services requiring scale-to-zero capabilities, managed uptime, and more granular access control.",{"title":111,"searchDepth":112,"depth":112,"links":8051},[8052,8053,8054,8055],{"id":7946,"depth":112,"text":7947},{"id":7961,"depth":112,"text":7962},{"id":8019,"depth":112,"text":8020},{"id":8034,"depth":112,"text":8035},[206],{"content_references":8058,"triage":8069},[8059,8060,8063,8066],{"type":126,"title":127,"url":128,"context":129},{"type":126,"title":8061,"url":8062,"context":129},"Hugging Face Inference Endpoints","https:\u002F\u002Fhuggingface.co\u002Fdocs\u002Finference-endpoints",{"type":126,"title":8064,"url":8065,"context":129},"Pi","https:\u002F\u002Fpi.dev",{"type":126,"title":8067,"url":8068,"context":129},"Gradio","https:\u002F\u002Fwww.gradio.app\u002F",{"relevance":138,"novelty":139,"quality":139,"actionability":138,"composite":8070,"reasoning":8071},4.55,"Category: Inference & Serving. The article provides detailed guidance on deploying vLLM endpoints using Hugging Face Jobs, addressing practical concerns such as cost management and performance tuning, which are critical for engineers building production AI systems. It includes specific commands and configuration tips that the audience can directly implement.","\u002Fsummaries\u002F5d2de9152522b89c-deploying-vllm-endpoints-on-hugging-face-jobs-summary","2026-06-29 14:32:13",{"title":7936,"description":111},{"loc":8072},"5d2de9152522b89c","Hugging Face Blog","https:\u002F\u002Fhuggingface.co\u002Fblog\u002Fvllm-jobs","summaries\u002F5d2de9152522b89c-deploying-vllm-endpoints-on-hugging-face-jobs-summary",[154,157,8081,8082,8083],"inference","serving","tooling","Hugging Face Jobs allows engineers to spin up private, OpenAI-compatible vLLM endpoints on demand using a single command, providing a pay-per-second alternative for testing and experimentation.",[],"_Z_2yPvvaRq2AUEDTGHRzF41GFOq58Hfm9GkvX_zzNo",{"id":8088,"title":8089,"ai":8090,"body":8096,"categories":8237,"created_at":120,"date_modified":120,"description":111,"extension":121,"faq":120,"featured":122,"kicker_label":120,"meta":8238,"navigation":142,"path":8256,"published_at":8257,"question":120,"scraped_at":8258,"seo":8259,"sitemap":8260,"source_id":8261,"source_name":8262,"source_type":7817,"source_url":8263,"stem":8264,"tags":8265,"thumbnail_url":120,"tldr":8266,"tweet":120,"unknown_tags":8267,"__hash__":8268},"summaries\u002Fsummaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary.md","GPT-5.5 Real Costs Rise 49-92% Over Predecessor by Input",{"provider":7,"model":8091,"input_tokens":8092,"output_tokens":8093,"processing_time_ms":8094,"cost_usd":8095},"x-ai\u002Fgrok-4.1-fast",4144,2511,24263,0.00206165,{"type":14,"value":8097,"toc":8232},[8098,8102,8105,8215,8218,8222,8225,8229],[17,8099,8101],{"id":8100},"pricing-hike-drives-input-dependent-cost-increases","Pricing Hike Drives Input-Dependent Cost Increases",[22,8103,8104],{},"GPT-5.5 lists input tokens at $5 per million (up from $2.50) and output at $30 per million (up from $15), doubling GPT-5.4 rates. OpenRouter's April 2026 usage logs reveal effective costs per million tokens rose 49-92% in practice:",[8106,8107,8108,8127],"table",{},[8109,8110,8111],"thead",{},[8112,8113,8114,8118,8121,8124],"tr",{},[8115,8116,8117],"th",{},"Input length",[8115,8119,8120],{},"GPT-5.4 ($\u002FM)",[8115,8122,8123],{},"GPT-5.5 ($\u002FM)",[8115,8125,8126],{},"Change",[8128,8129,8130,8145,8159,8173,8187,8201],"tbody",{},[8112,8131,8132,8136,8139,8142],{},[8133,8134,8135],"td",{},"\u003C 2K",[8133,8137,8138],{},"4.89",[8133,8140,8141],{},"9.37",[8133,8143,8144],{},"+92%",[8112,8146,8147,8150,8153,8156],{},[8133,8148,8149],{},"2K-10K",[8133,8151,8152],{},"2.25",[8133,8154,8155],{},"3.81",[8133,8157,8158],{},"+69%",[8112,8160,8161,8164,8167,8170],{},[8133,8162,8163],{},"10K-25K",[8133,8165,8166],{},"1.42",[8133,8168,8169],{},"2.15",[8133,8171,8172],{},"+51%",[8112,8174,8175,8178,8181,8184],{},[8133,8176,8177],{},"25K-50K",[8133,8179,8180],{},"1.02",[8133,8182,8183],{},"1.65",[8133,8185,8186],{},"+62%",[8112,8188,8189,8192,8195,8198],{},[8133,8190,8191],{},"50K-128K",[8133,8193,8194],{},"0.74",[8133,8196,8197],{},"1.10",[8133,8199,8200],{},"+49%",[8112,8202,8203,8206,8209,8212],{},[8133,8204,8205],{},"128K+",[8133,8207,8208],{},"0.71",[8133,8210,8211],{},"1.31",[8133,8213,8214],{},"+85%",[22,8216,8217],{},"OpenAI