[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-37e75b4c5a05c4a1-provably-complete-generalized-planning-with-llms-summary":3,"summaries-facets-categories":71,"summary-related-37e75b4c5a05c4a1-provably-complete-generalized-planning-with-llms-summary":7777},{"id":4,"title":5,"ai":6,"body":13,"categories":38,"created_at":40,"date_modified":40,"description":33,"extension":41,"faq":40,"featured":42,"kicker_label":40,"meta":43,"navigation":55,"path":56,"published_at":57,"question":40,"scraped_at":57,"seo":58,"sitemap":59,"source_id":60,"source_name":61,"source_type":62,"source_url":47,"stem":63,"tags":64,"thumbnail_url":40,"tldr":68,"tweet":40,"unknown_tags":69,"__hash__":70},"summaries\u002Fsummaries\u002F37e75b4c5a05c4a1-provably-complete-generalized-planning-with-llms-summary.md","Provably Complete Generalized Planning with LLMs",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4004,429,2527,0.0016445,{"type":14,"value":15,"toc":32},"minimark",[16,21,25,29],[17,18,20],"h2",{"id":19},"moving-beyond-heuristic-generation","Moving Beyond Heuristic Generation",[22,23,24],"p",{},"Traditional LLM-based planning often relies on heuristic generation, which frequently results in brittle plans that fail to generalize across different problem instances. This research shifts the paradigm by introducing a framework for 'provably complete' generalized planning. Instead of treating the LLM as a black-box generator of specific action sequences, the authors leverage the model to synthesize plans that satisfy formal correctness criteria. This ensures that the generated policy is not just a one-off solution, but a generalized strategy that holds across a class of problems.",[17,26,28],{"id":27},"formal-verification-and-completeness","Formal Verification and Completeness",[22,30,31],{},"The core contribution is the integration of formal verification techniques with LLM reasoning. By mapping LLM-generated plans to a formal representation, the framework can verify whether a plan is complete—meaning it covers all reachable states and guarantees a solution for any valid input instance. When the LLM fails to produce a complete plan, the system uses the feedback from the verification step to iteratively refine the plan. This closed-loop approach transforms the LLM from a probabilistic guesser into a component of a rigorous, verifiable planning pipeline. The result is a system that maintains the flexibility of natural language reasoning while adhering to the strict requirements of formal planning theory.",{"title":33,"searchDepth":34,"depth":34,"links":35},"",2,[36,37],{"id":19,"depth":34,"text":20},{"id":27,"depth":34,"text":28},[39],"AI & LLMs",null,"md",false,{"content_references":44,"triage":49},[45],{"type":46,"title":5,"url":47,"context":48},"paper","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.27105","reviewed",{"relevance":50,"novelty":51,"quality":51,"actionability":52,"composite":53,"reasoning":54},5,4,3,4.15,"Category: AI & LLMs. The article presents a novel framework for generalized planning with LLMs that addresses a specific pain point of reliability in AI-generated plans, making it highly relevant for product builders. It introduces a closed-loop approach that enhances the utility of LLMs in practical applications, though it lacks detailed actionable steps for immediate implementation.",true,"\u002Fsummaries\u002F37e75b4c5a05c4a1-provably-complete-generalized-planning-with-llms-summary","2026-09-25 03:18:24",{"title":5,"description":33},{"loc":56},"37e75b4c5a05c4a1","arXiv cs.AI","article","summaries\u002F37e75b4c5a05c4a1-provably-complete-generalized-planning-with-llms-summary",[65,66,67],"llm","agents","research","This research introduces a framework for achieving provably complete generalized planning using LLMs, moving beyond heuristic-based generation to ensure reliable, verifiable task execution across diverse problem instances.",[],"OsSWsY8R2aMUh87xVFLKObYj8YZZ90j8JstCESyg2OQ",[72,74,77,79,82,84,87,90,92,94,96,98,101,104,106,108,110,112,115,117,119,121,123,126,128,130,132,134,136,138,140,142,144,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,369,371,373,375,377,379,381,383,385,387,389,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,425,427,429,431,433,435,437,439,441,443,445,447,449,451,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,523,525,527,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,571,573,575,577,579,581,583,585,587,589,591,593,595,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,915,917,919,921,923,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509,7511,7513,7515,7517,7519,7521,7523,7525,7527,7529,7531,7533,7535,7537,7539,7541,7543,7545,7547,7549,7551,7553,7555,7557,7559,7561,7563,7565,7567,7569,7571,7573,7575,7577,7579,7581,7583,7585,7587,7589,7591,7593,7595,7597,7599,7601,7603,7605,7607,7609,7611,7613,7615,7617,7619,7621,7623,7625,7627,7629,7631,7633,7635,7637,7639,7641,7643,7645,7647,7649,7651,7653,7655,7657,7659,7661,7663,7665,7667,7669,7671,7673,7675,7677,7679,7681,7683,7685,7687,7689,7691,7693,7695,7697,7699,7701,7703,7705,7707,7709,7711,7713,7715,7717,7719,7721,7723,7725,7727,7729,7731,7733,7735,7737,7739,7741,7743,7745,7747,7749,7751,7753,7755,7757,7759,7761,7763,7765,7767,7769,7771,7773,7775],{"categories":73},[39],{"categories":75},[76],"Developer Productivity",{"categories":78},[39],{"categories":80},[81],"Business & SaaS",{"categories":83},[39],{"categories":85},[86],"AI Automation",{"categories":88},[89],"Product Strategy",{"categories":91},[86],{"categories":93},[39],{"categories":95},[76],{"categories":97},[86],{"categories":99},[100],"Software Engineering",{"categories":102},[103],"Data Science & Visualization",{"categories":105},[39],{"categories":107},[81],{"categories":109},[],{"categories":111},[39],{"categories":113},[114],"Inference & Serving",{"categories":116},[39],{"categories":118},[39],{"categories":120},[86],{"categories":122},[],{"categories":124},[125],"AI News & Trends",{"categories":127},[103],{"categories":129},[86],{"categories":131},[39],{"categories":133},[39],{"categories":135},[39],{"categories":137},[81],{"categories":139},[76],{"categories":141},[39],{"categories":143},[86],{"categories":145},[125],{"categories":147},[39],{"categories":149},[86],{"categories":151},[86],{"categories":153},[39],{"categories":155},[39],{"categories":157},[86],{"categories":159},[39],{"categories":161},[39],{"categories":163},[39],{"categories":165},[81],{"categories":167},[86],{"categories":169},[125],{"categories":171},[39],{"categories":173},[39],{"categories":175},[39],{"categories":177},[],{"categories":179},[180],"Design & Frontend",{"categories":182},[39],{"categories":184},[103],{"categories":186},[39],{"categories":188},[125],{"categories":190},[39],{"categories":192},[39],{"categories":194},[39],{"categories":196},[],{"categories":198},[39],{"categories":200},[39],{"categories":202},[86],{"categories":204},[100],{"categories":206},[39],{"categories":208},[39],{"categories":210},[86],{"categories":212},[39],{"categories":214},[215],"Marketing & Growth",{"categories":217},[180],{"categories":219},[39],{"categories":221},[86],{"categories":223},[39],{"categories":225},[39],{"categories":227},[100],{"categories":229},[39],{"categories":231},[],{"categories":233},[],{"categories":235},[180],{"categories":237},[39],{"categories":239},[86],{"categories":241},[76],{"categories":243},[100],{"categories":245},[86],{"categories":247},[180],{"categories":249},[39],{"categories":251},[89],{"categories":253},[39],{"categories":255},[100],{"categories":257},[258],"DevOps & Cloud",{"categories":260},[86],{"categories":262},[89],{"categories":264},[125],{"categories":266},[39],{"categories":268},[],{"categories":270},[39],{"categories":272},[39],{"categories":274},[39],{"categories":276},[],{"categories":278},[86],{"categories":280},[100],{"categories":282},[258],{"categories":284},[],{"categories":286},[100],{"categories":288},[86],{"categories":290},[39],{"categories":292},[180],{"categories":294},[295],"Governance & Standards",{"categories":297},[81],{"categories":299},[],{"categories":301},[39],{"categories":303},[],{"categories":305},[39],{"categories":307},[39],{"categories":309},[86],{"categories":311},[39],{"categories":313},[86],{"categories":315},[39],{"categories":317},[39],{"categories":319},[86],{"categories":321},[39],{"categories":323},[39],{"categories":325},[39],{"categories":327},[],{"categories":329},[100],{"categories":331},[],{"categories":333},[],{"categories":335},[39],{"categories":337},[100],{"categories":339},[],{"categories":341},[100],{"categories":343},[39],{"categories":345},[86],{"categories":347},[39],{"categories":349},[215],{"categories":351},[39],{"categories":353},[39],{"categories":355},[39],{"categories":357},[180],{"categories":359},[180],{"categories":361},[39],{"categories":363},[100],{"categories":365},[86],{"categories":367},[368],"GovTech & Public-Sector Adoption",{"categories":370},[100],{"categories":372},[39],{"categories":374},[39],{"categories":376},[39],{"categories":378},[86],{"categories":380},[86],{"categories":382},[103],{"categories":384},[39],{"categories":386},[125],{"categories":388},[86],{"categories":390},[391],"Legal AI Tools",{"categories":393},[39],{"categories":395},[86],{"categories":397},[39],{"categories":399},[215],{"categories":401},[86],{"categories":403},[89],{"categories":405},[39],{"categories":407},[100],{"categories":409},[368],{"categories":411},[],{"categories":413},[86],{"categories":415},[],{"categories":417},[81],{"categories":419},[86],{"categories":421},[86],{"categories":423},[424],"RAG & Retrieval",{"categories":426},[81],{"categories":428},[39],{"categories":430},[100],{"categories":432},[100],{"categories":434},[258],{"categories":436},[180],{"categories":438},[86],{"categories":440},[39],{"categories":442},[39],{"categories":444},[39],{"categories":446},[39],{"categories":448},[],{"categories":450},[86],{"categories":452},[453],"Agents & Orchestration",{"categories":455},[100],{"categories":457},[39],{"categories":459},[],{"categories":461},[86],{"categories":463},[81],{"categories":465},[],{"categories":467},[39],{"categories":469},[],{"categories":471},[39],{"categories":473},[76],{"categories":475},[100],{"categories":477},[81],{"categories":479},[39],{"categories":481},[39],{"categories":483},[39],{"categories":485},[86],{"categories":487},[39],{"categories":489},[39],{"categories":491},[125],{"categories":493},[39],{"categories":495},[],{"categories":497},[39],{"categories":499},[39],{"categories":501},[],{"categories":503},[39],{"categories":505},[100],{"categories":507},[39],{"categories":509},[86],{"categories":511},[103],{"categories":513},[],{"categories":515},[39],{"categories":517},[39],{"categories":519},[180],{"categories":521},[522],"Models & Frontier Labs",{"categories":524},[],{"categories":526},[180],{"categories":528},[529],"Regulation & Governance of AI",{"categories":531},[89],{"categories":533},[86],{"categories":535},[],{"categories":537},[39],{"categories":539},[39],{"categories":541},[86],{"categories":543},[86],{"categories":545},[125],{"categories":547},[39],{"categories":549},[81],{"categories":551},[39],{"categories":553},[86],{"categories":555},[],{"categories":557},[100],{"categories":559},[86],{"categories":561},[39],{"categories":563},[39],{"categories":565},[89],{"categories":567},[39],{"categories":569},[570],"AI Policy & Regulation",{"categories":572},[],{"categories":574},[39],{"categories":576},[86],{"categories":578},[86],{"categories":580},[89],{"categories":582},[86],{"categories":584},[39],{"categories":586},[39],{"categories":588},[39],{"categories":590},[86],{"categories":592},[],{"categories":594},[103],{"categories":596},[597],"Evals & Reliability",{"categories":599},[39],{"categories":601},[39],{"categories":603},[],{"categories":605},[103],{"categories":607},[76],{"categories":609},[368],{"categories":611},[570],{"categories":613},[39],{"categories":615},[39],{"categories":617},[81],{"categories":619},[39],{"categories":621},[86],{"categories":623},[39],{"categories":625},[86],{"categories":627},[453],{"categories":629},[39],{"categories":631},[100],{"categories":633},[39],{"categories":635},[39],{"categories":637},[],{"categories":639},[180],{"categories":641},[],{"categories":643},[39],{"categories":645},[39],{"categories":647},[368],{"categories":649},[39],{"categories":651},[39],{"categories":653},[39],{"categories":655},[],{"categories":657},[39],{"categories":659},[180],{"categories":661},[39],{"categories":663},[100],{"categories":665},[],{"categories":667},[39],{"categories":669},[39],{"categories":671},[],{"categories":673},[39],{"categories":675},[86],{"categories":677},[39],{"categories":679},[180],{"categories":681},[],{"categories":683},[39],{"categories":685},[39],{"categories":687},[103],{"categories":689},[86],{"categories":691},[39],{"categories":693},[81],{"categories":695},[86],{"categories":697},[39],{"categories":699},[39],{"categories":701},[100],{"categories":703},[180],{"categories":705},[39],{"categories":707},[86],{"categories":709},[],{"categories":711},[100],{"categories":713},[86],{"categories":715},[103],{"categories":717},[],{"categories":719},[39],{"categories":721},[125],{"categories":723},[39],{"categories":725},[],{"categories":727},[39],{"categories":729},[39],{"categories":731},[39],{"categories":733},[81,215],{"categories":735},[],{"categories":737},[100],{"categories":739},[39],{"categories":741},[39],{"categories":743},[86],{"categories":745},[39],{"categories":747},[39],{"categories":749},[],{"categories":751},[],{"categories":753},[39],{"categories":755},[39],{"categories":757},[180],{"categories":759},[39],{"categories":761},[],{"categories":763},[39],{"categories":765},[258],{"categories":767},[],{"categories":769},[86],{"categories":771},[125],{"categories":773},[39],{"categories":775},[81],{"categories":777},[39],{"categories":779},[100],{"categories":781},[180],{"categories":783},[],{"categories":785},[39],{"categories":787},[125],{"categories":789},[39],{"categories":791},[114],{"categories":793},[39],{"categories":795},[39],{"categories":797},[86],{"categories":799},[125],{"categories":801},[522],{"categories":803},[39],{"categories":805},[215],{"categories":807},[],{"categories":809},[86],{"categories":811},[81],{"categories":813},[100],{"categories":815},[39],{"categories":817},[86],{"categories":819},[],{"categories":821},[39,258],{"categories":823},[39],{"categories":825},[39],{"categories":827},[39],{"categories":829},[39],{"categories":831},[86],{"categories":833},[39,100],{"categories":835},[103],{"categories":837},[39],{"categories":839},[39],{"categories":841},[39],{"categories":843},[100],{"categories":845},[39],{"categories":847},[86],{"categories":849},[86],{"categories":851},[570],{"categories":853},[215],{"categories":855},[39],{"categories":857},[86],{"categories":859},[39],{"categories":861},[39],{"categories":863},[86],{"categories":865},[],{"categories":867},[86],{"categories":869},[39],{"categories":871},[39],{"categories":873},[86],{"categories":875},[39],{"categories":877},[39,81],{"categories":879},[39],{"categories":881},[39],{"categories":883},[81],{"categories":885},[],{"categories":887},[180],{"categories":889},[180],{"categories":891},[39],{"categories":893},[],{"categories":895},[],{"categories":897},[39],{"categories":899},[125],{"categories":901},[],{"categories":903},[76],{"categories":905},[39],{"categories":907},[100],{"categories":909},[86],{"categories":911},[39],{"categories":913},[914],"Generative UI & Design-to-Code",{"categories":916},[39],{"categories":918},[39],{"categories":920},[180],{"categories":922},[39],{"categories":924},[925],"Algorithmic Accountability",{"categories":927},[39],{"categories":929},[86],{"categories":931},[100],{"categories":933},[125],{"categories":935},[180],{"categories":937},[39],{"categories":939},[],{"categories":941},[89],{"categories":943},[39],{"categories":945},[39],{"categories":947},[39],{"categories":949},[39],{"categories":951},[39],{"categories":953},[86],{"categories":955},[956],"MLOps & Infrastructure",{"categories":958},[39],{"categories":960},[39],{"categories":962},[39],{"categories":964},[39],{"categories":966},[39],{"categories":968},[39],{"categories":970},[100],{"categories":972},[125],{"categories":974},[39],{"categories":976},[39],{"categories":978},[89],{"categories":980},[76],{"categories":982},[39],{"categories":984},[86],{"categories":986},[258],{"categories":988},[39],{"categories":990},[81],{"categories":992},[39],{"categories":994},[180],{"categories":996},[39],{"categories":998},[89],{"categories":1000},[39],{"categories":1002},[86],{"categories":1004},[],{"categories":1006},[],{"categories":1008},[39],{"categories":1010},[114],{"categories":1012},[180],{"categories":1014},[125],{"categories":1016},[103],{"categories":1018},[],{"categories":1020},[39],{"categories":1022},[39],{"categories":1024},[81],{"categories":1026},[86],{"categories":1028},[39],{"categories":1030},[39],{"categories":1032},[39],{"categories":1034},[39],{"categories":1036},[39],{"categories":1038},[125],{"categories":1040},[114],{"categories":1042},[39],{"categories":1044},[180],{"categories":1046},[39],{"categories":1048},[],{"categories":1050},[86],{"categories":1052},[100],{"categories":1054},[],{"categories":1056},[39],{"categories":1058},[39],{"categories":1060},[86],{"categories":1062},[100],{"categories":1064},[39],{"categories":1066},[103],{"categories":1068},[180],{"categories":1070},[],{"categories":1072},[39],{"categories":1074},[],{"categories":1076},[39],{"categories":1078},[],{"categories":1080},[39],{"categories":1082},[39],{"categories":1084},[89],{"categories":1086},[81],{"categories":1088},[86],{"categories":1090},[86],{"categories":1092},[100],{"categories":1094},[],{"categories":1096},[39],{"categories":1098},[76],{"categories":1100},[39],{"categories":1102},[39],{"categories":1104},[81],{"categories":1106},[125],{"categories":1108},[76],{"categories":1110},[],{"categories":1112},[39],{"categories":1114},[],{"categories":1116},[39],{"categories":1118},[],{"categories":1120},[39],{"categories":1122},[125],{"categories":1124},[125],{"categories":1126},[],{"categories":1128},[453],{"categories":1130},[39],{"categories":1132},[180],{"categories":1134},[100],{"categories":1136},[],{"categories":1138},[391],{"categories":1140},[86],{"categories":1142},[86],{"categories":1144},[81],{"categories":1146},[39],{"categories":1148},[],{"categories":1150},[],{"categories":1152},[76],{"categories":1154},[103],{"categories":1156},[],{"categories":1158},[215],{"categories":1160},[86],{"categories":1162},[81],{"categories":1164},[86],{"categories":1166},[39],{"categories":1168},[81],{"categories":1170},[39],{"categories":1172},[100],{"categories":1174},[],{"categories":1176},[114],{"categories":1178},[89],{"categories":1180},[39],{"categories":1182},[180],{"categories":1184},[100],{"categories":1186},[81],{"categories":1188},[39],{"categories":1190},[100],{"categories":1192},[39],{"categories":1194},[86],{"categories":1196},[81],{"categories":1198},[39],{"categories":1200},[39],{"categories":1202},[39],{"categories":1204},[39],{"categories":1206},[39],{"categories":1208},[39],{"categories":1210},[],{"categories":1212},[],{"categories":1214},[100],{"categories":1216},[103],{"categories":1218},[89],{"categories":1220},[39],{"categories":1222},[86],{"categories":1224},[100],{"categories":1226},[100],{"categories":1228},[39],{"categories":1230},[],{"categories":1232},[39],{"categories":1234},[125],{"categories":1236},[89],{"categories":1238},[89],{"categories":1240},[100],{"categories":1242},[39],{"categories":1244},[597],{"categories":1246},[258],{"categories":1248},[],{"categories":1250},[39],{"categories":1252},[86],{"categories":1254},[39],{"categories":1256},[76],{"categories":1258},[],{"categories":1260},[76],{"categories":1262},[180],{"categories":1264},[],{"categories":1266},[39],{"categories":1268},[39],{"categories":1270},[39],{"categories":1272},[180],{"categories":1274},[215],{"categories":1276},[89],{"categories":1278},[39],{"categories":1280},[100],{"categories":1282},[39],{"categories":1284},[86],{"categories":1286},[],{"categories":1288},[100],{"categories":1290},[39],{"categories":1292},[76],{"categories":1294},[],{"categories":1296},[81],{"categories":1298},[39],{"categories":1300},[39],{"categories":1302},[125],{"categories":1304},[39,258],{"categories":1306},[39],{"categories":1308},[1309],"Design Systems for AI",{"categories":1311},[39],{"categories":1313},[39],{"categories":1315},[125],{"categories":1317},[39],{"categories":1319},[39],{"categories":1321},[39],{"categories":1323},[81],{"categories":1325},[39],{"categories":1327},[39],{"categories":1329},[39],{"categories":1331},[],{"categories":1333},[39],{"categories":1335},[39],{"categories":1337},[81],{"categories":1339},[39],{"categories":1341},[],{"categories":1343},[86],{"categories":1345},[86],{"categories":1347},[100],{"categories":1349},[39],{"categories":1351},[125],{"categories":1353},[100],{"categories":1355},[39],{"categories":1357},[180],{"categories":1359},[125],{"categories":1361},[103],{"categories":1363},[39],{"categories":1365},[39],{"categories":1367},[39],{"categories":1369},[39],{"categories":1371},[86],{"categories":1373},[76],{"categories":1375},[570],{"categories":1377},[39],{"categories":1379},[39],{"categories":1381},[86],{"categories":1383},[39],{"categories":1385},[100],{"categories":1387},[39],{"categories":1389},[100],{"categories":1391},[],{"categories":1393},[180],{"categories":1395},[],{"categories":1397},[39],{"categories":1399},[86],{"categories":1401},[89],{"categories":1403},[],{"categories":1405},[81],{"categories":1407},[39],{"categories":1409},[],{"categories":1411},[180],{"categories":1413},[100],{"categories":1415},[86],{"categories":1417},[100],{"categories":1419},[39],{"categories":1421},[180],{"categories":1423},[39],{"categories":1425},[100],{"categories":1427},[39],{"categories":1429},[39],{"categories":1431},[180],{"categories":1433},[],{"categories":1435},[],{"categories":1437},[125],{"categories":1439},[86],{"categories":1441},[86],{"categories":1443},[39],{"categories":1445},[86],{"categories":1447},[39],{"categories":1449},[39],{"categories":1451},[39],{"categories":1453},[39],{"categories":1455},[39],{"categories":1457},[39],{"categories":1459},[81],{"categories":1461},[89],{"categories":1463},[39],{"categories":1465},[39],{"categories":1467},[],{"categories":1469},[100],{"categories":1471},[100],{"categories":1473},[39],{"categories":1475},[100],{"categories":1477},[81],{"categories":1479},[],{"categories":1481},[39],{"categories":1483},[39],{"categories":1485},[180],{"categories":1487},[39],{"categories":1489},[39],{"categories":1491},[39],{"categories":1493},[86],{"categories":1495},[76],{"categories":1497},[81],{"categories":1499},[39],{"categories":1501},[86],{"categories":1503},[125],{"categories":1505},[86],{"categories":1507},[114],{"categories":1509},[215],{"categories":1511},[39],{"categories":1513},[86],{"categories":1515},[39],{"categories":1517},[39],{"categories":1519},[39],{"categories":1521},[39],{"categories":1523},[],{"categories":1525},[180],{"categories":1527},[],{"categories":1529},[39],{"categories":1531},[39],{"categories":1533},[],{"categories":1535},[39],{"categories":1537},[39],{"categories":1539},[100],{"categories":1541},[81],{"categories":1543},[1544],"Visual & Generative Media",{"categories":1546},[86],{"categories":1548},[],{"categories":1550},[39],{"categories":1552},[39],{"categories":1554},[100],{"categories":1556},[39],{"categories":1558},[258],{"categories":1560},[39],{"categories":1562},[103],{"categories":1564},[570],{"categories":1566},[100],{"categories":1568},[215],{"categories":1570},[39],{"categories":1572},[89],{"categories":1574},[180],{"categories":1576},[39],{"categories":1578},[39],{"categories":1580},[100],{"categories":1582},[86],{"categories":1584},[39],{"categories":1586},[],{"categories":1588},[],{"categories":1590},[86],{"categories":1592},[100],{"categories":1594},[76],{"categories":1596},[86],{"categories":1598},[522],{"categories":1600},[39],{"categories":1602},[89],{"categories":1604},[39],{"categories":1606},[81],{"categories":1608},[],{"categories":1610},[39],{"categories":1612},[89],{"categories":1614},[39],{"categories":1616},[39],{"categories":1618},[39],{"categories":1620},[89],{"categories":1622},[39],{"categories":1624},[39],{"categories":1626},[215],{"categories":1628},[39],{"categories":1630},[453],{"categories":1632},[100],{"categories":1634},[86],{"categories":1636},[39],{"categories":1638},[86],{"categories":1640},[39],{"categories":1642},[39],{"categories":1644},[86],{"categories":1646},[39],{"categories":1648},[39],{"categories":1650},[39],{"categories":1652},[86],{"categories":1654},[39],{"categories":1656},[180],{"categories":1658},[86],{"categories":1660},[],{"categories":1662},[86],{"categories":1664},[39],{"categories":1666},[],{"categories":1668},[258],{"categories":1670},[100],{"categories":1672},[],{"categories":1674},[522],{"categories":1676},[39],{"categories":1678},[86],{"categories":1680},[86],{"categories":1682},[39],{"categories":1684},[180,39],{"categories":1686},[39],{"categories":1688},[76],{"categories":1690},[39],{"categories":1692},[86],{"categories":1694},[180],{"categories":1696},[],{"categories":1698},[39],{"categories":1700},[76],{"categories":1702},[39],{"categories":1704},[1705],"Medical Imaging & Radiology",{"categories":1707},[39],{"categories":1709},[39],{"categories":1711},[39],{"categories":1713},[180],{"categories":1715},[86],{"categories":1717},[86],{"categories":1719},[100],{"categories":1721},[],{"categories":1723},[39],{"categories":1725},[39],{"categories":1727},[39],{"categories":1729},[],{"categories":1731},[],{"categories":1733},[39],{"categories":1735},[39],{"categories":1737},[453],{"categories":1739},[39],{"categories":1741},[39],{"categories":1743},[76],{"categories":1745},[39],{"categories":1747},[39],{"categories":1749},[],{"categories":1751},[86],{"categories":1753},[39],{"categories":1755},[89],{"categories":1757},[100],{"categories":1759},[39],{"categories":1761},[39],{"categories":1763},[86],{"categories":1765},[453],{"categories":1767},[39],{"categories":1769},[86],{"categories":1771},[39],{"categories":1773},[39],{"categories":1775},[39],{"categories":1777},[39],{"categories":1779},[180],{"categories":1781},[86],{"categories":1783},[258],{"categories":1785},[180],{"categories":1787},[81],{"categories":1789},[86],{"categories":1791},[125],{"categories":1793},[39],{"categories":1795},[39],{"categories":1797},[89],{"categories":1799},[39],{"categories":1801},[39],{"categories":1803},[39],{"categories":1805},[39],{"categories":1807},[39],{"categories":1809},[86],{"categories":1811},[39],{"categories":1813},[100],{"categories":1815},[39],{"categories":1817},[100],{"categories":1819},[39],{"categories":1821},[89],{"categories":1823},[],{"categories":1825},[125],{"categories":1827},[],{"categories":1829},[89],{"categories":1831},[86],{"categories":1833},[39],{"categories":1835},[39],{"categories":1837},[86],{"categories":1839},[39],{"categories":1841},[1309],{"categories":1843},[39],{"categories":1845},[1309],{"categories":1847},[180],{"categories":1849},[39],{"categories":1851},[39],{"categories":1853},[39],{"categories":1855},[86],{"categories":1857},[100],{"categories":1859},[180],{"categories":1861},[86],{"categories":1863},[125],{"categories":1865},[],{"categories":1867},[39],{"categories":1869},[39],{"categories":1871},[],{"categories":1873},[39],{"categories":1875},[39],{"categories":1877},[86],{"categories":1879},[39],{"categories":1881},[39],{"categories":1883},[39],{"categories":1885},[86],{"categories":1887},[1888],"Contract Review & E-Discovery",{"categories":1890},[39],{"categories":1892},[180],{"categories":1894},[39],{"categories":1896},[76],{"categories":1898},[39],{"categories":1900},[125],{"categories":1902},[39],{"categories":1904},[39],{"categories":1906},[215],{"categories":1908},[100],{"categories":1910},[86],{"categories":1912},[39],{"categories":1914},[39],{"categories":1916},[39],{"categories":1918},[86],{"categories":1920},[86],{"categories":1922},[925],{"categories":1924},[39],{"categories":1926},[39],{"categories":1928},[86],{"categories":1930},[86],{"categories":1932},[39],{"categories":1934},[39],{"categories":1936},[39],{"categories":1938},[86],{"categories":1940},[39],{"categories":1942},[39],{"categories":1944},[100],{"categories":1946},[39],{"categories":1948},[453],{"categories":1950},[424],{"categories":1952},[39],{"categories":1954},[86],{"categories":1956},[39],{"categories":1958},[1959],"Law-Firm Practice & Adoption",{"categories":1961},[39],{"categories":1963},[86],{"categories":1965},[180],{"categories":1967},[39],{"categories":1969},[39],{"categories":1971},[39],{"categories":1973},[],{"categories":1975},[100],{"categories":1977},[],{"categories":1979},[100],{"categories":1981},[39],{"categories":1983},[],{"categories":1985},[100],{"categories":1987},[86],{"categories":1989},[76],{"categories":1991},[258],{"categories":1993},[39],{"categories":1995},[],{"categories":1997},[39],{"categories":1999},[76],{"categories":2001},[86],{"categories":2003},[81],{"categories":2005},[39],{"categories":2007},[215],{"categories":2009},[39],{"categories":2011},[],{"categories":2013},[81],{"categories":2015},[86],{"categories":2017},[81],{"categories":2019},[],{"categories":2021},[39],{"categories":2023},[89],{"categories":2025},[39],{"categories":2027},[100],{"categories":2029},[],{"categories":2031},[],{"categories":2033},[39],{"categories":2035},[],{"categories":2037},[],{"categories":2039},[39],{"categories":2041},[89],{"categories":2043},[86],{"categories":2045},[258],{"categories":2047},[39],{"categories":2049},[76],{"categories":2051},[100],{"categories":2053},[39],{"categories":2055},[39],{"categories":2057},[100],{"categories":2059},[89],{"categories":2061},[39],{"categories":2063},[39],{"categories":2065},[39],{"categories":2067},[956],{"categories":2069},[39],{"categories":2071},[100],{"categories":2073},[39],{"categories":2075},[215],{"categories":2077},[100],{"categories":2079},[81],{"categories":2081},[39],{"categories":2083},[39],{"categories":2085},[39],{"categories":2087},[180],{"categories":2089},[39],{"categories":2091},[39],{"categories":2093},[39],{"categories":2095},[39],{"categories":2097},[81],{"categories":2099},[86],{"categories":2101},[39,76],{"categories":2103},[39],{"categories":2105},[453],{"categories":2107},[39],{"categories":2109},[39],{"categories":2111},[39],{"categories":2113},[100],{"categories":2115},[39],{"categories":2117},[100],{"categories":2119},[180],{"categories":2121},[86],{"categories":2123},[86],{"categories":2125},[100],{"categories":2127},[39],{"categories":2129},[86],{"categories":2131},[39],{"categories":2133},[39],{"categories":2135},[],{"categories":2137},[],{"categories":2139},[39],{"categories":2141},[103],{"categories":2143},[39],{"categories":2145},[39],{"categories":2147},[180],{"categories":2149},[86],{"categories":2151},[],{"categories":2153},[39],{"categories":2155},[39],{"categories":2157},[81],{"categories":2159},[100],{"categories":2161},[103],{"categories":2163},[125],{"categories":2165},[89],{"categories":2167},[180],{"categories":2169},[39],{"categories":2171},[86],{"categories":2173},[39],{"categories":2175},[100],{"categories":2177},[],{"categories":2179},[86],{"categories":2181},[86],{"categories":2183},[86],{"categories":2185},[39],{"categories":2187},[39],{"categories":2189},[39],{"categories":2191},[39],{"categories":2193},[39],{"categories":2195},[39],{"categories":2197},[],{"categories":2199},[86],{"categories":2201},[39],{"categories":2203},[39],{"categories":2205},[39],{"categories":2207},[],{"categories":2209},[86],{"categories":2211},[86],{"categories":2213},[39],{"categories":2215},[39],{"categories":2217},[81],{"categories":2219},[39],{"categories":2221},[39],{"categories":2223},[],{"categories":2225},[76],{"categories":2227},[39],{"categories":2229},[39],{"categories":2231},[39],{"categories":2233},[180],{"categories":2235},[39],{"categories":2237},[100],{"categories":2239},[39],{"categories":2241},[76],{"categories":2243},[39],{"categories":2245},[100],{"categories":2247},[215],{"categories":2249},[100],{"categories":2251},[86],{"categories":2253},[39],{"categories":2255},[86],{"categories":2257},[39],{"categories":2259},[39],{"categories":2261},[39],{"categories":2263},[39,180],{"categories":2265},[39],{"categories":2267},[86],{"categories":2269},[125],{"categories":2271},[39],{"categories":2273},[125],{"categories":2275},[86],{"categories":2277},[180],{"categories":2279},[39],{"categories":2281},[],{"categories":2283},[100],{"categories":2285},[258],{"categories":2287},[180],{"categories":2289},[100],{"categories":2291},[39],{"categories":2293},[89],{"categories":2295},[39],{"categories":2297},[39],{"categories":2299},[86],{"categories":2301},[],{"categories":2303},[],{"categories":2305},[39],{"categories":2307},[],{"categories":2309},[],{"categories":2311},[89],{"categories":2313},[100],{"categories":2315},[39],{"categories":2317},[39],{"categories":2319},[86],{"categories":2321},[39],{"categories":2323},[86],{"categories":2325},[81],{"categories":2327},[86],{"categories":2329},[258],{"categories":2331},[39],{"categories":2333},[39],{"categories":2335},[39],{"categories":2337},[114],{"categories":2339},[39],{"categories":2341},[39],{"categories":2343},[39],{"categories":2345},[39],{"categories":2347},[100],{"categories":2349},[86],{"categories":2351},[39],{"categories":2353},[39],{"categories":2355},[39],{"categories":2357},[39],{"categories":2359},[100],{"categories":2361},[391],{"categories":2363},[86],{"categories":2365},[925],{"categories":2367},[],{"categories":2369},[86],{"categories":2371},[180],{"categories":2373},[1959],{"categories":2375},[100],{"categories":2377},[],{"categories":2379},[86],{"categories":2381},[],{"categories":2383},[39],{"categories":2385},[86],{"categories":2387},[],{"categories":2389},[],{"categories":2391},[39],{"categories":2393},[39],{"categories":2395},[215],{"categories":2397},[39],{"categories":2399},[215],{"categories":2401},[39],{"categories":2403},[86],{"categories":2405},[39],{"categories":2407},[39],{"categories":2409},[103],{"categories":2411},[39],{"categories":2413},[100],{"categories":2415},[89],{"categories":2417},[],{"categories":2419},[39],{"categories":2421},[39],{"categories":2423},[39],{"categories":2425},[100],{"categories":2427},[39],{"categories":2429},[1888],{"categories":2431},[86],{"categories":2433},[39],{"categories":2435},[180],{"categories":2437},[180],{"categories":2439},[39],{"categories":2441},[39],{"categories":2443},[86],{"categories":2445},[76],{"categories":2447},[39],{"categories":2449},[39],{"categories":2451},[39],{"categories":2453},[39],{"categories":2455},[180],{"categories":2457},[180],{"categories":2459},[86],{"categories":2461},[86],{"categories":2463},[86],{"categories":2465},[39],{"categories":2467},[39],{"categories":2469},[39],{"categories":2471},[86],{"categories":2473},[],{"categories":2475},[39],{"categories":2477},[],{"categories":2479},[180],{"categories":2481},[2482],"Interaction & Product Design",{"categories":2484},[39],{"categories":2486},[86],{"categories":2488},[100],{"categories":2490},[295],{"categories":2492},[125],{"categories":2494},[100],{"categories":2496},[39],{"categories":2498},[89],{"categories":2500},[39],{"categories":2502},[39],{"categories":2504},[100],{"categories":2506},[39],{"categories":2508},[76],{"categories":2510},[86],{"categories":2512},[39],{"categories":2514},[],{"categories":2516},[86],{"categories":2518},[86],{"categories":2520},[86],{"categories":2522},[],{"categories":2524},[100],{"categories":2526},[39],{"categories":2528},[86],{"categories":2530},[76],{"categories":2532},[2482],{"categories":2534},[39],{"categories":2536},[76],{"categories":2538},[39],{"categories":2540},[76],{"categories":2542},[39],{"categories":2544},[],{"categories":2546},[39],{"categories":2548},[86],{"categories":2550},[100],{"categories":2552},[],{"categories":2554},[86],{"categories":2556},[89],{"categories":2558},[125],{"categories":2560},[39],{"categories":2562},[86],{"categories":2564},[39],{"categories":2566},[86],{"categories":2568},[86],{"categories":2570},[39],{"categories":2572},[39],{"categories":2574},[125],{"categories":2576},[103],{"categories":2578},[39],{"categories":2580},[89],{"categories":2582},[100],{"categories":2584},[2585],"Coding Agents & Dev Productivity",{"categories":2587},[125],{"categories":2589},[180],{"categories":2591},[39],{"categories":2593},[39],{"categories":2595},[],{"categories":2597},[39],{"categories":2599},[39],{"categories":2601},[925],{"categories":2603},[],{"categories":2605},[39],{"categories":2607},[39],{"categories":2609},[258],{"categories":2611},[39],{"categories":2613},[125],{"categories":2615},[],{"categories":2617},[],{"categories":2619},[39],{"categories":2621},[],{"categories":2623},[86],{"categories":2625},[39],{"categories":2627},[86],{"categories":2629},[],{"categories":2631},[100],{"categories":2633},[100],{"categories":2635},[39],{"categories":2637},[103],{"categories":2639},[],{"categories":2641},[39],{"categories":2643},[39],{"categories":2645},[39],{"categories":2647},[103],{"categories":2649},[100],{"categories":2651},[86],{"categories":2653},[],{"categories":2655},[],{"categories":2657},[39],{"categories":2659},[39],{"categories":2661},[39],{"categories":2663},[39],{"categories":2665},[86],{"categories":2667},[86],{"categories":2669},[368],{"categories":2671},[100],{"categories":2673},[89],{"categories":2675},[39],{"categories":2677},[100],{"categories":2679},[86],{"categories":2681},[125],{"categories":2683},[125],{"categories":2685},[86],{"categories":2687},[86],{"categories":2689},[39],{"categories":2691},[76],{"categories":2693},[2482],{"categories":2695},[89],{"categories":2697},[39,258],{"categories":2699},[103],{"categories":2701},[],{"categories":2703},[180],{"categories":2705},[86],{"categories":2707},[100],{"categories":2709},[76],{"categories":2711},[39],{"categories":2713},[86],{"categories":2715},[2716],"The Designer's Role & Craft",{"categories":2718},[180],{"categories":2720},[],{"categories":2722},[86],{"categories":2724},[39],{"categories":2726},[86],{"categories":2728},[86],{"categories":2730},[39],{"categories":2732},[215],{"categories":2734},[39],{"categories":2736},[100],{"categories":2738},[86],{"categories":2740},[39],{"categories":2742},[180],{"categories":2744},[39],{"categories":2746},[],{"categories":2748},[86],{"categories":2750},[180],{"categories":2752},[89],{"categories":2754},[39],{"categories":2756},[86],{"categories":2758},[39],{"categories":2760},[39],{"categories":2762},[39],{"categories":2764},[2765],"AI UX