[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-6a4b4d45607c8c51-optimizing-agentic-inference-kv-cache-routing-and-summary":3,"summaries-facets-categories":119,"summary-related-6a4b4d45607c8c51-optimizing-agentic-inference-kv-cache-routing-and-summary":7825},{"id":4,"title":5,"ai":6,"body":13,"categories":77,"created_at":79,"date_modified":79,"description":70,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":82,"navigation":98,"path":99,"published_at":100,"question":79,"scraped_at":101,"seo":102,"sitemap":103,"source_id":104,"source_name":105,"source_type":106,"source_url":107,"stem":108,"tags":109,"thumbnail_url":114,"tldr":115,"tweet":116,"unknown_tags":117,"__hash__":118},"summaries\u002Fsummaries\u002F6a4b4d45607c8c51-optimizing-agentic-inference-kv-cache-routing-and--summary.md","Optimizing Agentic Inference: KV Cache Routing and P\u002FD Disaggregation",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8112,799,3629,0.0032265,{"type":14,"value":15,"toc":69},"minimark",[16,21,25,29,32,36,39,42,59,62,66],[17,18,20],"h2",{"id":19},"the-shift-to-agentic-inference","The Shift to Agentic Inference",[22,23,24],"p",{},"Agentic workloads differ fundamentally from classic LLM serving. They are characterized by multi-turn interactions (up to 3,000 turns), high cache hit rates (>90%), and massive input-to-output token ratios (often >100:1). Public benchmarks typically ignore these dynamics, focusing on sanitized, steady-state performance. In production, the client-driven nature of these sessions makes KV cache management volatile, leading to frequent evictions and high costs—cached tokens can be 10x cheaper than uncached ones, making cache locality a primary economic and performance lever.",[17,26,28],{"id":27},"kv-cache-aware-routing","KV Cache-Aware Routing",[22,30,31],{},"To optimize for these workloads, the inference stack must coordinate routing with cache availability. The LLM-D framework uses an \"Endpoint Picker\" (EP) plugin to score pods based on load and KV cache locality. By routing requests to pods where the system prompt or context is already cached, systems can reduce Time-to-First-Token (TTFT) significantly—for example, dropping from 3 seconds to 1 second for cached turns. This approach treats cache locality as a first-class scheduling metric rather than an afterthought.",[17,33,35],{"id":34},"prefill-decode-pd-disaggregation","Prefill-Decode (P\u002FD) Disaggregation",[22,37,38],{},"Aggregated serving forces a single GPU to handle both prefill (compute-intensive, bursty) and decode (memory-bandwidth-intensive, latency-sensitive). This leads to \"phase interference,\" where a long incoming prompt stalls ongoing token generation, causing jitter.",[22,40,41],{},"Disaggregation separates these tasks into independent pools:",[43,44,45,53],"ul",{},[46,47,48,52],"li",{},[49,50,51],"strong",{},"Prefill Workers:"," Optimized for high throughput and batch parallelism.",[46,54,55,58],{},[49,56,57],{},"Decode Workers:"," Optimized for low-latency token generation.",[22,60,61],{},"This architecture allows for independent scaling. However, it is not a universal solution. Disaggregation requires a high-speed network fabric (RDMA or RoCE) to transfer KV caches between workers. Without this fabric, the overhead of moving cache data outweighs the benefits, and aggregated serving remains the better choice. P\u002FD disaggregation shines most in middle-concurrency regimes where the workload is prefill-heavy, providing smoother P99 inter-token latency (e.g., improving from 900ms to 100ms).",[17,63,65],{"id":64},"practical-implementation","Practical Implementation",[22,67,68],{},"For real-world deployments on hardware like H200s, the authors recommend a modular architecture. In a recent case study using GLM 5.2, they utilized a 3:1 ratio of prefill to decode workers. This configuration yielded 4x faster TTFT and 60% higher request capacity compared to standard aggregated setups. Additionally, they noted that using BF16 for KV cache storage can outperform FP8 for long prefill tasks, highlighting the importance of continuous experimentation with hardware-specific knobs.",{"title":70,"searchDepth":71,"depth":71,"links":72},"",2,[73,74,75,76],{"id":19,"depth":71,"text":20},{"id":27,"depth":71,"text":28},{"id":34,"depth":71,"text":35},{"id":64,"depth":71,"text":65},[78],"AI & LLMs",null,"md",false,{"content_references":83,"triage":93},[84,89],{"type":85,"title":86,"url":87,"context":88},"tool","LLM-D","https:\u002F\u002Fgithub.com\u002Fllm-d\u002Fllm-d","recommended",{"type":90,"title":91,"url":92,"context":88},"other","DeepLearning.AI Inference Course","https:\u002F\u002Fwww.deeplearning.ai\u002F",{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":97},5,4,4.35,"Category: AI & LLMs. The article provides in-depth insights into optimizing agentic inference for LLMs, addressing specific pain points like performance and cost efficiency in production environments. It offers actionable strategies such as KV cache-aware routing and P\u002FD disaggregation, which can be directly applied by developers working on AI-powered products.",true,"\u002Fsummaries\u002F6a4b4d45607c8c51-optimizing-agentic-inference-kv-cache-routing-and-summary","2026-08-27 14:00:06","2026-08-28 03:12:06",{"title":5,"description":70},{"loc":99},"6a4b4d45607c8c51","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=YXowceUKYJI","summaries\u002F6a4b4d45607c8c51-optimizing-agentic-inference-kv-cache-routing-and--summary",[110,111,112,113],"llm","agents","ai-tools","backend","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FYXowceUKYJI\u002Fhqdefault.jpg","Agentic workloads require moving beyond steady-state benchmarks. By implementing KV cache-aware routing and decoupling prefill from decode compute, teams can achieve 4x faster time-to-first-token and significantly smoother inter-token latency.","This talk explains how to optimize agentic LLM workloads by moving beyond standard inference benchmarks, which ignore the high cache hit rates and volatile token ratios typical of multi-turn sessions. The speakers detail two architectural levers: KV cache-aware routing to maximize locality, and [LLM-D](https:\u002F\u002Fgithub.com\u002Fllm-d\u002Fllm-d)’s prefill-decode disaggregation to prevent long prompts from stalling token generation.",[],"1gE3CxGdv2-yHzBI04d7S2IgU6JUUimgQtkGUShUBMY",[120,122,125,127,130,132,135,138,140,142,144,146,149,152,154,156,158,160,163,165,167,169,171,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,417,419,421,423,425,427,429,431,433,435,437,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,473,475,477,479,481,483,485,487,489,491,493,495,497,499,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,571,573,575,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,619,621,623,625,627,629,631,633,635,637,639,641,643,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,963,965,967,969,971,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509,7511,7513,7515,7517,7519,7521,7523,7525,7527,7529,7531,7533,7535,7537,7539,7541,7543,7545,7547,7549,7551,7553,7555,7557,7559,7561,7563,7565,7567,7569,7571,7573,7575,7577,7579,7581,7583,7585,7587,7589,7591,7593,7595,7597,7599,7601,7603,7605,7607,7609,7611,7613,7615,7617,7619,7621,7623,7625,7627,7629,7631,7633,7635,7637,7639,7641,7643,7645,7647,7649,7651,7653,7655,7657,7659,7661,7663,7665,7667,7669,7671,7673,7675,7677,7679,7681,7683,7685,7687,7689,7691,7693,7695,7697,7699,7701,7703,7705,7707,7709,7711,7713,7715,7717,7719,7721,7723,7725,7727,7729,7731,7733,7735,7737,7739,7741,7743,7745,7747,7749,7751,7753,7755,7757,7759,7761,7763,7765,7767,7769,7771,7773,7775,7777,7779,7781,7783,7785,7787,7789,7791,7793,7795,7797,7799,7801,7803,7805,7807,7809,7811,7813,7815,7817,7819,7821,7823],{"categories":121},[78],{"categories":123},[124],"Developer Productivity",{"categories":126},[78],{"categories":128},[129],"Business & SaaS",{"categories":131},[78],{"categories":133},[134],"AI Automation",{"categories":136},[137],"Product Strategy",{"categories":139},[134],{"categories":141},[78],{"categories":143},[124],{"categories":145},[134],{"categories":147},[148],"Software Engineering",{"categories":150},[151],"Data Science & Visualization",{"categories":153},[78],{"categories":155},[129],{"categories":157},[],{"categories":159},[78],{"categories":161},[162],"Inference & Serving",{"categories":164},[78],{"categories":166},[78],{"categories":168},[134],{"categories":170},[],{"categories":172},[173],"AI News & Trends",{"categories":175},[151],{"categories":177},[134],{"categories":179},[78],{"categories":181},[78],{"categories":183},[78],{"categories":185},[129],{"categories":187},[124],{"categories":189},[78],{"categories":191},[134],{"categories":193},[173],{"categories":195},[78],{"categories":197},[134],{"categories":199},[134],{"categories":201},[78],{"categories":203},[78],{"categories":205},[134],{"categories":207},[78],{"categories":209},[78],{"categories":211},[78],{"categories":213},[129],{"categories":215},[134],{"categories":217},[173],{"categories":219},[78],{"categories":221},[78],{"categories":223},[78],{"categories":225},[],{"categories":227},[228],"Design & Frontend",{"categories":230},[78],{"categories":232},[151],{"categories":234},[78],{"categories":236},[173],{"categories":238},[78],{"categories":240},[78],{"categories":242},[78],{"categories":244},[],{"categories":246},[78],{"categories":248},[78],{"categories":250},[134],{"categories":252},[148],{"categories":254},[78],{"categories":256},[78],{"categories":258},[134],{"categories":260},[78],{"categories":262},[263],"Marketing & Growth",{"categories":265},[228],{"categories":267},[78],{"categories":269},[134],{"categories":271},[78],{"categories":273},[78],{"categories":275},[148],{"categories":277},[78],{"categories":279},[],{"categories":281},[],{"categories":283},[228],{"categories":285},[78],{"categories":287},[134],{"categories":289},[124],{"categories":291},[148],{"categories":293},[134],{"categories":295},[228],{"categories":297},[78],{"categories":299},[137],{"categories":301},[78],{"categories":303},[148],{"categories":305},[306],"DevOps & Cloud",{"categories":308},[134],{"categories":310},[137],{"categories":312},[173],{"categories":314},[78],{"categories":316},[],{"categories":318},[78],{"categories":320},[78],{"categories":322},[78],{"categories":324},[],{"categories":326},[134],{"categories":328},[148],{"categories":330},[306],{"categories":332},[],{"categories":334},[148],{"categories":336},[134],{"categories":338},[78],{"categories":340},[228],{"categories":342},[343],"Governance & Standards",{"categories":345},[129],{"categories":347},[],{"categories":349},[78],{"categories":351},[],{"categories":353},[78],{"categories":355},[78],{"categories":357},[134],{"categories":359},[78],{"categories":361},[134],{"categories":363},[78],{"categories":365},[78],{"categories":367},[134],{"categories":369},[78],{"categories":371},[78],{"categories":373},[78],{"categories":375},[],{"categories":377},[148],{"categories":379},[],{"categories":381},[],{"categories":383},[78],{"categories":385},[148],{"categories":387},[],{"categories":389},[148],{"categories":391},[78],{"categories":393},[134],{"categories":395},[78],{"categories":397},[263],{"categories":399},[78],{"categories":401},[78],{"categories":403},[78],{"categories":405},[228],{"categories":407},[228],{"categories":409},[78],{"categories":411},[148],{"categories":413},[134],{"categories":415},[416],"GovTech & Public-Sector Adoption",{"categories":418},[148],{"categories":420},[78],{"categories":422},[78],{"categories":424},[78],{"categories":426},[134],{"categories":428},[134],{"categories":430},[151],{"categories":432},[78],{"categories":434},[173],{"categories":436},[134],{"categories":438},[439],"Legal AI Tools",{"categories":441},[78],{"categories":443},[134],{"categories":445},[78],{"categories":447},[263],{"categories":449},[134],{"categories":451},[137],{"categories":453},[78],{"categories":455},[148],{"categories":457},[416],{"categories":459},[],{"categories":461},[134],{"categories":463},[],{"categories":465},[129],{"categories":467},[134],{"categories":469},[134],{"categories":471},[472],"RAG & Retrieval",{"categories":474},[129],{"categories":476},[78],{"categories":478},[148],{"categories":480},[148],{"categories":482},[306],{"categories":484},[228],{"categories":486},[134],{"categories":488},[78],{"categories":490},[78],{"categories":492},[78],{"categories":494},[78],{"categories":496},[],{"categories":498},[134],{"categories":500},[501],"Agents & Orchestration",{"categories":503},[148],{"categories":505},[78],{"categories":507},[],{"categories":509},[134],{"categories":511},[129],{"categories":513},[],{"categories":515},[78],{"categories":517},[],{"categories":519},[78],{"categories":521},[124],{"categories":523},[148],{"categories":525},[129],{"categories":527},[78],{"categories":529},[78],{"categories":531},[78],{"categories":533},[134],{"categories":535},[78],{"categories":537},[78],{"categories":539},[173],{"categories":541},[78],{"categories":543},[],{"categories":545},[78],{"categories":547},[78],{"categories":549},[],{"categories":551},[78],{"categories":553},[148],{"categories":555},[78],{"categories":557},[134],{"categories":559},[151],{"categories":561},[],{"categories":563},[78],{"categories":565},[78],{"categories":567},[228],{"categories":569},[570],"Models & Frontier Labs",{"categories":572},[],{"categories":574},[228],{"categories":576},[577],"Regulation & Governance of AI",{"categories":579},[137],{"categories":581},[134],{"categories":583},[],{"categories":585},[78],{"categories":587},[78],{"categories":589},[134],{"categories":591},[134],{"categories":593},[173],{"categories":595},[78],{"categories":597},[129],{"categories":599},[78],{"categories":601},[134],{"categories":603},[],{"categories":605},[148],{"categories":607},[134],{"categories":609},[78],{"categories":611},[78],{"categories":613},[137],{"categories":615},[78],{"categories":617},[618],"AI Policy & Regulation",{"categories":620},[],{"categories":622},[78],{"categories":624},[134],{"categories":626},[134],{"categories":628},[137],{"categories":630},[134],{"categories":632},[78],{"categories":634},[78],{"categories":636},[78],{"categories":638},[134],{"categories":640},[],{"categories":642},[151],{"categories":644},[645],"Evals & Reliability",{"categories":647},[78],{"categories":649},[78],{"categories":651},[],{"categories":653},[151],{"categories":655},[124],{"categories":657},[416],{"categories":659},[618],{"categories":661},[78],{"categories":663},[78],{"categories":665},[129],{"categories":667},[78],{"categories":669},[134],{"categories":671},[78],{"categories":673},[134],{"categories":675},[501],{"categories":677},[78],{"categories":679},[148],{"categories":681},[78],{"categories":683},[78],{"categories":685},[],{"categories":687},[228],{"categories":689},[],{"categories":691},[78],{"categories":693},[78],{"categories":695},[416],{"categories":697},[78],{"categories":699},[78],{"categories":701},[78],{"categories":703},[],{"categories":705},[78],{"categories":707},[228],{"categories":709},[78],{"categories":711},[148],{"categories":713},[],{"categories":715},[78],{"categories":717},[78],{"categories":719},[],{"categories":721},[78],{"categories":723},[134],{"categories":725},[78],{"categories":727},[228],{"categories":729},[],{"categories":731},[78],{"categories":733},[78],{"categories":735},[151],{"categories":737},[134],{"categories":739},[78],{"categories":741},[129],{"categories":743},[134],{"categories":745},[78],{"categories":747},[78],{"categories":749},[148],{"categories":751},[228],{"categories":753},[78],{"categories":755},[134],{"categories":757},[],{"categories":759},[148],{"categories":761},[134],{"categories":763},[151],{"categories":765},[],{"categories":767},[78],{"categories":769},[173],{"categories":771},[78],{"categories":773},[],{"categories":775},[78],{"categories":777},[78],{"categories":779},[78],{"categories":781},[129,263],{"categories":783},[],{"categories":785},[148],{"categories":787},[78],{"categories":789},[78],{"categories":791},[134],{"categories":793},[78],{"categories":795},[78],{"categories":797},[],{"categories":799},[],{"categories":801},[78],{"categories":803},[78],{"categories":805},[228],{"categories":807},[78],{"categories":809},[],{"categories":811},[78],{"categories":813},[306],{"categories":815},[],{"categories":817},[134],{"categories":819},[173],{"categories":821},[78],{"categories":823},[129],{"categories":825},[78],{"categories":827},[148],{"categories":829},[228],{"categories":831},[],{"categories":833},[78],{"categories":835},[173],{"categories":837},[78],{"categories":839},[162],{"categories":841},[78],{"categories":843},[78],{"categories":845},[134],{"categories":847},[173],{"categories":849},[570],{"categories":851},[78],{"categories":853},[263],{"categories":855},[],{"categories":857},[134],{"categories":859},[129],{"categories":861},[148],{"categories":863},[78],{"categories":865},[134],{"categories":867},[],{"categories":869},[78,306],{"categories":871},[78],{"categories":873},[78],{"categories":875},[78],{"categories":877},[78],{"categories":879},[134],{"categories":881},[78,148],{"categories":883},[151],{"categories":885},[78],{"categories":887},[78],{"categories":889},[78],{"categories":891},[148],{"categories":893},[78],{"categories":895},[134],{"categories":897},[134],{"categories":899},[618],{"categories":901},[263],{"categories":903},[78],{"categories":905},[134],{"categories":907},[78],{"categories":909},[78],{"categories":911},[134],{"categories":913},[],{"categories":915},[134],{"categories":917},[78],{"categories":919},[78],{"categories":921},[134],{"categories":923},[78],{"categories":925},[78,129],{"categories":927},[78],{"categories":929},[78],{"categories":931},[129],{"categories":933},[],{"categories":935},[228],{"categories":937},[228],{"categories":939},[78],{"categories":941},[],{"categories":943},[],{"categories":945},[78],{"categories":947},[173],{"categories":949},[],{"categories":951},[124],{"categories":953},[78],{"categories":955},[148],{"categories":957},[134],{"categories":959},[78],{"categories":961},[962],"Generative UI & Design-to-Code",{"categories":964},[78],{"categories":966},[78],{"categories":968},[228],{"categories":970},[78],{"categories":972},[973],"Algorithmic Accountability",{"categories":975},[78],{"categories":977},[134],{"categories":979},[148],{"categories":981},[173],{"categories":983},[228],{"categories":985},[78],{"categories":987},[],{"categories":989},[137],{"categories":991},[78],{"categories":993},[78],{"categories":995},[78],{"categories":997},[78],{"categories":999},[78],{"categories":1001},[134],{"categories":1003},[1004],"MLOps & Infrastructure",{"categories":1006},[78],{"categories":1008},[78],{"categories":1010},[78],{"categories":1012},[78],{"categories":1014},[78],{"categories":1016},[78],{"categories":1018},[148],{"categories":1020},[173],{"categories":1022},[78],{"categories":1024},[78],{"categories":1026},[137],{"categories":1028},[124],{"categories":1030},[78],{"categories":1032},[134],{"categories":1034},[306],{"categories":1036},[78],{"categories":1038},[129],{"categories":1040},[78],{"categories":1042},[228],{"categories":1044},[78],{"categories":1046},[137],{"categories":1048},[78],{"categories":1050},[134],{"categories":1052},[],{"categories":1054},[],{"categories":1056},[78],{"categories":1058},[162],{"categories":1060},[228],{"categories":1062},[173],{"categories":1064},[151],{"categories":1066},[],{"categories":1068},[78],{"categories":1070},[78],{"categories":1072},[129],{"categories":1074},[134],{"categories":1076},[78],{"categories":1078},[78],{"categories":1080},[78],{"categories":1082},[78],{"categories":1084},[78],{"categories":1086},[173],{"categories":1088},[162],{"categories":1090},[78],{"categories":1092},[228],{"categories":1094},[78],{"categories":1096},[],{"categories":1098},[134],{"categories":1100},[148],{"categories":1102},[],{"categories":1104},[78],{"categories":1106},[78],{"categories":1108},[134],{"categories":1110},[148],{"categories":1112},[78],{"categories":1114},[151],{"categories":1116},[228],{"categories":1118},[],{"categories":1120},[78],{"categories":1122},[],{"categories":1124},[78],{"categories":1126},[],{"categories":1128},[78],{"categories":1130},[78],{"categories":1132},[137],{"categories":1134},[129],{"categories":1136},[134],{"categories":1138},[134],{"categories":1140},[148],{"categories":1142},[],{"categories":1144},[78],{"categories":1146},[124],{"categories":1148},[78],{"categories":1150},[78],{"categories":1152},[129],{"categories":1154},[173],{"categories":1156},[124],{"categories":1158},[],{"categories":1160},[78],{"categories":1162},[],{"categories":1164},[78],{"categories":1166},[],{"categories":1168},[78],{"categories":1170},[173],{"categories":1172},[173],{"categories":1174},[],{"categories":1176},[501],{"categories":1178},[78],{"categories":1180},[228],{"categories":1182},[148],{"categories":1184},[],{"categories":1186},[439],{"categories":1188},[134],{"categories":1190},[134],{"categories":1192},[129],{"categories":1194},[78],{"categories":1196},[],{"categories":1198},[],{"categories":1200},[124],{"categories":1202},[151],{"categories":1204},[],{"categories":1206},[263],{"categories":1208},[134],{"categories":1210},[129],{"categories":1212},[134],{"categories":1214},[78],{"categories":1216},[129],{"categories":1218},[78],{"categories":1220},[148],{"categories":1222},[],{"categories":1224},[162],{"categories":1226},[137],{"categories":1228},[78],{"categories":1230},[228],{"categories":1232},[148],{"categories":1234},[129],{"categories":1236},[78],{"categories":1238},[148],{"categories":1240},[78],{"categories":1242},[134],{"categories":1244},[129],{"categories":1246},[78],{"categories":1248},[78],{"categories":1250},[78],{"categories":1252},[78],{"categories":1254},[78],{"categories":1256},[78],{"categories":1258},[],{"categories":1260},[],{"categories":1262},[148],{"categories":1264},[151],{"categories":1266},[137],{"categories":1268},[78],{"categories":1270},[134],{"categories":1272},[148],{"categories":1274},[148],{"categories":1276},[78],{"categories":1278},[],{"categories":1280},[78],{"categories":1282},[173],{"categories":1284},[137],{"categories":1286},[137],{"categories":1288},[148],{"categories":1290},[78],{"categories":1292},[645],{"categories":1294},[306],{"categories":1296},[],{"categories":1298},[78],{"categories":1300},[134],{"categories":1302},[78],{"categories":1304},[124],{"categories":1306},[],{"categories":1308},[124],{"categories":1310},[228],{"categories":1312},[],{"categories":1314},[78],{"categories":1316},[78],{"categories":1318},[78],{"categories":1320},[228],{"categories":1322},[263],{"categories":1324},[137],{"categories":1326},[78],{"categories":1328},[148],{"categories":1330},[78],{"categories":1332},[134],{"categories":1334},[],{"categories":1336},[148],{"categories":1338},[78],{"categories":1340},[124],{"categories":1342},[],{"categories":1344},[129],{"categories":1346},[78],{"categories":1348},[78],{"categories":1350},[173],{"categories":1352},[78,306],{"categories":1354},[78],{"categories":1356},[1357],"Design Systems for AI",{"categories":1359},[78],{"categories":1361},[78],{"categories":1363},[173],{"categories":1365},[78],{"categories":1367},[78],{"categories":1369},[78],{"categories":1371},[129],{"categories":1373},[78],{"categories":1375},[78],{"categories":1377},[78],{"categories":1379},[],{"categories":1381},[78],{"categories":1383},[78],{"categories":1385},[129],{"categories":1387},[78],{"categories":1389},[],{"categories":1391},[134],{"categories":1393},[134],{"categories":1395},[148],{"categories":1397},[78],{"categories":1399},[173],{"categories":1401},[148],{"categories":1403},[78],{"categories":1405},[228],{"categories":1407},[173],{"categories":1409},[151],{"categories":1411},[78],{"categories":1413},[78],{"categories":1415},[78],{"categories":1417},[78],{"categories":1419},[134],{"categories":1421},[124],{"categories":1423},[618],{"categories":1425},[78],{"categories":1427},[78],{"categories":1429},[134],{"categories":1431},[78],{"categories":1433},[148],{"categories":1435},[78],{"categories":1437},[148],{"categories":1439},[],{"categories":1441},[228],{"categories":1443},[],{"categories":1445},[78],{"categories":1447},[134],{"categories":1449},[137],{"categories":1451},[],{"categories":1453},[129],{"categories":1455},[78],{"categories":1457},[],{"categories":1459},[228],{"categories":1461},[148],{"categories":1463},[134],{"categories":1465},[148],{"categories":1467},[78],{"categories":1469},[228],{"categories":1471},[78],{"categories":1473},[148],{"categories":1475},[78],{"categories":1477},[78],{"categories":1479},[228],{"categories":1481},[],{"categories":1483},[],{"categories":1485},[173],{"categories":1487},[134],{"categories":1489},[134],{"categories":1491},[78],{"categories":1493},[134],{"categories":1495},[78],{"categories":1497},[78],{"categories":1499},[78],{"categories":1501},[78],{"categories":1503},[78],{"categories":1505},[78],{"categories":1507},[129],{"categories":1509},[137],{"categories":1511},[78],{"categories":1513},[78],{"categories":1515},[],{"categories":1517},[148],{"categories":1519},[148],{"categories":1521},[78],{"categories":1523},[148],{"categories":1525},[129],{"categories":1527},[],{"categories":1529},[78],{"categories":1531},[78],{"categories":1533},[228],{"categories":1535},[78],{"categories":1537},[78],{"categories":1539},[78],{"categories":1541},[134],{"categories":1543},[124],{"categories":1545},[129],{"categories":1547},[78],{"categories":1549},[134],{"categories":1551},[173],{"categories":1553},[134],{"categories":1555},[162],{"categories":1557},[263],{"categories":1559},[78],{"categories":1561},[134],{"categories":1563},[78],{"categories":1565},[78],{"categories":1567},[78],{"categories":1569},[78],{"categories":1571},[],{"categories":1573},[228],{"categories":1575},[],{"categories":1577},[78],{"categories":1579},[78],{"categories":1581},[],{"categories":1583},[78],{"categories":1585},[78],{"categories":1587},[148],{"categories":1589},[129],{"categories":1591},[1592],"Visual & Generative Media",{"categories":1594},[134],{"categories":1596},[],{"categories":1598},[78],{"categories":1600},[78],{"categories":1602},[148],{"categories":1604},[78],{"categories":1606},[306],{"categories":1608},[78],{"categories":1610},[151],{"categories":1612},[618],{"categories":1614},[148],{"categories":1616},[263],{"categories":1618},[78],{"categories":1620},[137],{"categories":1622},[228],{"categories":1624},[78],{"categories":1626},[78],{"categories":1628},[148],{"categories":1630},[134],{"categories":1632},[78],{"categories":1634},[],{"categories":1636},[],{"categories":1638},[134],{"categories":1640},[148],{"categories":1642},[124],{"categories":1644},[134],{"categories":1646},[570],{"categories":1648},[78],{"categories":1650},[137],{"categories":1652},[78],{"categories":1654},[129],{"categories":1656},[],{"categories":1658},[78],{"categories":1660},[137],{"categories":1662},[78],{"categories":1664},[78],{"categories":1666},[78],{"categories":1668},[137],{"categories":1670},[78],{"categories":1672},[78],{"categories":1674},[263],{"categories":1676},[78],{"categories":1678},[501],{"categories":1680},[148],{"categories":1682},[134],{"categories":1684},[78],{"categories":1686},[134],{"categories":1688},[78],{"categories":1690},[78],{"categories":1692},[134],{"categories":1694},[78],{"categories":1696},[78],{"categories":1698},[78],{"categories":1700},[134],{"categories":1702},[78],{"categories":1704},[228],{"categories":1706},[134],{"categories":1708},[],{"categories":1710},[134],{"categories":1712},[78],{"categories":1714},[],{"categories":1716},[306],{"categories":1718},[148],{"categories":1720},[],{"categories":1722},[570],{"categories":1724},[78],{"categories":1726},[134],{"categories":1728},[134],{"categories":1730},[78],{"categories":1732},[228,78],{"categories":1734},[78],{"categories":1736},[124],{"categories":1738},[78],{"categories":1740},[134],{"categories":1742},[228],{"categories":1744},[],{"categories":1746},[78],{"categories":1748},[124],{"categories":1750},[78],{"categories":1752},[1753],"Medical Imaging & Radiology",{"categories":1755},[78],{"categories":1757},[78],{"categories":1759},[78],{"categories":1761},[228],{"categories":1763},[134],{"categories":1765},[134],{"categories":1767},[148],{"categories":1769},[],{"categories":1771},[78],{"categories":1773},[78],{"categories":1775},[78],{"categories":1777},[],{"categories":1779},[],{"categories":1781},[78],{"categories":1783},[78],{"categories":1785},[501],{"categories":1787},[78],{"categories":1789},[78],{"categories":1791},[124],{"categories":1793},[78],{"categories":1795},[78],{"categories":1797},[],{"categories":1799},[134],{"categories":1801},[78],{"categories":1803},[137],{"categories":1805},[148],{"categories":1807},[78],{"categories":1809},[78],{"categories":1811},[134],{"categories":1813},[501],{"categories":1815},[78],{"categories":1817},[134],{"categories":1819},[78],{"categories":1821},[78],{"categories":1823},[78],{"categories":1825},[78],{"categories":1827},[228],{"categories":1829},[134],{"categories":1831},[306],{"categories":1833},[228],{"categories":1835},[129],{"categories":1837},[134],{"categories":1839},[173],{"categories":1841},[78],{"categories":1843},[78],{"categories":1845},[137],{"categories":1847},[78],{"categories":1849},[78],{"categories":1851},[78],{"categories":1853},[78],{"categories":1855},[78],{"categories":1857},[134],{"categories":1859},[78],{"categories":1861},[148],{"categories":1863},[78],{"categories":1865},[148],{"categories":1867},[78],{"categories":1869},[137],{"categories":1871},[],{"categories":1873},[173],{"categories":1875},[],{"categories":1877},[137],{"categories":1879},[134],{"categories":1881},[78],{"categories":1883},[78],{"categories":1885},[134],{"categories":1887},[78],{"categories":1889},[1357],{"categories":1891},[78],{"categories":1893},[1357],{"categories":1895},[228],{"categories":1897},[78],{"categories":1899},[78],{"categories":1901},[78],{"categories":1903},[134],{"categories":1905},[148],{"categories":1907},[228],{"categories":1909},[134],{"categories":1911},[173],{"categories":1913},[],{"categories":1915},[78],{"categories":1917},[78],{"categories":1919},[],{"categories":1921},[78],{"categories":1923},[78],{"categories":1925},[134],{"categories":1927},[78],{"categories":1929},[78],{"categories":1931},[78],{"categories":1933},[134],{"categories":1935},[1936],"Contract Review & E-Discovery",{"categories":1938},[78],{"categories":1940},[228],{"categories":1942},[78],{"categories":1944},[124],{"categories":1946},[78],{"categories":1948},[173],{"categories":1950},[78],{"categories":1952},[78],{"categories":1954},[263],{"categories":1956},[148],{"categories":1958},[134],{"categories":1960},[78],{"categories":1962},[78],{"categories":1964},[78],{"categories":1966},[134],{"categories":1968},[134],{"categories":1970},[973],{"categories":1972},[78],{"categories":1974},[78],{"categories":1976},[134],{"categories":1978},[134],{"categories":1980},[78],{"categories":1982},[78],{"categories":1984},[78],{"categories":1986},[134],{"categories":1988},[78],{"categories":1990},[78],{"categories":1992},[148],{"categories":1994},[78],{"categories":1996},[501],{"categories":1998},[472],{"categories":2000},[78],{"categories":2002},[134],{"categories":2004},[78],{"categories":2006},[2007],"Law-Firm Practice & Adoption",{"categories":2009},[78],{"categories":2011},[134],{"categories":2013},[228],{"categories":2015},[78],{"categories":2017},[78],{"categories":2019},[78],{"categories":2021},[],{"categories":2023},[148],{"categories":2025},[],{"categories":2027},[148],{"categories":2029},[78],{"categories":2031},[],{"categories":2033},[148],{"categories":2035},[134],{"categories":2037},[124],{"categories":2039},[306],{"categories":2041},[78],{"categories":2043},[],{"categories":2045},[78],{"categories":2047},[124],{"categories":2049},[134],{"categories":2051},[129],{"categories":2053},[78],{"categories":2055},[263],{"categories":2057},[78],{"categories":2059},[],{"categories":2061},[129],{"categories":2063},[134],{"categories":2065},[129],{"categories":2067},[],{"categories":2069},[78],{"categories":2071},[137],{"categories":2073},[78],{"categories":2075},[148],{"categories":2077},[],{"categories":2079},[],{"categories":2081},[78],{"categories":2083},[],{"categories":2085},[],{"categories":2087},[78],{"categories":2089},[137],{"categories":2091},[134],{"categories":2093},[306],{"categories":2095},[78],{"categories":2097},[124],{"categories":2099},[148],{"categories":2101},[78],{"categories":2103},[78],{"categories":2105},[148],{"categories":2107},[137],{"categories":2109},[78],{"categories":2111},[78],{"categories":2113},[78],{"categories":2115},[1004],{"categories":2117},[78],{"categories":2119},[148],{"categories":2121},[78],{"categories":2123},[263],{"categories":2125},[148],{"categories":2127},[129],{"categories":2129},[78],{"categories":2131},[78],{"categories":2133},[78],{"categories":2135},[228],{"categories":2137},[78],{"categories":2139},[78],{"categories":2141},[78],{"categories":2143},[78],{"categories":2145},[129],{"categories":2147},[134],{"categories":2149},[78,124],{"categories":2151},[78],{"categories":2153},[501],{"categories":2155},[78],{"categories":2157},[78],{"categories":2159},[78],{"categories":2161},[148],{"categories":2163},[78],{"categories":2165},[148],{"categories":2167},[228],{"categories":2169},[134],{"categories":2171},[134],{"categories":2173},[148],{"categories":2175},[78],{"categories":2177},[134],{"categories":2179},[78],{"categories":2181},[78],{"categories":2183},[],{"categories":2185},[],{"categories":2187},[78],{"categories":2189},[151],{"categories":2191},[78],{"categories":2193},[78],{"categories":2195},[228],{"categories":2197},[134],{"categories":2199},[],{"categories":2201},[78],{"categories":2203},[78],{"categories":2205},[129],{"categories":2207},[148],{"categories":2209},[151],{"categories":2211},[173],{"categories":2213},[137],{"categories":2215},[228],{"categories":2217},[78],{"categories":2219},[134],{"categories":2221},[78],{"categories":2223},[148],{"categories":2225},[],{"categories":2227},[134],{"categories":2229},[134],{"categories":2231},[134],{"categories":2233},[78],{"categories":2235},[78],{"categories":2237},[78],{"categories":2239},[78],{"categories":2241},[78],{"categories":2243},[78],{"categories":2245},[],{"categories":2247},[134],{"categories":2249},[78],{"categories":2251},[78],{"categories":2253},[78],{"categories":2255},[],{"categories":2257},[134],{"categories":2259},[134],{"categories":2261},[78],{"categories":2263},[78],{"categories":2265},[129],{"categories":2267},[78],{"categories":2269},[78],{"categories":2271},[],{"categories":2273},[124],{"categories":2275},[78],{"categories":2277},[78],{"categories":2279},[78],{"categories":2281},[228],{"categories":2283},[78],{"categories":2285},[148],{"categories":2287},[78],{"categories":2289},[124],{"categories":2291},[78],{"categories":2293},[148],{"categories":2295},[263],{"categories":2297},[148],{"categories":2299},[134],{"categories":2301},[78],{"categories":2303},[134],{"categories":2305},[78],{"categories":2307},[78],{"categories":2309},[78],{"categories":2311},[78,228],{"categories":2313},[78],{"categories":2315},[134],{"categories":2317},[173],{"categories":2319},[78],{"categories":2321},[173],{"categories":2323},[134],{"categories":2325},[228],{"categories":2327},[78],{"categories":2329},[],{"categories":2331},[148],{"categories":2333},[306],{"categories":2335},[228],{"categories":2337},[148],{"categories":2339},[78],{"categories":2341},[137],{"categories":2343},[78],{"categories":2345},[78],{"categories":2347},[134],{"categories":2349},[],{"categories":2351},[],{"categories":2353},[78],{"categories":2355},[],{"categories":2357},[],{"categories":2359},[137],{"categories":2361},[148],{"categories":2363},[78],{"categories":2365},[78],{"categories":2367},[134],{"categories":2369},[78],{"categories":2371},[134],{"categories":2373},[129],{"categories":2375},[134],{"categories":2377},[306],{"categories":2379},[78],{"categories":2381},[78],{"categories":2383},[78],{"categories":2385},[162],{"categories":2387},[78],{"categories":2389},[78],{"categories":2391},[78],{"categories":2393},[78],{"categories":2395},[148],{"categories":2397},[134],{"categories":2399},[78],{"categories":2401},[78],{"categories":2403},[78],{"categories":2405},[78],{"categories":2407},[148],{"categories":2409},[439],{"categories":2411},[134],{"categories":2413},[973],{"categories":2415},[],{"categories":2417},[134],{"categories":2419},[228],{"categories":2421},[2007],{"categories":2423},[148],{"categories":2425},[],{"categories":2427},[134],{"categories":2429},[],{"categories":2431},[78],{"categories":2433},[134],{"categories":2435},[],{"categories":2437},[],{"categories":2439},[78],{"categories":2441},[78],{"categories":2443},[263],{"categories":2445},[78],{"categories":2447},[263],{"categories":2449},[78],{"categories":2451},[134],{"categories":2453},[78],{"categories":2455},[78],{"categories":2457},[151],{"categories":2459},[78],{"categories":2461},[148],{"categories":2463},[137],{"categories":2465},[],{"categories":2467},[78],{"categories":2469},[78],{"categories":2471},[78],{"categories":2473},[148],{"categories":2475},[78],{"categories":2477},[1936],{"categories":2479},[134],{"categories":2481},[78],{"categories":2483},[228],{"categories":2485},[228],{"categories":2487},[78],{"categories":2489},[78],{"categories":2491},[134],{"categories":2493},[124],{"categories":2495},[78],{"categories":2497},[78],{"categories":2499},[78],{"categories":2501},[78],{"categories":2503},[228],{"categories":2505},[228],{"categories":2507},[134],{"categories":2509},[134],{"categories":2511},[134],{"categories":2513},[78],{"categories":2515},[78],{"categories":2517},[78],{"categories":2519},[134],{"categories":2521},[],{"categories":2523},[78],{"categories":2525},[],{"categories":2527},[228],{"categories":2529},[2530],"Interaction & Product Design",{"categories":2532},[78],{"categories":2534},[134],{"categories":2536},[148],{"categories":2538},[343],{"categories":2540},[173],{"categories":2542},[148],{"categories":2544},[78],{"categories":2546},[137],{"categories":2548},[78],{"categories":2550},[78],{"categories":2552},[148],{"categories":2554},[78],{"categories":2556},[124],{"categories":2558},[134],{"categories":2560},[78],{"categories":2562},[],{"categories":2564},[134],{"categories":2566},[134],{"categories":2568},[134],{"categories":2570},[],{"categories":2572},[148],{"categories":2574},[78],{"categories":2576},[134],{"categories":2578},[124],{"categories":2580},[2530],{"categories":2582},[78],{"categories":2584},[124],{"categories":2586},[78],{"categories":2588},[124],{"categories":2590},[78],{"categories":2592},[],{"categories":2594},[78],{"categories":2596},[134],{"categories":2598},[148],{"categories":2600},[],{"categories":2602},[134],{"categories":2604},[137],{"categories":2606},[173],{"categories":2608},[78],{"categories":2610},[134],{"categories":2612},[78],{"categories":2614},[134],{"categories":2616},[134],{"categories":2618},[78],{"categories":2620},[78],{"categories":2622},[173],{"categories":2624},[151],{"categories":2626},[78],{"categories":2628},[137],{"categories":2630},[148],{"categories":2632},[2633],"Coding Agents & Dev Productivity",{"categories":2635},[173],{"categories":2637},[228],{"categories":2639},[78],{"categories":2641},[78],{"categories":2643},[],{"categories":2645},[78],{"categories":2647},[78],{"categories":2649},[973],{"categories":2651},[],{"categories":2653},[78],{"categories":2655},[78],{"categories":2657},[306],{"categories":2659},[78],{"categories":2661},[173],{"categories":2663},[],{"categories":2665},[],{"categories":2667},[78],{"categories":2669},[],{"categories":2671},[134],{"categories":2673},[78],{"categories":2675},[134],{"categories":2677},[],{"categories":2679},[148],{"categories":2681},[148],{"categories":2683},[78],{"categories":2685},[151],{"categories":2687},[],{"categories":2689},[78],{"categories":2691},[78],{"categories":2693},[78],{"categories":2695},[151],{"categories":2697},[148],{"categories":2699},[134],{"categories":2701},[],{"categories":2703},[],{"categories":2705},[78],{"categories":2707},[78],{"categories":2709},[78],{"categories":2711},[78],{"categories":2713},[134],{"categories":2715},[134],{"categories":2717},[416],{"categories":2719},[148],{"categories":2721},[137],{"categories":2723},[78],{"categories":2725},[148],{"categories":2727},[134],{"categories":2729},[173],{"categories":2731},[173],{"categories":2733},[134],{"categories":2735},[134],{"categories":2737},[78],{"categories":2739},[124],{"categories":2741},[2530],{"categories":2743},[137],{"categories":2745},[78,306],{"categories":2747},[151],{"categories":2749},[],{"categories":2751},[228],{"categories":2753},[134],{"categories":2755},[148],{"categories":2757},[124],{"categories":2759},[78],{"categories":2761},[134],{"categories":2763},[2764],"The Designer's Role & Craft",{"categories":2766},[228],{"categories":2768},[],{"categories":2770},[134],{"categories":2772},[78],{"categories":2774},[134],{"categories":2776},[134],{"categories":2778},[78],{"categories":2780},[263],{"categories":2782},[78],{"categories":2784},[148],{"categories":2786},[134],{"categories":2788},[78],{"categories":2790},[228],{"categories":2792},[78],{"categories":2794},[],{"categories":2796},[134],{"categories":2798},[228],{"categories":2800},[137],{"categories":2802},[78],{"categories":2804},[134],{"categories":2806},[78],{"categories":2808},[78],{"categories":2810},[78],{"categories":2812},[2813],"AI UX Patterns",{"categories":2815},[134],{"categories":2817},[134],{"categories":2819},[134],{"categories":2821},[78],{"categories":2823},[78],{"categories":2825},[134],{"categories":2827},[263],{"categories":2829},[151],{"categories":2831},[78],{"categories":2833},[134],{"categories":2835},[78],{"categories":2837},[78],{"categories":2839},[1357],{"categories":2841},[],{"categories":2843},[263],{"categories":2845},[134],{"categories":2847},[173],{"categories":2849},[148],{"categories":2851},[78],{"categories":2853},[134],{"categories":2855},[],{"categories":2857},[],{"categories":2859},[78],{"categories":2861},[78],{"categories":2863},[134],{"categories":2865},[78],{"categories":2867},[134],{"categories":2869},[416],{"categories":2871},[228],{"categories":2873},[78],{"categories":2875},[173],{"categories":2877},[148],{"categories":2879},[78],{"categories":2881},[134],{"categories":2883},[134],{"categories":2885},[],{"categories":2887},[78],{"categories":2889},[],{"categories":2891},[78],{"categories":2893},[78],{"categories":2895},[],{"categories":2897},[78],{"categories":2899},[78],{"categories":2901},[78],{"categories":2903},[134],{"categories":2905},[78],{"categories":2907},[148],{"categories":2909},[],{"categories":2911},[],{"categories":2913},[151],{"categories":2915},[162],{"categories":2917},[78],{"categories":2919},[78],{"categories":2921},[78],{"categories":2923},[151],{"categories":2925},[151],{"categories":2927},[78],{"categories":2929},[78],{"categories":2931},[173],{"categories":2933},[78],{"categories":2935},[78],{"categories":2937},[78],{"categories":2939},[134],{"categories":2941},[78],{"categories":2943},[78],{"categories":2945},[134],{"categories":2947},[78],{"categories":2949},[78],{"categories":2951},[78],{"categories":2953},[134],{"categories":2955},[],{"categories":2957},[148],{"categories":2959},[78],{"categories":2961},[],{"categories":2963},[78],{"categories":2965},[78],{"categories":2967},[306],{"categories":2969},[78],{"categories":2971},[],{"categories":2973},[],{"categories":2975},[228],{"categories":2977},[1004],{"categories":2979},[134],{"categories":2981},[124],{"categories":2983},[2764],{"categories":2985},[],{"categories":2987},[],{"categories":2989},[78],{"categories":2991},[],{"categories":2993},[],{"categories":2995},[148],{"categories":2997},[173],{"categories":2999},[263],{"categories":3001},[151],{"categories":3003},[134],{"categories":3005},[129],{"categories":3007},[78],{"categories":3009},[78],{"categories":3011},[78],{"categories":3013},[129],{"categories":3015},[],{"categories":3017},[228],{"categories":3019},[137],{"categories":3021},[78],{"categories":3023},[78],{"categories":3025},[134],{"categories":3027},[129],{"categories":3029},[78],{"categories":3031},[78],{"categories":3033},[124],{"categories":3035},[78],{"categories":3037},[129],{"categories":3039},[78],{"categories":3041},[],{"categories":3043},[124],{"categories":3045},[78],{"categories":3047},[263],{"categories":3049},[78],{"categories":3051},[148],{"categories":3053},[134],{"categories":3055},[173],{"categories":3057},[78],{"categories":3059},[148],{"categories":3061},[78],{"categories":3063},[78],{"categories":3065},[78],{"categories":3067},[78],{"categories":3069},[129],{"categories":3071},[78],{"categories":3073},[78],{"categories":3075},[78],{"categories":3077},[134],{"categories":3079},[78],{"categories":3081},[78],{"categories":3083},[78],{"categories":3085},[],{"categories":3087},[78],{"categories":3089},[148],{"categories":3091},[124],{"categories":3093},[78],{"categories":3095},[78],{"categories":3097},[228],{"categories":3099},[78],{"categories":3101},[],{"categories":3103},[78],{"categories":3105},[501],{"categories":3107},[134],{"categories":3109},[129],{"categories":3111},[78],{"categories":3113},[173],{"categories":3115},[78],{"categories":3117},[78],{"categories":3119},[],{"categories":3121},[129],{"categories":3123},[129],{"categories":3125},[78],{"categories":3127},[78],{"categories":3129},[137],{"categories":3131},[78],{"categories":3133},[78],{"categories":3135},[78],{"categories":3137},[78],{"categories":3139},[148],{"categories":3141},[151],{"categories":3143},[148],{"categories":3145},[78],{"categories":3147},[],{"categories":3149},[78],{"categories":3151},[148],{"categories":3153},[78],{"categories":3155},[148],{"categories":3157},[134],{"categories":3159},[618],{"categories":3161},[],{"categories":3163},[],{"categories":3165},[78],{"categories":3167},[173],{"categories":3169},[],{"categories":3171},[306],{"categories":3173},[78],{"categories":3175},[78],{"categories":3177},[78],{"categories":3179},[228],{"categories":3181},[962],{"categories":3183},[],{"categories":3185},[78],{"categories":3187},[78],{"categories":3189},[78],{"categories":3191},[148],{"categories":3193},[78],{"categories":3195},[78],{"categories":3197},[78],{"categories":3199},[78],{"categories":3201},[78,306],{"categories":3203},[78],{"categories":3205},[78],{"categories":3207},[228],{"categories":3209},[134],{"categories":3211},[],{"categories":3213},[134],{"categories":3215},[134],{"categories":3217},[78],{"categories":3219},[78],{"categories":3221},[78],{"categories":3223},[78],{"categories":3225},[78],{"categories":3227},[151],{"categories":3229},[78],{"categories":3231},[78],{"categories":3233},[2813],{"categories":3235},[124],{"categories":3237},[78],{"categories":3239},[151],{"categories":3241},[124],{"categories":3243},[148],{"categories":3245},[228],{"categories":3247},[134],{"categories":3249},[78],{"categories":3251},[78],{"categories":3253},[],{"categories":3255},[129],{"categories":3257},[78],{"categories":3259},[78],{"categories":3261},[173],{"categories":3263},[78],{"categories":3265},[78],{"categories":3267},[78],{"categories":3269},[134],{"categories":3271},[78],{"categories":3273},[78],{"categories":3275},[228],{"categories":3277},[78],{"categories":3279},[129],{"categories":3281},[],{"categories":3283},[306],{"categories":3285},[137],{"categories":3287},[78],{"categories":3289},[416],{"categories":3291},[228],{"categories":3293},[228],{"categories":3295},[148],{"categories":3297},[134],{"categories":3299},[78],{"categories":3301},[129],{"categories":3303},[173],{"categories":3305},[78],{"categories":3307},[78],{"categories":3309},[78],{"categories":3311},[228],{"categories":3313},[134],{"categories":3315},[78],{"categories":3317},[134],{"categories":3319},[78],{"categories":3321},[134],{"categories":3323},[78],{"categories":3325},[570],{"categories":3327},[78],{"categories":3329},[134],{"categories":3331},[],{"categories":3333},[78],{"categories":3335},[78],{"categories":3337},[78],{"categories":3339},[78],{"categories":3341},[134],{"categories":3343},[],{"categories":3345},[],{"categories":3347},[78],{"categories":3349},[78],{"categories":3351},[134],{"categories":3353},[78],{"categories":3355},[78],{"categories":3357},[78],{"categories":3359},[148],{"categories":3361},[78],{"categories":3363},[78],{"categories":3365},[134],{"categories":3367},[78],{"categories":3369},[78],{"categories":3371},[78],{"categories":3373},[78],{"categories":3375},[78],{"categories":3377},[],{"categories":3379},[148],{"categories":3381},[151],{"categories":3383},[78],{"categories":3385},[134],{"categories":3387},[134],{"categories":3389},[78],{"categories":3391},[78],{"categories":3393},[],{"categories":3395},[],{"categories":3397},[78],{"categories":3399},[78],{"categories":3401},[78],{"categories":3403},[78],{"categories":3405},[173],{"categories":3407},[151],{"categories":3409},[],{"categories":3411},[78],{"categories":3413},[228],{"categories":3415},[78],{"categories":3417},[78],{"categories":3419},[306],{"categories":3421},[2007],{"categories":3423},[78],{"categories":3425},[173],{"categories":3427},[148],{"categories":3429},[78],{"categories":3431},[148],{"categories":3433},[148],{"categories":3435},[78],{"categories":3437},[78],{"categories":3439},[148],{"categories":3441},[173],{"categories":3443},[173],{"categories":3445},[306],{"categories":3447},[134],{"categories":3449},[],{"categories":3451},[173],{"categories":3453},[129],{"categories":3455},[78],{"categories":3457},[134],{"categories":3459},[124],{"categories":3461},[148],{"categories":3463},[78],{"categories":3465},[129],{"categories":3467},[173],{"categories":3469},[],{"categories":3471},[78],{"categories":3473},[148],{"categories":3475},[78],{"categories":3477},[148],{"categories":3479},[151],{"categories":3481},[78],{"categories":3483},[173],{"categories":3485},[78],{"categories":3487},[148],{"categories":3489},[78],{"categories":3491},[134],{"categories":3493},[134],{"categories":3495},[173],{"categories":3497},[134],{"categories":3499},[306],{"categories":3501},[134],{"categories":3503},[78],{"categories":3505},[78],{"categories":3507},[78],{"categories":3509},[78],{"categories":3511},[78],{"categories":3513},[78],{"categories":3515},[148],{"categories":3517},[78],{"categories":3519},[],{"categories":3521},[134],{"categories":3523},[129],{"categories":3525},[148],{"categories":3527},[],{"categories":3529},[],{"categories":3531},[78],{"categories":3533},[134],{"categories":3535},[78],{"categories":3537},[78],{"categories":3539},[78],{"categories":3541},[3542],"Frameworks & Tooling",{"categories":3544},[78],{"categories":3546},[78],{"categories":3548},[148],{"categories":3550},[78],{"categories":3552},[78],{"categories":3554},[],{"categories":3556},[151],{"categories":3558},[151],{"categories":3560},[78],{"categories":3562},[124],{"categories":3564},[78],{"categories":3566},[134],{"categories":3568},[78],{"categories":3570},[228],{"categories":3572},[],{"categories":3574},[2007],{"categories":3576},[78],{"categories":3578},[148],{"categories":3580},[78],{"categories":3582},[306],{"categories":3584},[306],{"categories":3586},[],{"categories":3588},[78],{"categories":3590},[134],{"categories":3592},[134],{"categories":3594},[78],{"categories":3596},[78],{"categories":3598},[173],{"categories":3600},[134],{"categories":3602},[173],{"categories":3604},[78],{"categories":3606},[134],{"categories":3608},[],{"categories":3610},[228],{"categories":3612},[78],{"categories":3614},[78],{"categories":3616},[],{"categories":3618},[78],{"categories":3620},[78],{"categories":3622},[134],{"categories":3624},[78],{"categories":3626},[78],{"categories":3628},[78],{"categories":3630},[],{"categories":3632},[129],{"categories":3634},[148],{"categories":3636},[78],{"categories":3638},[148],{"categories":3640},[306],{"categories":3642},[78],{"categories":3644},[78],{"categories":3646},[78],{"categories":3648},[148],{"categories":3650},[78],{"categories":3652},[129],{"categories":3654},[78],{"categories":3656},[2007],{"categories":3658},[],{"categories":3660},[134],{"categories":3662},[124],{"categories":3664},[78],{"categories":3666},[124],{"categories":3668},[78],{"categories":3670},[],{"categories":3672},[134],{"categories":3674},[78],{"categories":3676},[78],{"categories":3678},[3679],"AI Design Tooling",{"categories":3681},[228],{"categories":3683},[78],{"categories":3685},[78],{"categories":3687},[148],{"categories":3689},[228],{"categories":3691},[78],{"categories":3693},[78],{"categories":3695},[148],{"categories":3697},[134],{"categories":3699},[173],{"categories":3701},[137],{"categories":3703},[148],{"categories":3705},[78],{"categories":3707},[78],{"categories":3709},[78],{"categories":3711},[134],{"categories":3713},[78],{"categories":3715},[],{"categories":3717},[134],{"categories":3719},[78],{"categories":3721},[78],{"categories":3723},[134],{"categories":3725},[78],{"categories":3727},[78],{"categories":3729},[78],{"categories":3731},[134],{"categories":3733},[],{"categories":3735},[134],{"categories":3737},[3542],{"categories":3739},[78],{"categories":3741},[78],{"categories":3743},[134],{"categories":3745},[134],{"categories":3747},[148],{"categories":3749},[148],{"categories":3751},[78],{"categories":3753},[78],{"categories":3755},[],{"categories":3757},[148],{"categories":3759},[78],{"categories":3761},[78],{"categories":3763},[134],{"categories":3765},[129],{"categories":3767},[78],{"categories":3769},[],{"categories":3771},[78],{"categories":3773},[78],{"categories":3775},[2530],{"categories":3777},[],{"categories":3779},[78],{"categories":3781},[78],{"categories":3783},[78],{"categories":3785},[78],{"categories":3787},[228],{"categories":3789},[78],{"categories":3791},[],{"categories":3793},[78],{"categories":3795},[78],{"categories":3797},[78],{"categories":3799},[78],{"categories":3801},[263],{"categories":3803},[173],{"categories":3805},[78],{"categories":3807},[78],{"categories":3809},[2007],{"categories":3811},[78],{"categories":3813},[124],{"categories":3815},[78],{"categories":3817},[78],{"categories":3819},[151],{"categories":3821},[134],{"categories":3823},[78],{"categories":3825},[78],{"categories":3827},[173],{"categories":3829},[134],{"categories":3831},[137],{"categories":3833},[],{"categories":3835},[78],{"categories":3837},[78],{"categories":3839},[228],{"categories":3841},[78],{"categories":3843},[263],{"categories":3845},[134],{"categories":3847},[78],{"categories":3849},[134],{"categories":3851},[78],{"categories":3853},[],{"categories":3855},[],{"categories":3857},[],{"categories":3859},[124],{"categories":3861},[173],{"categories":3863},[134],{"categories":3865},[78],{"categories":3867},[78],{"categories":3869},[78],{"categories":3871},[78],{"categories":3873},[78],{"categories":3875},[439],{"categories":3877},[78],{"categories":3879},[228],{"categories":3881},[134],{"categories":3883},[78],{"categories":3885},[],{"categories":3887},[78],{"categories":3889},[134],{"categories":3891},[134],{"categories":3893},[],{"categories":3895},[78],{"categories":3897},[134],{"categories":3899},[78],{"categories":3901},[],{"categories":3903},[137],{"categories":3905},[78],{"categories":3907},[78],{"categories":3909},[78],{"categories":3911},[173],{"categories":3913},[228],{"categories":3915},[134],{"categories":3917},[228],{"categories":3919},[134],{"categories":3921},[78],{"categories":3923},[129],{"categories":3925},[],{"categories":3927},[],{"categories":3929},[78],{"categories":3931},[78],{"categories":3933},[78],{"categories":3935},[124],{"categories":3937},[78],{"categories":3939},[134],{"categories":3941},[173],{"categories":3943},[],{"categories":3945},[228],{"categories":3947},[134],{"categories":3949},[],{"categories":3951},[148],{"categories":3953},[78],{"categories":3955},[148],{"categories":3957},[228],{"categories":3959},[148],{"categories":3961},[78],{"categories":3963},[],{"categories":3965},[78],{"categories":3967},[78],{"categories":3969},[134],{"categories":3971},[],{"categories":3973},[78],{"categories":3975},[78],{"categories":3977},[263],{"categories":3979},[78],{"categories":3981},[78],{"categories":3983},[78],{"categories":3985},[306],{"categories":3987},[148],{"categories":3989},[78],{"categories":3991},[134],{"categories":3993},[],{"categories":3995},[78],{"categories":3997},[134],{"categories":3999},[78],{"categories":4001},[124],{"categories":4003},[570],{"categories":4005},[78],{"categories":4007},[78],{"categories":4009},[78],{"categories":4011},[134],{"categories":4013},[78],{"categories":4015},[134],{"categories":4017},[78],{"categories":4019},[78],{"categories":4021},[78],{"categories":4023},[134],{"categories":4025},[137],{"categories":4027},[78],{"categories":4029},[78],{"categories":4031},[],{"categories":4033},[78],{"categories":4035},[78],{"categories":4037},[124],{"categories":4039},[78],{"categories":4041},[129],{"categories":4043},[148],{"categories":4045},[228],{"categories":4047},[],{"categories":4049},[78],{"categories":4051},[],{"categories":4053},[134],{"categories":4055},[78],{"categories":4057},[134],{"categories":4059},[],{"categories":4061},[134],{"categories":4063},[78],{"categories":4065},[148],{"categories":4067},[228],{"categories":4069},[173],{"categories":4071},[78],{"categories":4073},[173],{"categories":4075},[134],{"categories":4077},[78],{"categories":4079},[228],{"categories":4081},[78],{"categories":4083},[],{"categories":4085},[78],{"categories":4087},[162],{"categories":4089},[134],{"categories":4091},[78],{"categories":4093},[228],{"categories":4095},[173],{"categories":4097},[78],{"categories":4099},[129],{"categories":4101},[148],{"categories":4103},[78],{"categories":4105},[78],{"categories":4107},[78],{"categories":4109},[78],{"categories":4111},[137],{"categories":4113},[78],{"categories":4115},[173],{"categories":4117},[148],{"categories":4119},[263],{"categories":4121},[],{"categories":4123},[],{"categories":4125},[151],{"categories":4127},[501],{"categories":4129},[78],{"categories":4131},[134],{"categories":4133},[78,148],{"categories":4135},[173],{"categories":4137},[78],{"categories":4139},[78],{"categories":4141},[78],{"categories":4143},[78],{"categories":4145},[78],{"categories":4147},[78],{"categories":4149},[78],{"categories":4151},[129],{"categories":4153},[134],{"categories":4155},[78],{"categories":4157},[78],{"categories":4159},[134],{"categories":4161},[78],{"categories":4163},[78],{"categories":4165},[78],{"categories":4167},[],{"categories":4169},[78],{"categories":4171},[1357],{"categories":4173},[148],{"categories":4175},[228],{"categories":4177},[78],{"categories":4179},[78],{"categories":4181},[78],{"categories":4183},[78],{"categories":4185},[151],{"categories":4187},[134],{"categories":4189},[263],{"categories":4191},[306],{"categories":4193},[],{"categories":4195},[148],{"categories":4197},[78],{"categories":4199},[129],{"categories":4201},[134],{"categories":4203},[78],{"categories":4205},[124],{"categories":4207},[134],{"categories":4209},[78],{"categories":4211},[134],{"categories":4213},[134],{"categories":4215},[137],{"categories":4217},[148],{"categories":4219},[78],{"categories":4221},[78],{"categories":4223},[],{"categories":4225},[],{"categories":4227},[],{"categories":4229},[306],{"categories":4231},[78],{"categories":4233},[173],{"categories":4235},[78],{"categories":4237},[78],{"categories":4239},[78],{"categories":4241},[78],{"categories":4243},[148],{"categories":4245},[78],{"categories":4247},[],{"categories":4249},[78],{"categories":4251},[151],{"categories":4253},[129],{"categories":4255},[134],{"categories":4257},[78],{"categories":4259},[],{"categories":4261},[78],{"categories":4263},[134],{"categories":4265},[148],{"categories":4267},[78],{"categories":4269},[78],{"categories":4271},[78],{"categories":4273},[306],{"categories":4275},[],{"categories":4277},[228],{"categories":4279},[228],{"categories":4281},[78],{"categories":4283},[134],{"categories":4285},[],{"categories":4287},[148],{"categories":4289},[78],{"categories":4291},[228],{"categories":4293},[78],{"categories":4295},[129],{"categories":4297},[134],{"categories":4299},[78],{"categories":4301},[],{"categories":4303},[173],{"categories":4305},[78],{"categories":4307},[78],{"categories":4309},[78],{"categories":4311},[78],{"categories":4313},[78],{"categories":4315},[228],{"categories":4317},[134],{"categories":4319},[173],{"categories":4321},[],{"categories":4323},[134],{"categories":4325},[78],{"categories":4327},[129],{"categories":4329},[134],{"categories":4331},[228],{"categories":4333},[78],{"categories":4335},[78],{"categories":4337},[78],{"categories":4339},[501],{"categories":4341},[78],{"categories":4343},[134],{"categories":4345},[],{"categories":4347},[78],{"categories":4349},[78],{"categories":4351},[306],{"categories":4353},[173],{"categories":4355},[151],{"