claims shorter responses offset increases, but data shows limited relief: costs nearly double for short inputs under 2,000 tokens where responses stay similar length.",[17,8219,8221],{"id":8220},"response-length-shifts-fail-to-fully-compensate","Response Length Shifts Fail to Fully Compensate",[22,8223,8224],{},"For inputs over 10,000 tokens, GPT-5.5 generates 19-34% shorter responses, moderating cost growth to 49-62% in mid-ranges. However, 2,000-10,000 token inputs see 52% longer responses, amplifying hikes to 69%. Short inputs yield negligible length changes, pushing effective costs up 92%. Builders optimizing LLM calls must factor these patterns—favor longer contexts to leverage brevity gains, but test real workloads as benchmarks mislead.",[17,8226,8228],{"id":8227},"benchmarks-mask-real-world-expenses-signaling-broader-trends","Benchmarks Mask Real-World Expenses, Signaling Broader Trends",[22,8230,8231],{},"Artificial Analysis reported only 20% higher costs on benchmarks, understating production impacts from diverse tasks. Anthropic mirrored this with 30-40% Opus 4.7 price jumps from elevated token use despite flat rates. As OpenAI and Anthropic eye IPOs, expect sustained climbs; select models by actual input distributions and monitor token efficiency to control budgets in AI pipelines.",{"title":111,"searchDepth":112,"depth":112,"links":8233},[8234,8235,8236],{"id":8100,"depth":112,"text":8101},{"id":8220,"depth":112,"text":8221},{"id":8227,"depth":112,"text":8228},[],{"content_references":8239,"triage":8253},[8240,8244,8247,8250],{"type":8241,"title":8242,"url":8243,"context":7915},"report","opus-47 tokenizer analysis","https:\u002F\u002Fopenrouter.ai\u002Fannouncements\u002Fopus-47-tokenizer-analysis",{"type":8241,"title":8245,"url":8246,"context":7915},"GPT-5.5 tops benchmarks but still hallucinates frequently at a 20 percent higher API cost","https:\u002F\u002Fthe-decoder.com\u002Fgpt-5-5-tops-benchmarks-but-still-hallucinates-frequently-at-a-20-percent-higher-api-cost\u002F",{"type":8241,"title":8248,"url":8249,"context":7915},"First token counts reveal Opus 4.7 costs significantly more than 4.6 despite Anthropic's flat pricing","https:\u002F\u002Fthe-decoder.com\u002Ffirst-token-counts-reveal-opus-4-7-costs-significantly-more-than-4-6-despite-anthropics-flat-pricing\u002F",{"type":8241,"title":8251,"url":8252,"context":7915},"OpenAI and Anthropic before the IPO: different balance sheets make comparison difficult","https:\u002F\u002Fthe-decoder.com\u002Fopenai-and-anthropic-before-the-ipo-different-balance-sheets-make-comparison-difficult\u002F",{"relevance":139,"novelty":7798,"quality":139,"actionability":7798,"composite":8254,"reasoning":8255},3.6,"Category: AI & LLMs. The article discusses the significant cost increases associated with GPT-5.5 compared to its predecessor, which is relevant for product builders considering LLM integration. It provides insights into pricing structures and real-world implications, but lacks detailed actionable steps for optimizing costs in AI pipelines.","\u002Fsummaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary","2026-05-10 08:05:58","2026-05-10 15:26:46",{"title":8089,"description":111},{"loc":8256},"7ee0a00fe665659c","The Decoder","https:\u002F\u002Fthe-decoder.com\u002Fgpt-5-5-costs-49-to-92-percent-more-than-its-predecessor-depending-on-the-input-length\u002F","summaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary",[154],"GPT-5.5 doubles token prices to $5\u002FM input and $30\u002FM output, yielding 49-92% higher real-world costs than GPT-5.4 across input lengths, per OpenRouter logs, as response shortening doesn't fully offset hikes.",[],"KxzauCJW4jvbLRadl5jEhYCdTrmGTckdb4XrCm5y6T0"]