Patterns",{"categories":2767},[86],{"categories":2769},[86],{"categories":2771},[86],{"categories":2773},[39],{"categories":2775},[39],{"categories":2777},[86],{"categories":2779},[215],{"categories":2781},[103],{"categories":2783},[39],{"categories":2785},[86],{"categories":2787},[39],{"categories":2789},[39],{"categories":2791},[1309],{"categories":2793},[],{"categories":2795},[215],{"categories":2797},[86],{"categories":2799},[125],{"categories":2801},[100],{"categories":2803},[39],{"categories":2805},[86],{"categories":2807},[],{"categories":2809},[],{"categories":2811},[39],{"categories":2813},[39],{"categories":2815},[86],{"categories":2817},[39],{"categories":2819},[86],{"categories":2821},[368],{"categories":2823},[180],{"categories":2825},[39],{"categories":2827},[125],{"categories":2829},[100],{"categories":2831},[39],{"categories":2833},[86],{"categories":2835},[86],{"categories":2837},[],{"categories":2839},[39],{"categories":2841},[],{"categories":2843},[39],{"categories":2845},[39],{"categories":2847},[],{"categories":2849},[39],{"categories":2851},[39],{"categories":2853},[39],{"categories":2855},[86],{"categories":2857},[39],{"categories":2859},[100],{"categories":2861},[],{"categories":2863},[],{"categories":2865},[103],{"categories":2867},[114],{"categories":2869},[39],{"categories":2871},[39],{"categories":2873},[39],{"categories":2875},[103],{"categories":2877},[103],{"categories":2879},[39],{"categories":2881},[39],{"categories":2883},[125],{"categories":2885},[39],{"categories":2887},[39],{"categories":2889},[39],{"categories":2891},[86],{"categories":2893},[39],{"categories":2895},[39],{"categories":2897},[86],{"categories":2899},[39],{"categories":2901},[39],{"categories":2903},[39],{"categories":2905},[86],{"categories":2907},[],{"categories":2909},[100],{"categories":2911},[39],{"categories":2913},[],{"categories":2915},[39],{"categories":2917},[39],{"categories":2919},[258],{"categories":2921},[39],{"categories":2923},[],{"categories":2925},[],{"categories":2927},[180],{"categories":2929},[956],{"categories":2931},[86],{"categories":2933},[76],{"categories":2935},[2716],{"categories":2937},[],{"categories":2939},[],{"categories":2941},[39],{"categories":2943},[],{"categories":2945},[],{"categories":2947},[100],{"categories":2949},[125],{"categories":2951},[215],{"categories":2953},[103],{"categories":2955},[86],{"categories":2957},[81],{"categories":2959},[39],{"categories":2961},[39],{"categories":2963},[39],{"categories":2965},[81],{"categories":2967},[],{"categories":2969},[180],{"categories":2971},[89],{"categories":2973},[39],{"categories":2975},[39],{"categories":2977},[86],{"categories":2979},[81],{"categories":2981},[39],{"categories":2983},[39],{"categories":2985},[76],{"categories":2987},[39],{"categories":2989},[81],{"categories":2991},[39],{"categories":2993},[],{"categories":2995},[76],{"categories":2997},[39],{"categories":2999},[215],{"categories":3001},[39],{"categories":3003},[100],{"categories":3005},[86],{"categories":3007},[125],{"categories":3009},[39],{"categories":3011},[100],{"categories":3013},[39],{"categories":3015},[39],{"categories":3017},[39],{"categories":3019},[39],{"categories":3021},[81],{"categories":3023},[39],{"categories":3025},[39],{"categories":3027},[39],{"categories":3029},[86],{"categories":3031},[39],{"categories":3033},[39],{"categories":3035},[39],{"categories":3037},[],{"categories":3039},[39],{"categories":3041},[100],{"categories":3043},[76],{"categories":3045},[39],{"categories":3047},[39],{"categories":3049},[180],{"categories":3051},[39],{"categories":3053},[],{"categories":3055},[39],{"categories":3057},[453],{"categories":3059},[86],{"categories":3061},[81],{"categories":3063},[39],{"categories":3065},[125],{"categories":3067},[39],{"categories":3069},[39],{"categories":3071},[],{"categories":3073},[81],{"categories":3075},[81],{"categories":3077},[39],{"categories":3079},[39],{"categories":3081},[89],{"categories":3083},[39],{"categories":3085},[39],{"categories":3087},[39],{"categories":3089},[39],{"categories":3091},[100],{"categories":3093},[103],{"categories":3095},[100],{"categories":3097},[39],{"categories":3099},[],{"categories":3101},[39],{"categories":3103},[100],{"categories":3105},[39],{"categories":3107},[100],{"categories":3109},[86],{"categories":3111},[570],{"categories":3113},[],{"categories":3115},[],{"categories":3117},[39],{"categories":3119},[125],{"categories":3121},[],{"categories":3123},[258],{"categories":3125},[39],{"categories":3127},[39],{"categories":3129},[39],{"categories":3131},[180],{"categories":3133},[914],{"categories":3135},[],{"categories":3137},[39],{"categories":3139},[39],{"categories":3141},[39],{"categories":3143},[100],{"categories":3145},[39],{"categories":3147},[39],{"categories":3149},[39],{"categories":3151},[39],{"categories":3153},[39,258],{"categories":3155},[39],{"categories":3157},[39],{"categories":3159},[180],{"categories":3161},[86],{"categories":3163},[],{"categories":3165},[86],{"categories":3167},[86],{"categories":3169},[39],{"categories":3171},[39],{"categories":3173},[39],{"categories":3175},[39],{"categories":3177},[39],{"categories":3179},[103],{"categories":3181},[39],{"categories":3183},[39],{"categories":3185},[2765],{"categories":3187},[76],{"categories":3189},[39],{"categories":3191},[103],{"categories":3193},[76],{"categories":3195},[100],{"categories":3197},[180],{"categories":3199},[86],{"categories":3201},[39],{"categories":3203},[39],{"categories":3205},[],{"categories":3207},[81],{"categories":3209},[39],{"categories":3211},[39],{"categories":3213},[125],{"categories":3215},[39],{"categories":3217},[39],{"categories":3219},[39],{"categories":3221},[86],{"categories":3223},[39],{"categories":3225},[39],{"categories":3227},[180],{"categories":3229},[39],{"categories":3231},[81],{"categories":3233},[],{"categories":3235},[258],{"categories":3237},[89],{"categories":3239},[39],{"categories":3241},[368],{"categories":3243},[180],{"categories":3245},[180],{"categories":3247},[100],{"categories":3249},[86],{"categories":3251},[39],{"categories":3253},[81],{"categories":3255},[125],{"categories":3257},[39],{"categories":3259},[39],{"categories":3261},[39],{"categories":3263},[180],{"categories":3265},[86],{"categories":3267},[39],{"categories":3269},[86],{"categories":3271},[39],{"categories":3273},[86],{"categories":3275},[39],{"categories":3277},[522],{"categories":3279},[39],{"categories":3281},[86],{"categories":3283},[],{"categories":3285},[39],{"categories":3287},[39],{"categories":3289},[39],{"categories":3291},[39],{"categories":3293},[86],{"categories":3295},[],{"categories":3297},[],{"categories":3299},[39],{"categories":3301},[39],{"categories":3303},[86],{"categories":3305},[39],{"categories":3307},[39],{"categories":3309},[39],{"categories":3311},[100],{"categories":3313},[39],{"categories":3315},[39],{"categories":3317},[86],{"categories":3319},[39],{"categories":3321},[39],{"categories":3323},[39],{"categories":3325},[39],{"categories":3327},[39],{"categories":3329},[],{"categories":3331},[100],{"categories":3333},[103],{"categories":3335},[39],{"categories":3337},[86],{"categories":3339},[86],{"categories":3341},[39],{"categories":3343},[39],{"categories":3345},[],{"categories":3347},[],{"categories":3349},[39],{"categories":3351},[39],{"categories":3353},[39],{"categories":3355},[39],{"categories":3357},[125],{"categories":3359},[103],{"categories":3361},[],{"categories":3363},[39],{"categories":3365},[180],{"categories":3367},[39],{"categories":3369},[39],{"categories":3371},[258],{"categories":3373},[1959],{"categories":3375},[39],{"categories":3377},[125],{"categories":3379},[100],{"categories":3381},[39],{"categories":3383},[100],{"categories":3385},[100],{"categories":3387},[39],{"categories":3389},[39],{"categories":3391},[100],{"categories":3393},[125],{"categories":3395},[125],{"categories":3397},[258],{"categories":3399},[86],{"categories":3401},[],{"categories":3403},[125],{"categories":3405},[81],{"categories":3407},[39],{"categories":3409},[86],{"categories":3411},[76],{"categories":3413},[100],{"categories":3415},[39],{"categories":3417},[81],{"categories":3419},[125],{"categories":3421},[],{"categories":3423},[39],{"categories":3425},[100],{"categories":3427},[39],{"categories":3429},[100],{"categories":3431},[103],{"categories":3433},[39],{"categories":3435},[125],{"categories":3437},[39],{"categories":3439},[100],{"categories":3441},[39],{"categories":3443},[86],{"categories":3445},[86],{"categories":3447},[125],{"categories":3449},[86],{"categories":3451},[258],{"categories":3453},[86],{"categories":3455},[39],{"categories":3457},[39],{"categories":3459},[39],{"categories":3461},[39],{"categories":3463},[39],{"categories":3465},[39],{"categories":3467},[100],{"categories":3469},[39],{"categories":3471},[],{"categories":3473},[86],{"categories":3475},[81],{"categories":3477},[100],{"categories":3479},[],{"categories":3481},[],{"categories":3483},[39],{"categories":3485},[86],{"categories":3487},[39],{"categories":3489},[39],{"categories":3491},[39],{"categories":3493},[3494],"Frameworks & Tooling",{"categories":3496},[39],{"categories":3498},[39],{"categories":3500},[100],{"categories":3502},[39],{"categories":3504},[39],{"categories":3506},[],{"categories":3508},[103],{"categories":3510},[103],{"categories":3512},[39],{"categories":3514},[76],{"categories":3516},[39],{"categories":3518},[86],{"categories":3520},[39],{"categories":3522},[180],{"categories":3524},[],{"categories":3526},[1959],{"categories":3528},[39],{"categories":3530},[100],{"categories":3532},[39],{"categories":3534},[258],{"categories":3536},[258],{"categories":3538},[],{"categories":3540},[39],{"categories":3542},[86],{"categories":3544},[86],{"categories":3546},[39],{"categories":3548},[39],{"categories":3550},[125],{"categories":3552},[86],{"categories":3554},[125],{"categories":3556},[39],{"categories":3558},[86],{"categories":3560},[],{"categories":3562},[180],{"categories":3564},[39],{"categories":3566},[39],{"categories":3568},[],{"categories":3570},[39],{"categories":3572},[39],{"categories":3574},[86],{"categories":3576},[39],{"categories":3578},[39],{"categories":3580},[39],{"categories":3582},[],{"categories":3584},[81],{"categories":3586},[100],{"categories":3588},[39],{"categories":3590},[100],{"categories":3592},[258],{"categories":3594},[39],{"categories":3596},[39],{"categories":3598},[39],{"categories":3600},[100],{"categories":3602},[39],{"categories":3604},[81],{"categories":3606},[39],{"categories":3608},[1959],{"categories":3610},[],{"categories":3612},[86],{"categories":3614},[76],{"categories":3616},[39],{"categories":3618},[76],{"categories":3620},[39],{"categories":3622},[],{"categories":3624},[86],{"categories":3626},[39],{"categories":3628},[39],{"categories":3630},[3631],"AI