categories":4357},[618],{"categories":4359},[151],{"categories":4361},[151],{"categories":4363},[78],{"categories":4365},[],{"categories":4367},[],{"categories":4369},[],{"categories":4371},[134],{"categories":4373},[78],{"categories":4375},[78],{"categories":4377},[134],{"categories":4379},[134],{"categories":4381},[148],{"categories":4383},[78],{"categories":4385},[472],{"categories":4387},[148],{"categories":4389},[78],{"categories":4391},[134],{"categories":4393},[78],{"categories":4395},[78],{"categories":4397},[78],{"categories":4399},[129],{"categories":4401},[78],{"categories":4403},[78],{"categories":4405},[78],{"categories":4407},[78],{"categories":4409},[134],{"categories":4411},[137],{"categories":4413},[78],{"categories":4415},[],{"categories":4417},[],{"categories":4419},[78],{"categories":4421},[],{"categories":4423},[78],{"categories":4425},[134],{"categories":4427},[228],{"categories":4429},[78],{"categories":4431},[78],{"categories":4433},[134],{"categories":4435},[],{"categories":4437},[134],{"categories":4439},[134],{"categories":4441},[78],{"categories":4443},[78],{"categories":4445},[78],{"categories":4447},[137],{"categories":4449},[78],{"categories":4451},[228],{"categories":4453},[78],{"categories":4455},[134],{"categories":4457},[129],{"categories":4459},[78],{"categories":4461},[78],{"categories":4463},[134],{"categories":4465},[78],{"categories":4467},[263],{"categories":4469},[134],{"categories":4471},[78],{"categories":4473},[78],{"categories":4475},[78],{"categories":4477},[962],{"categories":4479},[78],{"categories":4481},[134],{"categories":4483},[78],{"categories":4485},[148],{"categories":4487},[78],{"categories":4489},[570],{"categories":4491},[228],{"categories":4493},[],{"categories":4495},[78],{"categories":4497},[78],{"categories":4499},[173],{"categories":4501},[501],{"categories":4503},[134],{"categories":4505},[78],{"categories":4507},[],{"categories":4509},[173],{"categories":4511},[416],{"categories":4513},[134],{"categories":4515},[134],{"categories":4517},[134],{"categories":4519},[78],{"categories":4521},[78],{"categories":4523},[134],{"categories":4525},[78],{"categories":4527},[],{"categories":4529},[129],{"categories":4531},[78],{"categories":4533},[228],{"categories":4535},[129],{"categories":4537},[134],{"categories":4539},[148],{"categories":4541},[],{"categories":4543},[148],{"categories":4545},[78],{"categories":4547},[78],{"categories":4549},[124],{"categories":4551},[78],{"categories":4553},[173],{"categories":4555},[306],{"categories":4557},[162],{"categories":4559},[134],{"categories":4561},[134],{"categories":4563},[78],{"categories":4565},[78],{"categories":4567},[134],{"categories":4569},[78],{"categories":4571},[124],{"categories":4573},[],{"categories":4575},[134],{"categories":4577},[78],{"categories":4579},[78],{"categories":4581},[78],{"categories":4583},[134],{"categories":4585},[78],{"categories":4587},[],{"categories":4589},[78],{"categories":4591},[],{"categories":4593},[228],{"categories":4595},[134],{"categories":4597},[134],{"categories":4599},[78,129],{"categories":4601},[134],{"categories":4603},[78],{"categories":4605},[],{"categories":4607},[124],{"categories":4609},[151],{"categories":4611},[129],{"categories":4613},[134],{"categories":4615},[78],{"categories":4617},[148],{"categories":4619},[78],{"categories":4621},[78],{"categories":4623},[134],{"categories":4625},[78],{"categories":4627},[78],{"categories":4629},[78],{"categories":4631},[173],{"categories":4633},[1357],{"categories":4635},[134],{"categories":4637},[78],{"categories":4639},[],{"categories":4641},[],{"categories":4643},[78],{"categories":4645},[134],{"categories":4647},[78],{"categories":4649},[78],{"categories":4651},[306],{"categories":4653},[],{"categories":4655},[78],{"categories":4657},[134],{"categories":4659},[162],{"categories":4661},[134],{"categories":4663},[78],{"categories":4665},[501],{"categories":4667},[],{"categories":4669},[439],{"categories":4671},[78],{"categories":4673},[134],{"categories":4675},[78],{"categories":4677},[78],{"categories":4679},[78],{"categories":4681},[263],{"categories":4683},[78],{"categories":4685},[134],{"categories":4687},[78],{"categories":4689},[151],{"categories":4691},[137],{"categories":4693},[134],{"categories":4695},[78],{"categories":4697},[501],{"categories":4699},[78],{"categories":4701},[306],{"categories":4703},[129],{"categories":4705},[],{"categories":4707},[78],{"categories":4709},[78],{"categories":4711},[78],{"categories":4713},[263],{"categories":4715},[228],{"categories":4717},[78],{"categories":4719},[78],{"categories":4721},[78],{"categories":4723},[],{"categories":4725},[263],{"categories":4727},[173],{"categories":4729},[78],{"categories":4731},[78],{"categories":4733},[78],{"categories":4735},[618],{"categories":4737},[124],{"categories":4739},[78],{"categories":4741},[137],{"categories":4743},[78],{"categories":4745},[78],{"categories":4747},[],{"categories":4749},[],{"categories":4751},[228],{"categories":4753},[78],{"categories":4755},[78],{"categories":4757},[151],{"categories":4759},[263],{"categories":4761},[134],{"categories":4763},[78],{"categories":4765},[78],{"categories":4767},[263],{"categories":4769},[129],{"categories":4771},[173],{"categories":4773},[78],{"categories":4775},[78],{"categories":4777},[],{"categories":4779},[78],{"categories":4781},[78],{"categories":4783},[],{"categories":4785},[78],{"categories":4787},[78],{"categories":4789},[645],{"categories":4791},[78],{"categories":4793},[78],{"categories":4795},[134],{"categories":4797},[148],{"categories":4799},[501],{"categories":4801},[78],{"categories":4803},[129],{"categories":4805},[78],{"categories":4807},[78],{"categories":4809},[],{"categories":4811},[78,148],{"categories":4813},[173],{"categories":4815},[134],{"categories":4817},[148],{"categories":4819},[134],{"categories":4821},[1004],{"categories":4823},[148],{"categories":4825},[148],{"categories":4827},[134],{"categories":4829},[78],{"categories":4831},[124],{"categories":4833},[78],{"categories":4835},[],{"categories":4837},[],{"categories":4839},[134],{"categories":4841},[78],{"categories":4843},[148],{"categories":4845},[134],{"categories":4847},[78],{"categories":4849},[124],{"categories":4851},[148],{"categories":4853},[148],{"categories":4855},[78],{"categories":4857},[263],{"categories":4859},[78],{"categories":4861},[78],{"categories":4863},[148],{"categories":4865},[78],{"categories":4867},[],{"categories":4869},[78],{"categories":4871},[78],{"categories":4873},[228,78],{"categories":4875},[306],{"categories":4877},[124],{"categories":4879},[78],{"categories":4881},[],{"categories":4883},[78],{"categories":4885},[78],{"categories":4887},[129],{"categories":4889},[78],{"categories":4891},[129],{"categories":4893},[78],{"categories":4895},[78],{"categories":4897},[416],{"categories":4899},[78],{"categories":4901},[129],{"categories":4903},[148],{"categories":4905},[151],{"categories":4907},[134],{"categories":4909},[78],{"categories":4911},[148],{"categories":4913},[78],{"categories":4915},[78],{"categories":4917},[173],{"categories":4919},[78],{"categories":4921},[263],{"categories":4923},[228],{"categories":4925},[78],{"categories":4927},[78],{"categories":4929},[137],{"categories":4931},[78],{"categories":4933},[78],{"categories":4935},[124],{"categories":4937},[78],{"categories":4939},[134],{"categories":4941},[134],{"categories":4943},[148],{"categories":4945},[78],{"categories":4947},[173],{"categories":4949},[148],{"categories":4951},[148],{"categories":4953},[78],{"categories":4955},[78],{"categories":4957},[],{"categories":4959},[],{"categories":4961},[151],{"categories":4963},[78],{"categories":4965},[148],{"categories":4967},[78],{"categories":4969},[228],{"categories":4971},[501],{"categories":4973},[439],{"categories":4975},[416],{"categories":4977},[78],{"categories":4979},[78],{"categories":4981},[148],{"categories":4983},[78],{"categories":4985},[151],{"categories":4987},[78],{"categories":4989},[78],{"categories":4991},[78],{"categories":4993},[78],{"categories":4995},[78],{"categories":4997},[78],{"categories":4999},[78],{"categories":5001},[134],{"categories":5003},[124],{"categories":5005},[137],{"categories":5007},[134],{"categories":5009},[78,129],{"categories":5011},[],{"categories":5013},[228],{"categories":5015},[],{"categories":5017},[137],{"categories":5019},[78],{"categories":5021},[173],{"categories":5023},[124],{"categories":5025},[78],{"categories":5027},[137],{"categories":5029},[124],{"categories":5031},[134],{"categories":5033},[151],{"categories":5035},[134],{"categories":5037},[129],{"categories":5039},[137],{"categories":5041},[78],{"categories":5043},[134],{"categories":5045},[78],{"categories":5047},[137],{"categories":5049},[78],{"categories":5051},[78],{"categories":5053},[129],{"categories":5055},[134],{"categories":5057},[148],{"categories":5059},[263],{"categories":5061},[78],{"categories":5063},[78],{"categories":5065},[],{"categories":5067},[173],{"categories":5069},[78],{"categories":5071},[78],{"categories":5073},[78],{"categories":5075},[78],{"categories":5077},[78],{"categories":5079},[78],{"categories":5081},[148],{"categories":5083},[173],{"categories":5085},[148],{"categories":5087},[148],{"categories":5089},[78],{"categories":5091},[78],{"categories":5093},[78],{"categories":5095},[78],{"categories":5097},[439],{"categories":5099},[78],{"categories":5101},[134],{"categories":5103},[134],{"categories":5105},[173],{"categories":5107},[78],{"categories":5109},[78],{"categories":5111},[78],{"categories":5113},[134],{"categories":5115},[78],{"categories":5117},[78],{"categories":5119},[78],{"categories":5121},[3542],{"categories":5123},[5124],"Clinical AI",{"categories":5126},[228],{"categories":5128},[78],{"categories":5130},[78],{"categories":5132},[78],{"categories":5134},[78],{"categories":5136},[306],{"categories":5138},[2813],{"categories":5140},[78],{"categories":5142},[137],{"categories":5144},[228],{"categories":5146},[78],{"categories":5148},[134],{"categories":5150},[78],{"categories":5152},[78],{"categories":5154},[173],{"categories":5156},[78],{"categories":5158},[134],{"categories":5160},[148],{"categories":5162},[263],{"categories":5164},[78],{"categories":5166},[78],{"categories":5168},[129],{"categories":5170},[78],{"categories":5172},[78],{"categories":5174},[570],{"categories":5176},[78],{"categories":5178},[],{"categories":5180},[134],{"categories":5182},[78],{"categories":5184},[148],{"categories":5186},[124],{"categories":5188},[78],{"categories":5190},[],{"categories":5192},[],{"categories":5194},[78],{"categories":5196},[],{"categories":5198},[129],{"categories":5200},[78],{"categories":5202},[134],{"categories":5204},[78],{"categories":5206},[134],{"categories":5208},[134],{"categories":5210},[78],{"categories":5212},[173],{"categories":5214},[173],{"categories":5216},[173],{"categories":5218},[173],{"categories":5220},[],{"categories":5222},[124],{"categories":5224},[134],{"categories":5226},[173],{"categories":5228},[78],{"categories":5230},[645],{"categories":5232},[137],{"categories":5234},[134],{"categories":5236},[78],{"categories":5238},[124],{"categories":5240},[78],{"categories":5242},[134],{"categories":5244},[78],{"categories":5246},[78],{"categories":5248},[78],{"categories":5250},[78],{"categories":5252},[78],{"categories":5254},[78,134],{"categories":5256},[134],{"categories":5258},[306],{"categories":5260},[78],{"categories":5262},[173],{"categories":5264},[134],{"categories":5266},[173],{"categories":5268},[134],{"categories":5270},[78],{"categories":5272},[],{"categories":5274},[173],{"categories":5276},[263],{"categories":5278},[124],{"categories":5280},[78],{"categories":5282},[78],{"categories":5284},[],{"categories":5286},[148],{"categories":5288},[],{"categories":5290},[124],{"categories":5292},[134],{"categories":5294},[173],{"categories":5296},[78],{"categories":5298},[173],{"categories":5300},[124],{"categories":5302},[173],{"categories":5304},[173],{"categories":5306},[],{"categories":5308},[129],{"categories":5310},[134],{"categories":5312},[173],{"categories":5314},[173],{"categories":5316},[173],{"categories":5318},[173],{"categories":5320},[173],{"categories":5322},[173],{"categories":5324},[173],{"categories":5326},[173],{"categories":5328},[173],{"categories":5330},[173],{"categories":5332},[151],{"categories":5334},[124],{"categories":5336},[78],{"categories":5338},[78],{"categories":5340},[134],{"categories":5342},[134],{"categories":5344},[],{"categories":5346},[78],{"categories":5348},[78,124],{"categories":5350},[],{"categories":5352},[134],{"categories":5354},[78],{"categories":5356},[173],{"categories":5358},[134],{"categories":5360},[134],{"categories":5362},[1004],{"categories":5364},[78],{"categories":5366},[78],{"categories":5368},[78],{"categories":5370},[78],{"categories":5372},[137],{"categories":5374},[78],{"categories":5376},[78],{"categories":5378},[416],{"categories":5380},[78],{"categories":5382},[78],{"categories":5384},[134],{"categories":5386},[78],{"categories":5388},[78],{"categories":5390},[78],{"categories":5392},[78],{"categories":5394},[129],{"categories":5396},[137],{"categories":5398},[134],{"categories":5400},[134],{"categories":5402},[],{"categories":5404},[134],{"categories":5406},[228],{"categories":5408},[173],{"categories":5410},[78],{"categories":5412},[],{"categories":5414},[78],{"categories":5416},[137],{"categories":5418},[137],{"categories":5420},[],{"categories":5422},[148],{"categories":5424},[78],{"categories":5426},[134],{"categories":5428},[228],{"categories":5430},[78],{"categories":5432},[78],{"categories":5434},[],{"categories":5436},[78],{"categories":5438},[78],{"categories":5440},[],{"categories":5442},[263],{"categories":5444},[78],{"categories":5446},[134],{"categories":5448},[],{"categories":5450},[],{"categories":5452},[78],{"categories":5454},[173],{"categories":5456},[124],{"categories":5458},[78],{"categories":5460},[78],{"categories":5462},[129],{"categories":5464},[78],{"categories":5466},[78],{"categories":5468},[134],{"categories":5470},[78],{"categories":5472},[129],{"categories":5474},[129],{"categories":5476},[228],{"categories":5478},[],{"categories":5480},[78],{"categories":5482},[129],{"categories":5484},[173],{"categories":5486},[],{"categories":5488},[78],{"categories":5490},[78],{"categories":5492},[228],{"categories":5494},[78],{"categories":5496},[78],{"categories":5498},[263],{"categories":5500},[78],{"categories":5502},[306],{"categories":5504},[],{"categories":5506},[134],{"categories":5508},[78],{"categories":5510},[263],{"categories":5512},[148],{"categories":5514},[],{"categories":5516},[78],{"categories":5518},[],{"categories":5520},[134],{"categories":5522},[228],{"categories":5524},[148],{"categories":5526},[],{"categories":5528},[3542],{"categories":5530},[129],{"categories":5532},[124],{"categories":5534},[78],{"categories":5536},[134],{"categories":5538},[151],{"categories":5540},[134],{"categories":5542},[78],{"categories":5544},[228],{"categories":5546},[78],{"categories":5548},[78],{"categories":5550},[148],{"categories":5552},[],{"categories":5554},[],{"categories":5556},[78],{"categories":5558},[124],{"categories":5560},[78],{"categories":5562},[263],{"categories":5564},[],{