Design Tooling",{"categories":3633},[180],{"categories":3635},[39],{"categories":3637},[39],{"categories":3639},[100],{"categories":3641},[180],{"categories":3643},[39],{"categories":3645},[39],{"categories":3647},[100],{"categories":3649},[86],{"categories":3651},[125],{"categories":3653},[89],{"categories":3655},[100],{"categories":3657},[39],{"categories":3659},[39],{"categories":3661},[39],{"categories":3663},[86],{"categories":3665},[39],{"categories":3667},[],{"categories":3669},[86],{"categories":3671},[39],{"categories":3673},[39],{"categories":3675},[86],{"categories":3677},[39],{"categories":3679},[39],{"categories":3681},[39],{"categories":3683},[86],{"categories":3685},[],{"categories":3687},[86],{"categories":3689},[3494],{"categories":3691},[39],{"categories":3693},[39],{"categories":3695},[86],{"categories":3697},[86],{"categories":3699},[100],{"categories":3701},[100],{"categories":3703},[39],{"categories":3705},[39],{"categories":3707},[],{"categories":3709},[100],{"categories":3711},[39],{"categories":3713},[39],{"categories":3715},[86],{"categories":3717},[81],{"categories":3719},[39],{"categories":3721},[],{"categories":3723},[39],{"categories":3725},[39],{"categories":3727},[2482],{"categories":3729},[],{"categories":3731},[39],{"categories":3733},[39],{"categories":3735},[39],{"categories":3737},[39],{"categories":3739},[180],{"categories":3741},[39],{"categories":3743},[],{"categories":3745},[39],{"categories":3747},[39],{"categories":3749},[39],{"categories":3751},[39],{"categories":3753},[215],{"categories":3755},[125],{"categories":3757},[39],{"categories":3759},[39],{"categories":3761},[1959],{"categories":3763},[39],{"categories":3765},[76],{"categories":3767},[39],{"categories":3769},[39],{"categories":3771},[103],{"categories":3773},[86],{"categories":3775},[39],{"categories":3777},[39],{"categories":3779},[125],{"categories":3781},[86],{"categories":3783},[89],{"categories":3785},[],{"categories":3787},[39],{"categories":3789},[39],{"categories":3791},[180],{"categories":3793},[39],{"categories":3795},[215],{"categories":3797},[86],{"categories":3799},[39],{"categories":3801},[86],{"categories":3803},[39],{"categories":3805},[],{"categories":3807},[],{"categories":3809},[],{"categories":3811},[76],{"categories":3813},[125],{"categories":3815},[86],{"categories":3817},[39],{"categories":3819},[39],{"categories":3821},[39],{"categories":3823},[39],{"categories":3825},[39],{"categories":3827},[391],{"categories":3829},[39],{"categories":3831},[180],{"categories":3833},[86],{"categories":3835},[39],{"categories":3837},[],{"categories":3839},[39],{"categories":3841},[86],{"categories":3843},[86],{"categories":3845},[],{"categories":3847},[39],{"categories":3849},[86],{"categories":3851},[39],{"categories":3853},[],{"categories":3855},[89],{"categories":3857},[39],{"categories":3859},[39],{"categories":3861},[39],{"categories":3863},[125],{"categories":3865},[180],{"categories":3867},[86],{"categories":3869},[180],{"categories":3871},[86],{"categories":3873},[39],{"categories":3875},[81],{"categories":3877},[],{"categories":3879},[],{"categories":3881},[39],{"categories":3883},[39],{"categories":3885},[39],{"categories":3887},[76],{"categories":3889},[39],{"categories":3891},[86],{"categories":3893},[125],{"categories":3895},[],{"categories":3897},[180],{"categories":3899},[86],{"categories":3901},[],{"categories":3903},[100],{"categories":3905},[39],{"categories":3907},[100],{"categories":3909},[180],{"categories":3911},[100],{"categories":3913},[39],{"categories":3915},[],{"categories":3917},[39],{"categories":3919},[39],{"categories":3921},[86],{"categories":3923},[],{"categories":3925},[39],{"categories":3927},[39],{"categories":3929},[215],{"categories":3931},[39],{"categories":3933},[39],{"categories":3935},[39],{"categories":3937},[258],{"categories":3939},[100],{"categories":3941},[39],{"categories":3943},[86],{"categories":3945},[],{"categories":3947},[39],{"categories":3949},[86],{"categories":3951},[39],{"categories":3953},[76],{"categories":3955},[522],{"categories":3957},[39],{"categories":3959},[39],{"categories":3961},[39],{"categories":3963},[86],{"categories":3965},[39],{"categories":3967},[86],{"categories":3969},[39],{"categories":3971},[39],{"categories":3973},[39],{"categories":3975},[86],{"categories":3977},[89],{"categories":3979},[39],{"categories":3981},[39],{"categories":3983},[],{"categories":3985},[39],{"categories":3987},[39],{"categories":3989},[76],{"categories":3991},[39],{"categories":3993},[81],{"categories":3995},[100],{"categories":3997},[180],{"categories":3999},[],{"categories":4001},[39],{"categories":4003},[],{"categories":4005},[86],{"categories":4007},[39],{"categories":4009},[86],{"categories":4011},[],{"categories":4013},[86],{"categories":4015},[39],{"categories":4017},[100],{"categories":4019},[180],{"categories":4021},[125],{"categories":4023},[39],{"categories":4025},[125],{"categories":4027},[86],{"categories":4029},[39],{"categories":4031},[180],{"categories":4033},[39],{"categories":4035},[],{"categories":4037},[39],{"categories":4039},[114],{"categories":4041},[86],{"categories":4043},[39],{"categories":4045},[180],{"categories":4047},[125],{"categories":4049},[39],{"categories":4051},[81],{"categories":4053},[100],{"categories":4055},[39],{"categories":4057},[39],{"categories":4059},[39],{"categories":4061},[39],{"categories":4063},[89],{"categories":4065},[39],{"categories":4067},[125],{"categories":4069},[100],{"categories":4071},[215],{"categories":4073},[],{"categories":4075},[],{"categories":4077},[103],{"categories":4079},[453],{"categories":4081},[39],{"categories":4083},[86],{"categories":4085},[39,100],{"categories":4087},[125],{"categories":4089},[39],{"categories":4091},[39],{"categories":4093},[39],{"categories":4095},[39],{"categories":4097},[39],{"categories":4099},[39],{"categories":4101},[39],{"categories":4103},[81],{"categories":4105},[86],{"categories":4107},[39],{"categories":4109},[39],{"categories":4111},[86],{"categories":4113},[39],{"categories":4115},[39],{"categories":4117},[39],{"categories":4119},[],{"categories":4121},[39],{"categories":4123},[1309],{"categories":4125},[100],{"categories":4127},[180],{"categories":4129},[39],{"categories":4131},[39],{"categories":4133},[39],{"categories":4135},[39],{"categories":4137},[103],{"categories":4139},[86],{"categories":4141},[215],{"categories":4143},[258],{"categories":4145},[],{"categories":4147},[100],{"categories":4149},[39],{"categories":4151},[81],{"categories":4153},[86],{"categories":4155},[39],{"categories":4157},[76],{"categories":4159},[86],{"categories":4161},[39],{"categories":4163},[86],{"categories":4165},[86],{"categories":4167},[89],{"categories":4169},[100],{"categories":4171},[39],{"categories":4173},[39],{"categories":4175},[],{"categories":4177},[],{"categories":4179},[],{"categories":4181},[258],{"categories":4183},[39],{"categories":4185},[125],{"categories":4187},[39],{"categories":4189},[39],{"categories":4191},[39],{"categories":4193},[39],{"categories":4195},[100],{"categories":4197},[39],{"categories":4199},[],{"categories":4201},[39],{"categories":4203},[103],{"categories":4205},[81],{"categories":4207},[86],{"categories":4209},[39],{"categories":4211},[],{"categories":4213},[39],{"categories":4215},[86],{"categories":4217},[100],{"categories":4219},[39],{"categories":4221},[39],{"categories":4223},[39],{"categories":4225},[258],{"categories":4227},[],{"categories":4229},[180],{"categories":4231},[180],{"categories":4233},[39],{"categories":4235},[86],{"categories":4237},[],{"categories":4239},[100],{"categories":4241},[39],{"categories":4243},[180],{"categories":4245},[39],{"categories":4247},[81],{"categories":4249},[86],{"categories":4251},[39],{"categories":4253},[],{"categories":4255},[125],{"categories":4257},[39],{"categories":4259},[39],{"categories":4261},[39],{"categories":4263},[39],{"categories":4265},[39],{"categories":4267},[180],{"categories":4269},[86],{"categories":4271},[125],{"categories":4273},[],{"categories":4275},[86],{"categories":4277},[39],{"categories":4279},[81],{"categories":4281},[86],{"categories":4283},[180],{"categories":4285},[39],{"categories":4287},[39],{"categories":4289},[39],{"categories":4291},[453],{"categories":4293},[39],{"categories":4295},[86],{"categories":4297},[],{"categories":4299},[39],{"categories":4301},[39],{"categories":4303},[258],{"categories":4305},[125],{"categories":4307},[103],{"categories":4309},[570],{"categories":4311},[103],{"categories":4313},[103],{"categories":4315},[39],{"categories":4317},[],{"categories":4319},[],{"categories":4321},[],{"categories":4323},[86],{"categories":4325},[39],{"categories":4327},[39],{"categories":4329},[86],{"categories":4331},[86],{"categories":4333},[100],{"categories":4335},[39],{"categories":4337},[424],{"categories":4339},[100],{"categories":4341},[39],{"categories":4343},[86],{"categories":4345},[39],{"categories":4347},[39],{"categories":4349},[39],{"categories":4351},[81],{"categories":4353},[39],{"categories":4355},[39],{"categories":4357},[39],{"categories":4359},[39],{"categories":4361},[86],{"categories":4363},[89],{"categories":4365},[39],{"categories":4367},[],{"categories":4369},[],{"categories":4371},[39],{"categories":4373},[],{"categories":4375},[39],{"categories":4377},[86],{"categories":4379},[180],{"categories":4381},[39],{"categories":4383},[39],{"categories":4385},[86],{"categories":4387},[],{"categories":4389},[86],{"categories