"categories":5566},[134],{"categories":5568},[134],{"categories":5570},[78],{"categories":5572},[134],{"categories":5574},[78],{"categories":5576},[173],{"categories":5578},[78],{"categories":5580},[148],{"categories":5582},[78],{"categories":5584},[78],{"categories":5586},[134],{"categories":5588},[137],{"categories":5590},[78],{"categories":5592},[78],{"categories":5594},[78],{"categories":5596},[78],{"categories":5598},[134],{"categories":5600},[78],{"categories":5602},[137],{"categories":5604},[263],{"categories":5606},[173],{"categories":5608},[],{"categories":5610},[263],{"categories":5612},[78],{"categories":5614},[],{"categories":5616},[148],{"categories":5618},[134],{"categories":5620},[],{"categories":5622},[78],{"categories":5624},[78],{"categories":5626},[78],{"categories":5628},[78],{"categories":5630},[78],{"categories":5632},[134],{"categories":5634},[129],{"categories":5636},[124],{"categories":5638},[78],{"categories":5640},[78],{"categories":5642},[134],{"categories":5644},[78],{"categories":5646},[228],{"categories":5648},[148],{"categories":5650},[148],{"categories":5652},[78],{"categories":5654},[151],{"categories":5656},[134],{"categories":5658},[78],{"categories":5660},[78],{"categories":5662},[134],{"categories":5664},[78],{"categories":5666},[78],{"categories":5668},[78],{"categories":5670},[134],{"categories":5672},[129],{"categories":5674},[78],{"categories":5676},[228],{"categories":5678},[148],{"categories":5680},[134],{"categories":5682},[78],{"categories":5684},[137],{"categories":5686},[78],{"categories":5688},[137],{"categories":5690},[134],{"categories":5692},[78],{"categories":5694},[78],{"categories":5696},[173],{"categories":5698},[78],{"categories":5700},[],{"categories":5702},[124],{"categories":5704},[78],{"categories":5706},[78],{"categories":5708},[78],{"categories":5710},[148],{"categories":5712},[148],{"categories":5714},[78],{"categories":5716},[148],{"categories":5718},[78],{"categories":5720},[134],{"categories":5722},[78],{"categories":5724},[78],{"categories":5726},[78],{"categories":5728},[78],{"categories":5730},[78],{"categories":5732},[],{"categories":5734},[78],{"categories":5736},[228],{"categories":5738},[134],{"categories":5740},[129],{"categories":5742},[173],{"categories":5744},[78],{"categories":5746},[134],{"categories":5748},[78],{"categories":5750},[134],{"categories":5752},[78],{"categories":5754},[78],{"categories":5756},[228],{"categories":5758},[134],{"categories":5760},[78],{"categories":5762},[263],{"categories":5764},[129],{"categories":5766},[78],{"categories":5768},[151],{"categories":5770},[78],{"categories":5772},[134],{"categories":5774},[78],{"categories":5776},[173],{"categories":5778},[78],{"categories":5780},[78],{"categories":5782},[78],{"categories":5784},[78],{"categories":5786},[134],{"categories":5788},[306],{"categories":5790},[78],{"categories":5792},[148],{"categories":5794},[134],{"categories":5796},[151],{"categories":5798},[],{"categories":5800},[134],{"categories":5802},[148],{"categories":5804},[78],{"categories":5806},[78],{"categories":5808},[78],{"categories":5810},[2633],{"categories":5812},[78],{"categories":5814},[228],{"categories":5816},[343],{"categories":5818},[78],{"categories":5820},[78],{"categories":5822},[78],{"categories":5824},[78],{"categories":5826},[78],{"categories":5828},[124],{"categories":5830},[134],{"categories":5832},[78],{"categories":5834},[78],{"categories":5836},[148],{"categories":5838},[129],{"categories":5840},[78],{"categories":5842},[78],{"categories":5844},[148],{"categories":5846},[78],{"categories":5848},[],{"categories":5850},[134],{"categories":5852},[134],{"categories":5854},[78],{"categories":5856},[78],{"categories":5858},[78],{"categories":5860},[151],{"categories":5862},[],{"categories":5864},[173],{"categories":5866},[],{"categories":5868},[173],{"categories":5870},[78],{"categories":5872},[78],{"categories":5874},[78],{"categories":5876},[134],{"categories":5878},[78],{"categories":5880},[134],{"categories":5882},[134],{"categories":5884},[],{"categories":5886},[78],{"categories":5888},[173],{"categories":5890},[78],{"categories":5892},[],{"categories":5894},[78],{"categories":5896},[228],{"categories":5898},[78],{"categories":5900},[],{"categories":5902},[78],{"categories":5904},[78],{"categories":5906},[228],{"categories":5908},[148],{"categories":5910},[134],{"categories":5912},[78],{"categories":5914},[78],{"categories":5916},[78],{"categories":5918},[78],{"categories":5920},[78],{"categories":5922},[263],{"categories":5924},[78],{"categories":5926},[78],{"categories":5928},[78],{"categories":5930},[124],{"categories":5932},[78],{"categories":5934},[78],{"categories":5936},[],{"categories":5938},[78],{"categories":5940},[78],{"categories":5942},[78],{"categories":5944},[],{"categories":5946},[134],{"categories":5948},[124],{"categories":5950},[78],{"categories":5952},[78],{"categories":5954},[78],{"categories":5956},[134],{"categories":5958},[78],{"categories":5960},[173],{"categories":5962},[78],{"categories":5964},[148],{"categories":5966},[137],{"categories":5968},[134],{"categories":5970},[501],{"categories":5972},[78],{"categories":5974},[78],{"categories":5976},[78],{"categories":5978},[78],{"categories":5980},[148],{"categories":5982},[173],{"categories":5984},[228],{"categories":5986},[78],{"categories":5988},[78],{"categories":5990},[78],{"categories":5992},[78],{"categories":5994},[78],{"categories":5996},[78],{"categories":5998},[173],{"categories":6000},[78],{"categories":6002},[228],{"categories":6004},[78],{"categories":6006},[78],{"categories":6008},[173],{"categories":6010},[228],{"categories":6012},[78],{"categories":6014},[173],{"categories":6016},[78],{"categories":6018},[134],{"categories":6020},[134],{"categories":6022},[134],{"categories":6024},[78],{"categories":6026},[148],{"categories":6028},[173],{"categories":6030},[134],{"categories":6032},[134],{"categories":6034},[78],{"categories":6036},[148],{"categories":6038},[228],{"categories":6040},[78],{"categories":6042},[78],{"categories":6044},[134],{"categories":6046},[78],{"categories":6048},[],{"categories":6050},[134],{"categories":6052},[],{"categories":6054},[78],{"categories":6056},[78],{"categories":6058},[],{"categories":6060},[],{"categories":6062},[134],{"categories":6064},[129],{"categories":6066},[134],{"categories":6068},[6069],"Liability & Ethics",{"categories":6071},[78],{"categories":6073},[78],{"categories":6075},[78],{"categories":6077},[134],{"categories":6079},[124],{"categories":6081},[134],{"categories":6083},[129],{"categories":6085},[263],{"categories":6087},[78],{"categories":6089},[134],{"categories":6091},[78],{"categories":6093},[78],{"categories":6095},[78],{"categories":6097},[],{"categories":6099},[618],{"categories":6101},[134],{"categories":6103},[],{"categories":6105},[78],{"categories":6107},[124],{"categories":6109},[134],{"categories":6111},[78],{"categories":6113},[],{"categories":6115},[134],{"categories":6117},[78],{"categories":6119},[78],{"categories":6121},[148],{"categories":6123},[78],{"categories":6125},[173],{"categories":6127},[78],{"categories":6129},[78],{"categories":6131},[137],{"categories":6133},[78],{"categories":6135},[134],{"categories":6137},[78],{"categories":6139},[78],{"categories":6141},[78],{"categories":6143},[173],{"categories":6145},[134],{"categories":6147},[148],{"categories":6149},[228],{"categories":6151},[124],{"categories":6153},[78],{"categories":6155},[78],{"categories":6157},[78],{"categories":6159},[],{"categories":6161},[134],{"categories":6163},[134],{"categories":6165},[134],{"categories":6167},[501],{"categories":6169},[134],{"categories":6171},[228],{"categories":6173},[134],{"categories":6175},[306],{"categories":6177},[148],{"categories":6179},[173],{"categories":6181},[78],{"categories":6183},[228],{"categories":6185},[78],{"categories":6187},[124],{"categories":6189},[78],{"categories":6191},[],{"categories":6193},[78],{"categories":6195},[134],{"categories":6197},[78],{"categories":6199},[78],{"categories":6201},[78],{"categories":6203},[78],{"categories":6205},[134],{"categories":6207},[78],{"categories":6209},[78],{"categories":6211},[228],{"categories":6213},[134],{"categories":6215},[],{"categories":6217},[134],{"categories":6219},[137],{"categories":6221},[78],{"categories":6223},[173],{"categories":6225},[134],{"categories":6227},[129],{"categories":6229},[],{"categories":6231},[78],{"categories":6233},[78],{"categories":6235},[137],{"categories":6237},[78],{"categories":6239},[134],{"categories":6241},[173],{"categories":6243},[124],{"categories":6245},[306],{"categories":6247},[78],{"categories":6249},[78],{"categories":6251},[78],{"categories":6253},[173],{"categories":6255},[129],{"categories":6257},[78],{"categories":6259},[228],{"categories":6261},[173],{"categories":6263},[306],{"categories":6265},[78],{"categories":6267},[134],{"categories":6269},[],{"categories":6271},[570],{"categories":6273},[],{"categories":6275},[78],{"categories":6277},[306],{"categories":6279},[78],{"categories":6281},[151],{"categories":6283},[78],{"categories":6285},[134],{"categories":6287},[134],{"categories":6289},[6290],"Design News & Tools",{"categories":6292},[78],{"categories":6294},[78],{"categories":6296},[173],{"categories":6298},[78],{"categories":6300},[78],{"categories":6302},[78],{"categories":6304},[124],{"categories":6306},[134],{"categories":6308},[78],{"categories":6310},[228],{"categories":6312},[134],{"categories":6314},[134],{"categories":6316},[228],{"categories":6318},[78],{"categories":6320},[78],{"categories":6322},[78],{"categories":6324},[501],{"categories":6326},[134],{"categories":6328},[78],{"categories":6330},[134],{"categories":6332},[78],{"categories":6334},[78],{"categories":6336},[501],{"categories":6338},[78],{"categories":6340},[263],{"categories":6342},[78],{"categories":6344},[134],{"categories":6346},[134],{"categories":6348},[],{"categories":6350},[78],{"categories":6352},[78],{"categories":6354},[78],{"categories":6356},[173],{"categories":6358},[78],{"categories":6360},[124],{"categories":6362},[],{"categories":6364},[78],{"categories":6366},[78],{"categories":6368},[78],{"categories":6370},[148],{"categories":6372},[645],{"categories":6374},[148],{"categories":6376},[228],{"categories":6378},[78],{"categories":6380},[78,134],{"categories":6382},[263,129],{"categories":6384},[148],{"categories":6386},[78],{"categories":6388},[78],{"categories":6390},[78],{"categories":6392},[78],{"categories":6394},[],{"categories":6396},[148],{"categories":6398},[134],{"categories":6400},[78],{"categories":6402},[78],{"categories":6404},[],{"categories":6406},[78],{"categories":6408},[148],{"categories":6410},[78],{"categories":6412},[148],{"categories":6414},[78],{"categories":6416},[],{"categories":6418},[134],{"categories":6420},[78],{"categories":6422},[129],{"categories":6424},[78],{"categories":6426},[173],{"categories":6428},[78],{"categories":6430},[],{"categories":6432},[78],{"categories":6434},[134],{"categories":6436},[78],{"categories":6438},[],{"categories":6440},[228],{"categories":6442},[78],{"categories":6444},[78],{"categories":6446},[134],{"categories":6448},[78],{"categories":6450},[78],{"categories":6452},[78],{"categories":6454},[124],{"categories":6456},[78],{"categories":6458},[134],{"categories":6460},[78],{"categories":6462},[],{"categories":6464},[78],{"categories":6466},[306],{"categories":6468},[263],{"categories":6470},[129],{"categories":6472},[129],{"categories":6474},[78],{"categories":6476},[78],{"categories":6478},[124],{"categories":6480},[124],{"categories":6482},[78],{"categories":6484},[134],{"categories":6486},[78],{"categories":6488},[78],{"categories":6490},[78],{"categories":6492},[78],{"categories":6494},[148],{"categories":6496},[78],{"categories":6498},[124],{"categories":6500},[78],{"categories":6502},[78],{"categories":6504},[134],{"categories":6506},[78],{"categories":6508},[263],{"categories":6510},[78],{"categories":6512},[173],{"categories":6514},[78],{"categories":6516},[78],{"categories":6518},[134],{"categories":6520},[137],{"categories":6522},[78],{"categories":6524},[134],{"categories":6526},[78],{"categories":6528},[134],{"categories":6530},[],{"categories":6532},[148],{"categories":6534},[],{"categories":6536},[148],{"categories":6538},[134],{"categories":6540},[124],{"categories":6542},[78],{"categories":6544},[],{"categories":6546},[151],{"categories":6548},[306],{"categories":6550},[78],{"categories":6552},[148],{"categories":6554},[78],{"categories":6556},[],{"categories":6558},[173],{"categories":6560},[134],{"categories":6562},[148],{"categories":6564},[228],{"categories":6566},[129],{"categories":6568},[78],{"categories":6570},[78],{"categories":6572},[134],{"categories":6574},[148],{"categories":6576},[134],{"categories":6578},[173],{"categories":6580},[78],{"categories":6582},[137],{"categories":6584},[124],{"categories":6586},[137],{"categories":6588},[173],{"categories":6590},[78],{"categories":6592},[78],{"categories":6594},[148],{"categories":6596},[78],{"categories":6598},[228],{"categories":6600},[129],{"categories":6602},[78],{"categories":6604},[78],{"categories":6606},[78],{"categories":6608},[78],{"categories":6610},[78],{"categories":6612},[78],{"categories":6614},[134],{"categories":6616},[78],{"categories":6618},[78],{"categories":6620},[78],{"categories":6622},[134],{"categories":6624},[78],{"categories":6626},[78],{"categories":6628},[124],{"categories":6630},[78],{"categories":6632},[134],{"categories":6634},[134],{"categories":6636},[228],{"categories":6638},[134],{"categories":6640},[78],{"categories":6642},[134],{"categories":6644},[78],{"categories":6646},[124],{"categories":6648},[134],{"categories":6650},[228],{"categories":6652},[],{"categories":6654},[78],{"categories":6656},[151],{"categories":6658},[501],{"categories":6660},[78],{"categories":6662},[134],{"categories":6664},[78],{"categories":6666},[78],{"categories":6668},[148],{"categories":6670},[78],{"categories":6672},[],{"categories":6674},[78],{"categories":6676},[134],{"categories":6678},[129],{"categories":6680},[78],{"categories":6682},[263],{"categories":6684},[228],{"categories":6686},[78],{"categories":6688},[148],{"categories":6690},[78],{"categories":6692},[78],{"categories":6694},[173],{"categories":6696},[134],{"categories":6698},[78],{"categories":6700},[263],{"categories":6702},[134],{"categories":6704},[129],{"categories":6706},[129],{"categories":6708},[78],{"categories":6710},[78],{"categories":6712},[78],{"categories":6714},[78],{"categories":6716},[78],{"categories":6718},[78],{"categories":6720},[124],{"categories":6722},[78],{"categories":6724},[],{"categories":6726},[78],{"categories":6728},[78],{"categories":6730},[134],{"categories":6732},[78],{"categories":6734},[134],{"categories":6736},[78],{"categories":6738},[78],{"categories":6740},[78],{"categories":6742},[78],{"categories":6744},[78],{"categories":6746},[78],{"categories":6748},[148],{"categories":6750},[],{"categories":6752},[124],{"categories":6754},[78],{"categories":6756},[78],{"categories":6758},[134],{"categories":6760},[134],{"categories":6762},[],{"categories":6764},[148],{"categories":6766},[148],{"categories":6768},[78],{"categories":6770},[263],{"categories":6772},[129],{"categories":6774},[228],{"categories":6776},[78],{"categories":6778},[],{"categories":6780},[78],{"categories":6782},[134],{"categories":6784},[124],{"categories":6786},[78],{"categories":6788},[78],{"categories":6790},[148],{"categories":6792},[124],{"categories":6794},[78],{"categories":6796},[78],{"categories":6798},[173],{"categories":6800},[151],{"categories":6802},[78],{"categories":6804},[173],{"categories":6806},[78],{"categories":6808},[134],{"categories":6810},[78],{"categories":6812},[78],{"categories":6814},[],{"categories":6816},[173],{"categories":6818},[134],{"categories":6820},[228],{"categories":6822},[151],{"categories":6824},[78],{"categories":6826},[78],{"categories":6828},[78],{"categories":6830},[],{"categories":6832},[134],{"categories":6834},[134],{"categories":6836},[134],{"categories":6838},[3542],{"categories":6840},[173],{"categories":6842},[78],{"categories":6844},[148],{"categories":6846},[137],{"categories":6848},[78],{"categories":6850},[78],{"categories":6852},[78],{"categories":6854},[78],{"categories":6856},[78],{"categories":6858},[134],{"categories":6860},[78],{"categories":6862},[129],{"categories":6864},[78],{"categories":6866},[124],{"categories":6868},[2007],{"categories":6870},[306],{"categories":6872},[124],{"categories":6874},[],{"categories":6876},[137],{"categories":6878},[78],{"categories":6880},[],{"categories":6882},[78],{"categories":6884},[173],{"categories":6886},[134],{"categories":6888},[228],{"categories":6890},[78],{"categories":6892},[134],{"categories":6894},[78],{"categories":6896},[78],{"categories":6898},[78],{"categories":6900},[78],{"categories":6902},[173],{"categories":6904},[],{"categories":6906},[78],{"categories":6908},[134],{"categories":6910},[78],{"categories":6912},[134],{"categories":6914},[134],{"categories":6916},[],{"categories":6918},[78],{"categories":6920},[],{"categories":6922},[173],{"categories":6924},[124],{"categories":6926},[78],{"categories":6928},[228],{"categories":6930},[78],{"categories":6932},[134],{"categories":6934},[173],{"categories":6936},[78],{"categories":6938},[173],{"categories":6940},[],{"categories":6942},[173],{"categories":6944},[78],{"categories":6946},[124],{"categories":6948},[134],{"categories":6950},[501],{"categories":6952},[78],{"categories":6954},[134],{"categories":6956},[78],{"categories":6958},[],{"categories":6960},[148],{"categories":6962},[134],{"categories":6964},[137],{"categories":6966},[134],{"categories":6968},[78],{"categories":6970},[124],{"categories":6972},[78],{"categories":6974},[78],{"categories":6976},[],{"categories":6978},[],{"categories":6980},[],{"categories":6982},[228],{"categories":6984},[78],{"categories":6986},[134],{"categories":6988},[78],{"categories":6990},[78],{"categories":6992},[],{"categories":6994},[],{"categories":6996},[],{"categories":6998},[78],{"categories":7000},[134],{"categories":7002},[228],{"categories":7004},[78],{"categories":7006},[78],{"categories":7008},[],{"categories":7010},[134],{"categories":7012},[78],{"categories":7014},[78],{"categories":7016},[124],{"categories":7018},[],{"categories":7020},[],{"categories":7022},[78],{"categories":7024},[78],{"categories":7026},[78],{"categories":7028},[134],{"categories":7030},[228],{"categories":7032},[78],{"categories":7034},[173],{"categories":7036},[],{"categories":7038},[78],{"categories":7040},[78],{"categories":7042},[263],{"categories":7044},[173],{"categories":7046},[263],{"categories":7048},[148],{"categories":7050},[151],{"categories":7052},[78],{"categories":7054},[78],{"categories":7056},[],{"categories":7058},[],{"categories":7060},[134],{"categories":7062},[],{"categories":7064},[78],{"categories":7066},[501],{"categories":7068},[78],{"categories":7070},[78],{"categories":7072},[78],{"categories":7074},[78],{"categories":7076},[],{"categories":7078},[134],{"categories":7080},[78],{"categories":7082},[78],{"categories":7084},[],{"categories":7086},[134],{"categories":7088},[134],{"categories":7090},[78],{"categories":7092},[173],{"categories":7094},[78],{"categories":7096},[263],{"categories":7098},[78],{"categories":7100},[134],{"categories":7102},[129],{"categories":7104},[137],{"categories":7106},[78],{"categories":7108},[78],{"categories":7110},[134],{"categories":7112},[134],{"categories":7114},[151],{"categories":7116},[134],{"categories":7118},[134],{"categories":7120},[],{"categories":7122},[78],{"categories":7124},[134],{"categories":7126},[],{"categories":7128},[78],{"categories":7130},[],{"categories":7132},[173],{"categories":7134},[129],{"categories":7136},[],{"categories":7138},[78],{"categories":7140},[78],{"categories":7142},[78],{"categories":7144},[],{"categories":7146},[134],{"categories":7148},[228],{"categories":7150},[124],{"categories":7152},[78],{"categories":7154},[],{"categories":7156},[129],{"categories":7158},[263],{"categories":7160},[78],{"categories":7162},[148],{"categories":7164},[124],{"categories":7166},[151],{"categories":7168},[129],{"categories":7170},[148],{"categories":7172},[134],{"categories":7174},[148],{"categories":7176},[],{"categories":7178},[78],{"categories":7180},[137],{"categories":7182},[137],{"categories":7184},[78],{"categories":7186},[],{"categories":7188},[134],{"categories":7190},[134],{"categories":7192},[124],{"categories":7194},[228],{"categories":7196},[78],{"categories":7198},[78],{"categories":7200},[124],{"categories":7202},[134],{"categories":7204},[306],{"categories":7206},[78],{"categories":7208},[78],{"categories":7210},[78],{"categories":7212},[78],{"categories":7214},[78],{"categories":7216},[124],{"categories":7218},[78],{"categories":7220},[148],{"categories":7222},[151],{"categories":7224},[134],{"categories":7226},[],{"categories":7228},[78],{"categories":7230},[78],{"categories":7232},[78],{"categories":7234},[148],{"categories":7236},[134],{"categories":7238},[173],{"categories":7240},[148],{"categories":7242},[78],{"categories":7244},[137],{"categories":7246},[78],{"categories":7248},[],{"categories":7250},[228],{"categories":7252},[148],{"categories":7254},[173],{"categories":7256},[78],{"categories":7258},[78],{"categories":7260},[124],{"categories":7262},[134],{"categories":7264},[78],{"categories":7266},[78],{"categories":7268},[134],{"categories":7270},[137],{"categories":7272},[78],{"categories":7274},[134],{"categories":7276},[78],{"categories":7278},[129],{"categories":7280},[78],{"categories":7282},[134],{"categories":7284},[134,306],{"categories":7286},[78],{"categories":7288},[78],{"categories":7290},[134],{"categories":7292},[148],{"categories":7294},[78],{"categories":7296},[78],{"categories":7298},[78],{"categories":7300},[151],{"categories":7302},[134],{"categories":7304},[263],{"categories":7306},[134],{"categories":7308},[129],{"categories":7310},[],{"categories":7312},[134],{"categories":7314},[78],{"categories":7316},[129],{"categories":7318},[],{"categories":7320},[],{"categories":7322},[78],{"categories":7324},[148],{"categories":7326},[78],{"categories":7328},[78],{"categories":7330},[78],{"categories":7332},[134],{"categories":7334},[78],{"categories":7336},[151],{"categories":7338},[263],{"categories":7340},[78],{"categories":7342},[78],{"categories":7344},[78],{"categories":7346},[78],{"categories":7348},[134],{"categories":7350},[],{"categories":7352},[134],{"categories":7354},[173],{"categories":7356},[78],{"categories":7358},[134],{"categories":7360},[134],{"categories":7362},[78],{"categories":7364},[],{"categories":7366},[173],{"categories":7368},[148],{"categories":7370},[3542],{"categories":7372},[124],{"categories":7374},[148],{"categories":7376},[78],{"categories":7378},[134],{"categories":7380},[78],{"categories":7382},[78],{"categories":7384},[263],{"categories":7386},[148],{"categories":7388},[151],{"categories":7390},[],{"categories":7392},[173],{"categories":7394},[78],{"categories":7396},[78],{"categories":7398},[],{"categories":7400},[134],{"categories":7402},[78],{"categories":7404},[78],{"categories":7406},[78],{"categories":7408},[78],{"categories":7410},[134],{"categories":7412},[78],{"categories":7414},[78],{"categories":7416},[78],{"categories":7418},[78],{"categories":7420},[78],{"categories":7422},[137],{"categories":7424},[78],{"categories":7426},[134],{"categories":7428},[78],{"categories":7430},[78],{"categories":7432},[78],{"categories":7434},[78],{"categories":7436},[78],{"categories":7438},[78],{"categories":7440},[78],{"categories":7442},[129],{"categories":7444},[],{"categories":7446},[137],{"categories":7448},[78],{"categories":7450},[173],{"categories":7452},[134],{"categories":7454},[78],{"categories":7456},[148],{"categories":7458},[],{"categories":7460},[148],{"categories":7462},[148],{"categories":7464},[134],{"categories":7466},[148],{"categories":7468},[78],{"categories":7470},[78],{"categories":7472},[78],{"categories":7474},[134],{"categories":7476},[148],{"categories":7478},[78],{"categories":7480},[78],{"categories":7482},[78],{"categories":7484},[134],{"categories":7486},[173],{"categories":7488},[78],{"categories":7490},[78],{"categories":7492},[78],{"categories":7494},[129],{"categories":7496},[78],{"categories":7498},[134],{"categories":7500},[228],{"categories":7502},[],{"categories":7504},[78],{"categories":7506},[78],{"categories":7508},[151],{"categories":7510},[78],{"categories":7512},[134],{"categories":7514},[78],{"categories":7516},[78],{"categories":7518},[],{"categories":7520},[78],{"categories":7522},[78],{"categories":7524},[173],{"categories":7526},[78],{"categories":7528},[78],{"categories":7530},[134],{"categories":7532},[263],{"categories":7534},[],{"categories":7536},[],{"categories":7538},[148],{"categories":7540},[78],{"categories":7542},[78],{"categories":7544},[137],{"categories":7546},[173],{"categories":7548},[78],{"categories":7550},[148],{"categories":7552},[173],{"categories":7554},[78],{"categories":7556},[78],{"categories":7558},[263],{"categories":7560},[151],{"categories":7562},[78],{"categories":7564},[78],{"categories":7566},[124],{"categories":7568},[134],{"categories":7570},[78],{"categories":7572},[78],{"categories":7574},[134],{"categories":7576},[129],{"categories":7578},[134],{"categories":7580},[148],{"categories":7582},[78],{"categories":7584},[129],{"categories":7586},[],{"categories":7588},[78],{"categories":7590},[151],{"categories":7592},[78],{"categories":7594},[78],{"categories":7596},[],{"categories":7598},[173],{"categories":7600},[78],{"categories":7602},[134],{"categories":7604},[151],{"categories":7606},[78],{"categories":7608},[148],{"categories":7610},[148],{"categories":7612},[148],{"categories":7614},[78],{"categories":7616},[134],{"categories":7618},[134],{"categories":7620},[78],{"categories":7622},[134],{"categories":7624},[78],{"categories":7626},[78],{"categories":7628},[228],{"categories":7630},[151],{"categories":7632},[151],{"categories":7634},[],{"categories":7636},[173],{"categories":7638},[78],{"categories":7640},[78],{"categories":7642},[148],{"categories":7644},[],{"categories":7646},[173],{"categories":7648},[173],{"categories":7650},[173],{"categories":7652},[],{"categories":7654},[134],{"categories":7656},[78],{"categories":7658},[],{"categories":7660},[124],{"categories":7662},[129],{"categories":7664},[],{"categories":7666},[78],{"categories":7668},[78],{"categories":7670},[],{"categories":7672},[148],{"categories":7674},[],{"categories":7676},[],{"categories":7678},[],{"categories":7680},[],{"categories":7682},[78],{"categories":7684},[173],{"categories":7686},[],{"categories":7688},[],{"categories":7690},[78],{"categories":7692},[78],{"categories":7694},[78],{"categories":7696},[151],{"categories":7698},[78],{"categories":7700},[151],{"categories":7702},[],{"categories":7704},[151],{"categories":7706},[151],{"categories":7708},[306],{"categories":7710},[134],{"categories":7712},[148],{"categories":7714},[],{"categories":7716},[],{"categories":7718},[151],{"categories":7720},[148],{"categories":7722},[148],{"categories":7724},[148],{"categories":7726},[],{"categories":7728},[124],{"categories":7730},[148],{"categories":7732},[148],{"categories":7734},[124],{"categories":7736},[148],{"categories":7738},[129],{"categories":7740},[148],{"categories":7742},[148],{"categories":7744},[148],{"categories":7746},[151],{"categories":7748},[173],{"categories":7750},[173],{"categories":7752},[78],{"categories":7754},[148],{"categories":7756},[151],{"categories":7758},[306],{"categories":7760},[151],{"categories":7762},[151],{"categories":7764},[151],{"categories":7766},[],{"categories":7768},[129],{"categories":7770},[],{"categories":7772},[306],{"categories":7774},[148],{"categories":7776},[148],{"categories":7778},[148],{"categories":7780},[134],{"categories":7782},[173,129],{"categories":7784},[151],{"categories":7786},[],{"categories":7788},[],{"categories":7790},[151],{"categories":7792},[],{"categories":7794},[151],{"categories":7796},[173],{"categories":7798},[134],{"categories":7800},[],{"categories":7802},[148],{"categories":7804},[78],{"categories":7806},[228],{"categories":7808},[],{"categories":7810},[78],{"categories":7812},[],{"categories":7814},[173],{"categories":7816},[124],{"categories":7818},[151],{"categories":7820},[],{"categories":7822},[148],{"categories":7824},[173],[7826,7878,7955,8029],{"id":7827,"title":7828,"ai":7829,"body":7834,"categories":7854,"created_at":79,"date_modified":79,"description":70,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":7855,"navigation":98,"path":7866,"published_at":7867,"question":79,"scraped_at":7867,"seo":7868,"sitemap":7869,"source_id":7870,"source_name":7871,"source_type":7872,"source_url":7860,"stem":7873,"tags":7874,"thumbnail_url":79,"tldr":7875,"tweet":79,"unknown_tags":7876,"__hash__":7877},"summaries\u002Fsummaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary.md","Agentao: A Governed Local-First Runtime for AI Agents",{"provider":7,"model":8,"input_tokens":7830,"output_tokens":7831,"processing_time_ms":7832,"cost_usd":7833},4039,405,2227,0.00161725,{"type":14,"value":7835,"toc":7850},[7836,7840,7843,7847],[17,7837,7839],{"id":7838},"the-shift-toward-local-first-agent-governance","The Shift Toward Local-First Agent Governance",[22,7841,7842],{},"Agentao addresses the critical security and control challenges inherent in deploying tool-using LLM agents. Current agentic workflows often rely on cloud-based runtimes where the execution environment is opaque, making it difficult to audit agent behavior, restrict tool access, or ensure data privacy. Agentao proposes a local-first runtime architecture that places the agent's execution within a governed, local environment. This approach allows developers to define strict boundaries for what tools an agent can access and how it interacts with local system resources, effectively mitigating the risks of unauthorized tool execution or data exfiltration.",[17,7844,7846],{"id":7845},"architecture-for-secure-tool-interaction","Architecture for Secure Tool Interaction",[22,7848,7849],{},"The core value of Agentao lies in its governance model. By moving the runtime to a local-first paradigm, the framework enables developers to implement fine-grained access control policies that are enforced at the execution layer rather than the prompt layer. This ensures that even if an LLM is