":4391},[86],{"categories":4393},[39],{"categories":4395},[39],{"categories":4397},[39],{"categories":4399},[89],{"categories":4401},[39],{"categories":4403},[180],{"categories":4405},[39],{"categories":4407},[86],{"categories":4409},[81],{"categories":4411},[39],{"categories":4413},[39],{"categories":4415},[86],{"categories":4417},[39],{"categories":4419},[215],{"categories":4421},[86],{"categories":4423},[39],{"categories":4425},[39],{"categories":4427},[39],{"categories":4429},[914],{"categories":4431},[39],{"categories":4433},[86],{"categories":4435},[39],{"categories":4437},[100],{"categories":4439},[39],{"categories":4441},[522],{"categories":4443},[180],{"categories":4445},[],{"categories":4447},[39],{"categories":4449},[39],{"categories":4451},[125],{"categories":4453},[453],{"categories":4455},[86],{"categories":4457},[39],{"categories":4459},[],{"categories":4461},[125],{"categories":4463},[368],{"categories":4465},[86],{"categories":4467},[86],{"categories":4469},[86],{"categories":4471},[39],{"categories":4473},[39],{"categories":4475},[86],{"categories":4477},[39],{"categories":4479},[],{"categories":4481},[81],{"categories":4483},[39],{"categories":4485},[180],{"categories":4487},[81],{"categories":4489},[86],{"categories":4491},[100],{"categories":4493},[],{"categories":4495},[100],{"categories":4497},[39],{"categories":4499},[39],{"categories":4501},[76],{"categories":4503},[39],{"categories":4505},[125],{"categories":4507},[258],{"categories":4509},[114],{"categories":4511},[86],{"categories":4513},[86],{"categories":4515},[39],{"categories":4517},[39],{"categories":4519},[86],{"categories":4521},[39],{"categories":4523},[76],{"categories":4525},[],{"categories":4527},[86],{"categories":4529},[39],{"categories":4531},[39],{"categories":4533},[39],{"categories":4535},[86],{"categories":4537},[39],{"categories":4539},[],{"categories":4541},[39],{"categories":4543},[],{"categories":4545},[180],{"categories":4547},[86],{"categories":4549},[86],{"categories":4551},[39,81],{"categories":4553},[86],{"categories":4555},[39],{"categories":4557},[],{"categories":4559},[76],{"categories":4561},[103],{"categories":4563},[81],{"categories":4565},[86],{"categories":4567},[39],{"categories":4569},[100],{"categories":4571},[39],{"categories":4573},[39],{"categories":4575},[86],{"categories":4577},[39],{"categories":4579},[39],{"categories":4581},[39],{"categories":4583},[125],{"categories":4585},[1309],{"categories":4587},[86],{"categories":4589},[39],{"categories":4591},[],{"categories":4593},[],{"categories":4595},[39],{"categories":4597},[86],{"categories":4599},[39],{"categories":4601},[39],{"categories":4603},[258],{"categories":4605},[],{"categories":4607},[39],{"categories":4609},[86],{"categories":4611},[114],{"categories":4613},[86],{"categories":4615},[39],{"categories":4617},[453],{"categories":4619},[],{"categories":4621},[391],{"categories":4623},[39],{"categories":4625},[86],{"categories":4627},[39],{"categories":4629},[39],{"categories":4631},[39],{"categories":4633},[215],{"categories":4635},[39],{"categories":4637},[86],{"categories":4639},[39],{"categories":4641},[103],{"categories":4643},[89],{"categories":4645},[86],{"categories":4647},[39],{"categories":4649},[453],{"categories":4651},[39],{"categories":4653},[258],{"categories":4655},[81],{"categories":4657},[],{"categories":4659},[39],{"categories":4661},[39],{"categories":4663},[39],{"categories":4665},[215],{"categories":4667},[180],{"categories":4669},[39],{"categories":4671},[39],{"categories":4673},[39],{"categories":4675},[],{"categories":4677},[215],{"categories":4679},[125],{"categories":4681},[39],{"categories":4683},[39],{"categories":4685},[39],{"categories":4687},[570],{"categories":4689},[76],{"categories":4691},[39],{"categories":4693},[89],{"categories":4695},[39],{"categories":4697},[39],{"categories":4699},[],{"categories":4701},[],{"categories":4703},[180],{"categories":4705},[39],{"categories":4707},[39],{"categories":4709},[103],{"categories":4711},[215],{"categories":4713},[86],{"categories":4715},[39],{"categories":4717},[39],{"categories":4719},[215],{"categories":4721},[81],{"categories":4723},[125],{"categories":4725},[39],{"categories":4727},[39],{"categories":4729},[],{"categories":4731},[39],{"categories":4733},[39],{"categories":4735},[],{"categories":4737},[39],{"categories":4739},[39],{"categories":4741},[597],{"categories":4743},[39],{"categories":4745},[39],{"categories":4747},[86],{"categories":4749},[100],{"categories":4751},[453],{"categories":4753},[39],{"categories":4755},[81],{"categories":4757},[39],{"categories":4759},[39],{"categories":4761},[],{"categories":4763},[39,100],{"categories":4765},[125],{"categories":4767},[86],{"categories":4769},[100],{"categories":4771},[86],{"categories":4773},[956],{"categories":4775},[100],{"categories":4777},[100],{"categories":4779},[86],{"categories":4781},[39],{"categories":4783},[76],{"categories":4785},[39],{"categories":4787},[],{"categories":4789},[],{"categories":4791},[86],{"categories":4793},[39],{"categories":4795},[100],{"categories":4797},[86],{"categories":4799},[39],{"categories":4801},[76],{"categories":4803},[100],{"categories":4805},[100],{"categories":4807},[39],{"categories":4809},[215],{"categories":4811},[39],{"categories":4813},[39],{"categories":4815},[100],{"categories":4817},[39],{"categories":4819},[],{"categories":4821},[39],{"categories":4823},[39],{"categories":4825},[180,39],{"categories":4827},[258],{"categories":4829},[76],{"categories":4831},[39],{"categories":4833},[],{"categories":4835},[39],{"categories":4837},[39],{"categories":4839},[81],{"categories":4841},[39],{"categories":4843},[81],{"categories":4845},[39],{"categories":4847},[39],{"categories":4849},[368],{"categories":4851},[39],{"categories":4853},[81],{"categories":4855},[100],{"categories":4857},[103],{"categories":4859},[86],{"categories":4861},[39],{"categories":4863},[100],{"categories":4865},[39],{"categories":4867},[39],{"categories":4869},[125],{"categories":4871},[39],{"categories":4873},[215],{"categories":4875},[180],{"categories":4877},[39],{"categories":4879},[39],{"categories":4881},[89],{"categories":4883},[39],{"categories":4885},[39],{"categories":4887},[76],{"categories":4889},[39],{"categories":4891},[86],{"categories":4893},[86],{"categories":4895},[100],{"categories":4897},[39],{"categories":4899},[125],{"categories":4901},[100],{"categories":4903},[100],{"categories":4905},[39],{"categories":4907},[39],{"categories":4909},[],{"categories":4911},[],{"categories":4913},[103],{"categories":4915},[39],{"categories":4917},[100],{"categories":4919},[39],{"categories":4921},[180],{"categories":4923},[453],{"categories":4925},[391],{"categories":4927},[368],{"categories":4929},[39],{"categories":4931},[39],{"categories":4933},[100],{"categories":4935},[39],{"categories":4937},[103],{"categories":4939},[39],{"categories":4941},[39],{"categories":4943},[39],{"categories":4945},[39],{"categories":4947},[39],{"categories":4949},[39],{"categories":4951},[39],{"categories":4953},[86],{"categories":4955},[76],{"categories":4957},[89],{"categories":4959},[86],{"categories":4961},[39,81],{"categories":4963},[],{"categories":4965},[180],{"categories":4967},[],{"categories":4969},[89],{"categories":4971},[39],{"categories":4973},[125],{"categories":4975},[76],{"categories":4977},[39],{"categories":4979},[89],{"categories":4981},[76],{"categories":4983},[86],{"categories":4985},[103],{"categories":4987},[86],{"categories":4989},[81],{"categories":4991},[89],{"categories":4993},[39],{"categories":4995},[86],{"categories":4997},[39],{"categories":4999},[89],{"categories":5001},[39],{"categories":5003},[39],{"categories":5005},[81],{"categories":5007},[86],{"categories":5009},[100],{"categories":5011},[215],{"categories":5013},[39],{"categories":5015},[39],{"categories":5017},[],{"categories":5019},[125],{"categories":5021},[39],{"categories":5023},[39],{"categories":5025},[39],{"categories":5027},[39],{"categories":5029},[39],{"categories":5031},[39],{"categories":5033},[100],{"categories":5035},[125],{"categories":5037},[100],{"categories":5039},[100],{"categories":5041},[39],{"categories":5043},[39],{"categories":5045},[39],{"categories":5047},[39],{"categories":5049},[391],{"categories":5051},[39],{"categories":5053},[86],{"categories":5055},[86],{"categories":5057},[125],{"categories":5059},[39],{"categories":5061},[39],{"categories":5063},[39],{"categories":5065},[86],{"categories":5067},[39],{"categories":5069},[39],{"categories":5071},[39],{"categories":5073},[3494],{"categories":5075},[5076],"Clinical