prompted to perform an unauthorized action, the runtime environment acts as a hard constraint, preventing the execution of restricted tools or unauthorized file system access. This design is particularly relevant for multi-agent systems where individual agents may have varying levels of trust and permission scopes, providing a standardized way to manage these interactions without sacrificing the flexibility of LLM-based decision-making.",{"title":70,"searchDepth":71,"depth":71,"links":7851},[7852,7853],{"id":7838,"depth":71,"text":7839},{"id":7845,"depth":71,"text":7846},[78],{"content_references":7856,"triage":7862},[7857],{"type":90,"title":7858,"author":7859,"url":7860,"context":7861},"Agentao: A Governed Local-First Runtime for Tool-Using LLM Agents","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.13574","mentioned",{"relevance":94,"novelty":95,"quality":95,"actionability":7863,"composite":7864,"reasoning":7865},3,4.15,"Category: AI & LLMs. The article discusses a local-first runtime for AI agents, addressing security and governance, which is highly relevant for developers integrating AI into products. It presents a novel approach to managing agent interactions and governance, though it lacks specific implementation details that would enhance actionability.","\u002Fsummaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary","2026-08-18 03:10:24",{"title":7828,"description":70},{"loc":7866},"cedf57bb6ac50ed2","arXiv cs.AI","article","summaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary",[111,110,112],"Agentao is a proposed local-first runtime designed to provide governance and security for tool-using LLM agents, shifting control from cloud-based black boxes to local execution environments.",[],"WWKqUt7tRqK8cLeNO9hxy6EPoNBwZ8lC4CIFsNSnBDc",{"id":7879,"title":7880,"ai":7881,"body":7886,"categories":7935,"created_at":79,"date_modified":79,"description":70,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":7936,"navigation":98,"path":7945,"published_at":7946,"question":79,"scraped_at":7946,"seo":7947,"sitemap":7948,"source_id":7949,"source_name":7871,"source_type":7872,"source_url":7941,"stem":7950,"tags":7951,"thumbnail_url":79,"tldr":7952,"tweet":79,"unknown_tags":7953,"__hash__":7954},"summaries\u002Fsummaries\u002F21fc8eb6f77f5baa-shape-your-feed-agentic-conversational-recommendat-summary.md","Shape Your Feed: Agentic Conversational Recommendation Systems",{"provider":7,"model":8,"input_tokens":7882,"output_tokens":7883,"processing_time_ms":7884,"cost_usd":7885},4037,586,3156,0.00188825,{"type":14,"value":7887,"toc":7930},[7888,7892,7895,7899,7902,7923,7927],[17,7889,7891],{"id":7890},"moving-beyond-static-recommendation-feeds","Moving Beyond Static Recommendation Feeds",[22,7893,7894],{},"Traditional recommendation systems often rely on static, batch-processed algorithms that struggle to incorporate immediate user feedback or nuanced preferences. The 'Shape Your Feed' framework introduces an agentic approach to this problem, leveraging Large Language Models (LLMs) to act as an intermediary between the user and the recommendation engine. By treating the feed as a conversational interface, the system allows users to refine their content streams through natural language, effectively turning the recommendation process into a dynamic, iterative dialogue.",[17,7896,7898],{"id":7897},"the-agentic-architecture","The Agentic Architecture",[22,7900,7901],{},"The core of the system is an agentic loop that manages the interaction between user intent and content retrieval. Instead of a single-shot prediction, the agent performs three critical functions:",[7903,7904,7905,7911,7917],"ol",{},[46,7906,7907,7910],{},[49,7908,7909],{},"Intent Interpretation:"," The LLM parses natural language input to extract specific constraints, preferences, or feedback on existing items.",[46,7912,7913,7916],{},[49,7914,7915],{},"Dynamic Retrieval Strategy:"," Rather than relying solely on pre-computed embeddings, the agent translates user intent into actionable queries that can adjust the retrieval parameters or re-rank the current feed.",[46,7918,7919,7922],{},[49,7920,7921],{},"Feedback Integration:"," The system maintains a stateful context of the conversation, allowing it to learn from negative feedback (e.g., 'I don't like this type of content') and positive reinforcement in real-time, significantly reducing the 'cold start' friction for new user preferences.",[17,7924,7926],{"id":7925},"practical-implications-for-industrial-systems","Practical Implications for Industrial Systems",[22,7928,7929],{},"Accepted for the RecSys 2026 Industrial Track, this approach addresses the scalability and latency challenges typically associated with LLM-integrated systems. By offloading complex reasoning to the agent while keeping the heavy-lifting retrieval tasks optimized, the system demonstrates that conversational recommendation can be performant enough for production environments. The primary trade-off is the increased complexity in managing state and context across long-running sessions, but the benefit is a significantly higher degree of user agency and satisfaction compared to traditional 'black-box' recommendation models.",{"title":70,"searchDepth":71,"depth":71,"links":7931},[7932,7933,7934],{"id":7890,"depth":71,"text":7891},{"id":7897,"depth":71,"text":7898},{"id":7925,"depth":71,"text":7926},[78],{"content_references":7937,"triage":7943},[7938],{"type":7939,"title":7940,"url":7941,"context":7942},"paper","Shape Your Feed: An LLM-based Agentic System for Conversational Recommendation","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.06632","reviewed",{"relevance":94,"novelty":95,"quality":95,"actionability":7863,"composite":7864,"reasoning":7944},"Category: AI & LLMs. The article presents a novel framework for transforming static recommendation systems into interactive, conversational experiences using LLMs, addressing a specific pain point of traditional systems. It provides insights into the architecture and functions of the agentic loop, though it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F21fc8eb6f77f5baa-shape-your-feed-agentic-conversational-recommendat-summary","2026-08-11 03:21:37",{"title":7880,"description":70},{"loc":7945},"21fc8eb6f77f5baa","summaries\u002F21fc8eb6f77f5baa-shape-your-feed-agentic-conversational-recommendat-summary",[110,111,112],"The 'Shape Your Feed' framework uses LLM-based agents to transform static recommendation feeds into interactive, conversational experiences that adapt to user feedback in real-time.",[],"aKrsHmqYkbUpdCuUSqvmWdXdBuKzCpBoCJsDP8jQ7rk",{"id":7956,"title":7957,"ai":7958,"body":7963,"categories":8011,"created_at":79,"date_modified":79,"description":70,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":8012,"navigation":98,"path":8019,"published_at":8020,"question":79,"scraped_at":8020,"seo":8021,"sitemap":8022,"source_id":8023,"source_name":7871,"source_type":7872,"source_url":8016,"stem":8024,"tags":8025,"thumbnail_url":79,"tldr":8026,"tweet":79,"unknown_tags":8027,"__hash__":8028},"summaries\u002Fsummaries\u002F2752bb59bcea1406-hyperagent-planning-with-tool-schema-hypergraphs-summary.md","HyperAgent: Planning with Tool-Schema Hypergraphs",{"provider":7,"model":8,"input_tokens":7959,"output_tokens":7960,"processing_time_ms":7961,"cost_usd":7962},4054,545,3128,0.001831,{"type":14,"value":7964,"toc":8006},[7965,7969,7972,7976,7979,7999,8003],[17,7966,7968],{"id":7967},"the-challenge-of-tool-use-in-llms","The Challenge of Tool-Use in LLMs",[22,7970,7971],{},"Modern LLM agents often struggle with complex tool-use scenarios because they lack a structured way to understand the relationships between various tools, their parameters, and their dependencies. Standard approaches often rely on flat lists of tool definitions, which fail to capture the semantic and functional topology required for multi-step reasoning. This leads to hallucinations, incorrect parameter selection, and failure to complete long-horizon tasks.",[17,7973,7975],{"id":7974},"the-hypergraph-approach","The Hypergraph Approach",[22,7977,7978],{},"HyperAgent addresses this by modeling tool schemas as a hypergraph. In this structure, nodes represent tools and their parameters, while hyperedges represent the functional relationships and data dependencies between them. By mapping the 'tool-space' into a graph, the agent can perform:",[43,7980,7981,7987,7993],{},[46,7982,7983,7986],{},[49,7984,7985],{},"Structured Planning:"," Instead of guessing the next step, the agent traverses the hypergraph to identify valid sequences of tool calls that satisfy the goal requirements.",[46,7988,7989,7992],{},[49,7990,7991],{},"Context-Aware Execution:"," The hypergraph provides a global view of available operations, allowing the agent to prune irrelevant tools and focus on paths that lead to the desired output.",[46,7994,7995,7998],{},[49,7996,7997],{},"Dependency Management:"," By explicitly defining how the output of one tool serves as the input for another, the agent minimizes errors in data passing and type mismatching.",[17,8000,8002],{"id":8001},"practical-implications-for-agentic-workflows","Practical Implications for Agentic Workflows",[22,8004,8005],{},"By moving from flat tool definitions to a hypergraph-based schema, developers can build agents that are more robust in production environments. This approach allows for better scalability when adding new tools to an agent's library, as the hypergraph naturally integrates new nodes and edges without requiring a complete rewrite of the agent's prompt or logic. This structured representation acts as a 'map' for the agent, significantly reducing the search space during the planning phase and improving the reliability of autonomous task execution.",{"title":70,"searchDepth":71,"depth":71,"links":8007},[8008,8009,8010],{"id":7967,"depth":71,"text":7968},{"id":7974,"depth":71,"text":7975},{"id":8001,"depth":71,"text":8002},[78],{"content_references":8013,"triage":8017},[8014],{"type":7939,"title":8015,"url":8016,"context":7942},"HyperAgent: Planning and Acting over Tool-Schema Hypergraphs for Tool-Use LLM Agents","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.02650",{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":8018},"Category: AI & LLMs. The article presents a novel approach to improving LLM tool-use by introducing hypergraphs for structured planning, which directly addresses the pain points of developers working with AI agents. It provides actionable insights on how to implement this method in production environments, making it highly relevant for the target audience.","\u002Fsummaries\u002F2752bb59bcea1406-hyperagent-planning-with-tool-schema-hypergraphs-summary","2026-08-06 03:11:03",{"title":7957,"description":70},{"loc":8019},"2752bb59bcea1406","summaries\u002F2752bb59bcea1406-hyperagent-planning-with-tool-schema-hypergraphs-summary",[110,111,112],"HyperAgent improves LLM tool-use by representing tool schemas as hypergraphs, enabling more effective planning and execution in complex, multi-step tasks.",[],"wy-iNsUKRB3d_pEmDYj7QpkXpufNnn-28s27UezGEPw",{"id":8030,"title":8031,"ai":8032,"body":8036,"categories":8064,"created_at":79,"date_modified":79,"description":70,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":8065,"navigation":98,"path":8073,"published_at":8074,"question":79,"scraped_at":8074,"seo":8075,"sitemap":8076,"source_id":8077,"source_name":7871,"source_type":7872,"source_url":8069,"stem":8078,"tags":8079,"thumbnail_url":79,"tldr":8080,"tweet":79,"unknown_tags":8081,"__hash__":8082},"summaries\u002Fsummaries\u002Fbb2b212cd99ec85a-toolanchor-improving-agentic-tool-use-via-counterf-summary.md","ToolAnchor: Improving Agentic Tool-Use via Counterfactual Context",{"provider":7,"model":8,"input_tokens":7830,"output_tokens":8033,"processing_time_ms":8034,"cost_usd":8035},450,2667,0.00168475,{"type":14,"value":8037,"toc":8059},[8038,8042,8045,8049,8052,8056],[17,8039,8041],{"id":8040},"the-challenge-of-agentic-tool-selection","The Challenge of Agentic Tool Selection",[22,8043,8044],{},"Modern AI agents often struggle with tool-use because they lack a robust mechanism to evaluate the consequences of their actions before execution. When faced with complex tasks, models frequently default to suboptimal tool chains or fail to recover from errors because they operate primarily on forward-looking predictions. The ToolAnchor framework addresses this by introducing a counterfactual reasoning layer that forces the model to consider 'what if' scenarios during the planning phase.",[17,8046,8048],{"id":8047},"anchoring-counterfactual-context","Anchoring Counterfactual Context",[22,8050,8051],{},"ToolAnchor improves performance by explicitly anchoring the agent's decision-making process in counterfactual context. Instead of simply predicting the next tool to call, the model is prompted to generate and evaluate alternative paths. By contrasting the expected output of a chosen tool against the hypothetical results of rejected alternatives, the agent develops a more nuanced understanding of tool capabilities and constraints. This process acts as a form of 'mental rehearsal' that significantly reduces hallucinated tool calls and improves multi-step reasoning in complex environments.",[17,8053,8055],{"id":8054},"impact-on-reliability","Impact on Reliability",[22,8057,8058],{},"The research demonstrates that this anchoring technique leads to higher success rates in multi-step task completion. By forcing the model to articulate why a specific tool is superior to its alternatives within the current context, the agent becomes more resilient to ambiguous instructions. This approach effectively bridges the gap between simple instruction following and true agentic reasoning, providing a structured way to minimize errors in production-grade AI systems.",{"title":70,"searchDepth":71,"depth":71,"links":8060},[8061,8062,8063],{"id":8040,"depth":71,"text":8041},{"id":8047,"depth":71,"text":8048},{"id":8054,"depth":71,"text":8055},[78],{"content_references":8066,"triage":8071},[8067],{"type":7939,"title":8068,"url":8069,"context":8070},"ToolAnchor: Anchoring Counterfactual Context to Boost Agentic Tool-use Capability","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.14145","cited",{"relevance":94,"novelty":95,"quality":95,"actionability":7863,"composite":7864,"reasoning":8072},"Category: AI & LLMs. The article presents a novel framework (ToolAnchor) that enhances AI agents' decision-making by incorporating counterfactual reasoning, addressing a specific pain point of improving tool selection in AI systems. It provides insights into a structured approach to minimize errors, which is actionable but lacks detailed implementation steps.","\u002Fsummaries\u002Fbb2b212cd99ec85a-toolanchor-improving-agentic-tool-use-via-counterf-summary","2026-07-17 18:01:12",{"title":8031,"description":70},{"loc":8073},"bb2b212cd99ec85a","summaries\u002Fbb2b212cd99ec85a-toolanchor-improving-agentic-tool-use-via-counterf-summary",[110,111,112],"ToolAnchor enhances AI agent reliability by anchoring counterfactual context, allowing models to better reason about tool selection and execution by explicitly contrasting potential outcomes.",[],"PSoIMIckSxLBNH4II-29_Vra3-wziqPwVoK-m5KlKQM"]