AI",{"categories":5078},[180],{"categories":5080},[39],{"categories":5082},[39],{"categories":5084},[39],{"categories":5086},[39],{"categories":5088},[258],{"categories":5090},[2765],{"categories":5092},[39],{"categories":5094},[89],{"categories":5096},[180],{"categories":5098},[39],{"categories":5100},[86],{"categories":5102},[39],{"categories":5104},[39],{"categories":5106},[125],{"categories":5108},[39],{"categories":5110},[86],{"categories":5112},[100],{"categories":5114},[215],{"categories":5116},[39],{"categories":5118},[39],{"categories":5120},[81],{"categories":5122},[39],{"categories":5124},[39],{"categories":5126},[522],{"categories":5128},[39],{"categories":5130},[],{"categories":5132},[86],{"categories":5134},[39],{"categories":5136},[100],{"categories":5138},[76],{"categories":5140},[39],{"categories":5142},[],{"categories":5144},[],{"categories":5146},[39],{"categories":5148},[],{"categories":5150},[81],{"categories":5152},[39],{"categories":5154},[86],{"categories":5156},[39],{"categories":5158},[86],{"categories":5160},[86],{"categories":5162},[39],{"categories":5164},[125],{"categories":5166},[125],{"categories":5168},[125],{"categories":5170},[125],{"categories":5172},[],{"categories":5174},[76],{"categories":5176},[86],{"categories":5178},[125],{"categories":5180},[39],{"categories":5182},[597],{"categories":5184},[89],{"categories":5186},[86],{"categories":5188},[39],{"categories":5190},[76],{"categories":5192},[39],{"categories":5194},[86],{"categories":5196},[39],{"categories":5198},[39],{"categories":5200},[39],{"categories":5202},[39],{"categories":5204},[39],{"categories":5206},[39,86],{"categories":5208},[86],{"categories":5210},[258],{"categories":5212},[39],{"categories":5214},[125],{"categories":5216},[86],{"categories":5218},[125],{"categories":5220},[86],{"categories":5222},[39],{"categories":5224},[],{"categories":5226},[125],{"categories":5228},[215],{"categories":5230},[76],{"categories":5232},[39],{"categories":5234},[39],{"categories":5236},[],{"categories":5238},[100],{"categories":5240},[],{"categories":5242},[76],{"categories":5244},[86],{"categories":5246},[125],{"categories":5248},[39],{"categories":5250},[125],{"categories":5252},[76],{"categories":5254},[125],{"categories":5256},[125],{"categories":5258},[],{"categories":5260},[81],{"categories":5262},[86],{"categories":5264},[125],{"categories":5266},[125],{"categories":5268},[125],{"categories":5270},[125],{"categories":5272},[125],{"categories":5274},[125],{"categories":5276},[125],{"categories":5278},[125],{"categories":5280},[125],{"categories":5282},[125],{"categories":5284},[103],{"categories":5286},[76],{"categories":5288},[39],{"categories":5290},[39],{"categories":5292},[86],{"categories":5294},[86],{"categories":5296},[],{"categories":5298},[39],{"categories":5300},[39,76],{"categories":5302},[],{"categories":5304},[86],{"categories":5306},[39],{"categories":5308},[125],{"categories":5310},[86],{"categories":5312},[86],{"categories":5314},[956],{"categories":5316},[39],{"categories":5318},[39],{"categories":5320},[39],{"categories":5322},[39],{"categories":5324},[89],{"categories":5326},[39],{"categories":5328},[39],{"categories":5330},[368],{"categories":5332},[39],{"categories":5334},[39],{"categories":5336},[86],{"categories":5338},[39],{"categories":5340},[39],{"categories":5342},[39],{"categories":5344},[39],{"categories":5346},[81],{"categories":5348},[89],{"categories":5350},[86],{"categories":5352},[86],{"categories":5354},[],{"categories":5356},[86],{"categories":5358},[180],{"categories":5360},[125],{"categories":5362},[39],{"categories":5364},[],{"categories":5366},[39],{"categories":5368},[89],{"categories":5370},[89],{"categories":5372},[],{"categories":5374},[100],{"categories":5376},[39],{"categories":5378},[86],{"categories":5380},[180],{"categories":5382},[39],{"categories":5384},[39],{"categories":5386},[],{"categories":5388},[39],{"categories":5390},[39],{"categories":5392},[],{"categories":5394},[215],{"categories":5396},[39],{"categories":5398},[86],{"categories":5400},[],{"categories":5402},[],{"categories":5404},[39],{"categories":5406},[125],{"categories":5408},[76],{"categories":5410},[39],{"categories":5412},[39],{"categories":5414},[81],{"categories":5416},[39],{"categories":5418},[39],{"categories":5420},[86],{"categories":5422},[39],{"categories":5424},[81],{"categories":5426},[81],{"categories":5428},[180],{"categories":5430},[],{"categories":5432},[39],{"categories":5434},[81],{"categories":5436},[125],{"categories":5438},[],{"categories":5440},[39],{"categories":5442},[39],{"categories":5444},[180],{"categories":5446},[39],{"categories":5448},[39],{"categories":5450},[215],{"categories":5452},[39],{"categories":5454},[258],{"categories":5456},[],{"categories":5458},[86],{"categories":5460},[39],{"categories":5462},[215],{"categories":5464},[100],{"categories":5466},[],{"categories":5468},[39],{"categories":5470},[],{"categories":5472},[86],{"categories":5474},[180],{"categories":5476},[100],{"categories":5478},[],{"categories":5480},[3494],{"categories":5482},[81],{"categories":5484},[76],{"categories":5486},[39],{"categories":5488},[86],{"categories":5490},[103],{"categories":5492},[86],{"categories":5494},[39],{"categories":5496},[180],{"categories":5498},[39],{"categories":5500},[39],{"categories":5502},[100],{"categories":5504},[],{"categories":5506},[],{"categories":5508},[39],{"categories":5510},[76],{"categories":5512},[39],{"categories":5514},[215],{"categories":5516},[],{"categories":5518},[86],{"categories":5520},[86],{"categories":5522},[39],{"categories":5524},[86],{"categories":5526},[39],{"categories":5528},[125],{"categories":5530},[39],{"categories":5532},[100],{"categories":5534},[39],{"categories":5536},[39],{"categories":5538},[86],{"categories":5540},[89],{"categories":5542},[39],{"categories":5544},[39],{"categories":5546},[39],{"categories":5548},[39],{"categories":5550},[86],{"categories":5552},[39],{"categories":5554},[89],{"categories":5556},[215],{"categories":5558},[125],{"categories":5560},[],{"categories":5562},[215],{"categories":5564},[39],{"categories":5566},[],{"categories":5568},[100],{"categories":5570},[86],{"categories":5572},[],{"categories":5574},[39],{"categories":5576},[39],{"categories":5578},[39],{"categories":5580},[39],{"categories":5582},[39],{"categories":5584},[86],{"categories":5586},[81],{"categories":5588},[76],{"categories":5590},[39],{"categories":5592},[39],{"categories":5594},[86],{"categories":5596},[39],{"categories":5598},[180],{"categories":5600},[100],{"categories":5602},[100],{"categories":5604},[39],{"categories":5606},[103],{"categories":5608},[86],{"categories":5610},[39],{"categories":5612},[39],{"categories":5614},[86],{"categories":5616},[39],{"categories":5618},[39],{"categories":5620},[39],{"categories":5622},[86],{"categories":5624},[81],{"categories":5626},[39],{"categories":5628},[180],{"categories":5630},[100],{"categories":5632},[86],{"categories":5634},[39],{"categories":5636},[89],{"categories":5638},[39],{"categories":5640},[89],{"categories":5642},[86],{"categories":5644},[39],{"categories":5646},[39],{"categories":5648},[125],{"categories":5650},[39],{"categories":5652},[],{"categories":5654},[76],{"categories":5656},[39],{"categories":5658},[39],{"categories":5660},[39],{"categories":5662},[100],{"categories":5664},[100],{"categories":5666},[39],{"categories":5668},[100],{"categories":5670},[39],{"categories":5672},[86],{"categories":5674},[39],{"categories":5676},[39],{"categories":5678},[39],{"categories":5680},[39],{"categories":5682},[39],{"categories":5684},[],{"categories":5686},[39],{"categories":5688},[180],{"categories":5690},[86],{"categories":5692},[81],{"categories":5694},[125],{"categories":5696},[39],{"categories":5698},[86],{"categories":5700},[39],{"categories":5702},[86],{"categories":5704},[39],{"categories":5706},[39],{"categories":5708},[180],{"categories":5710},[86],{"categories":5712},[39],{"categories":5714},[215],{"categories":5716},[81],{"categories":5718},[39],{"categories":5720},[103],{"categories":5722},[39],{"categories":5724},[86],{"categories":5726},[39],{"categories":5728},[125],{"categories":5730},[39],{"categories":5732},[39],{"categories":5734},[39],{"categories":5736},[39],{"categories":5738},[86],{"categories":5740},[258],{"categories":5742},[39],{"categories":5744},[100],{"categories":5746},[86],{"categories":5748},[103],{"categories":5750},[],{"categories":5752},[86],{"categories":5754},[100],{"categories":5756},[39],{"categories":5758},[39],{"categories":5760},[39],{"categories":5762},[2585],{"categories":5764},[39],{"categories":5766},[180],{"categories":5768},[295],{"categories":5770},[39],{"categories":5772},[39],{"categories":5774},[39],{"categories":5776},[39],{"categories":5778},[39],{"categories":5780},[76],{"categories":5782},[86],{"categories":5784},[39],{"categories":5786},[39],{"categories":5788},[100],{"categories":5790},[81],{"categories":5792},[39],{"categories":5794},[39],{"categories":5796},[100],{"categories":5798},[39],{"categories":5800},[],{"categories":5802},[86],{"categories":5804},[86],{"categories":5806},[39],{"categories":5808},[39],{"categories":5810},[39],{"categories":5812},[103],{"categories":5814},[],{"categories":5816},[125],{"categories":5818},[],{"categories":5820},[125],{"categories":5822},[39],{"categories":5824},[39],{"categories":5826},[39],{"categories":5828},[86],{"categories":5830},[39],{"categories":5832},[86],{"categories":5834},[86],{"categories":5836},[],{"categories":5838},[39],{"categories":5840},[125],{"categories":5842},[39],{"categories":5844},[],{"categories":5846},[39],{"categories":5848},[180],{"categories":5850},[39],{"categories":5852},[],{"categories":5854},[39],{"categories":5856},[39],{"categories":5858},[180],{"categories":5860},[100],{"categories":5862},[86],{"categories":5864},[39],{"categories":5866},[39],{"categories":5868},[39],{"categories":5870},[39],{"categories":5872},[39],{"categories":5874},[215],{"categories":5876},[39],{"categories":5878},[39],{"categories":5880},[39],{"categories":5882},[76],{"categories":5884},[39],{"categories":5886},[39],{"categories":5888},[],{"categories":5890},[39],{"categories":5892},[39],{"categories":5894},[39],{"categories":5896},[],{"categories":5898},[86],{"categories":5900},[76],{"categories":5902},[39],{"categories":5904},[39],{"categories":5906},[39],{"categories":5908},[86],{"categories":5910},[39],{"categories":5912},[125],{"categories":5914},[39],{"categories":5916},[100],{"categories":5918},[89],{"categories":5920},[86],{"categories":5922},[453],{"categories":5924},[39],{"categories":5926},[39],{"categories":5928},[39],{"categories":5930},[39],{"categories":5932},[100],{"categories":5934},[125],{"categories":5936},[180],{"categories":5938},[39],{"categories":5940},[39],{"categories":5942},[39],{"categories":5944},[39],{"categories":5946},[39],{"categories":5948},[39],{"categories":5950},[125],{"categories":5952},[39],{"categories":5954},[180],{"categories":5956},[39],{"categories":5958},[39],{"categories":5960},[125],{"categories":5962},[180],{"categories":5964},[39],{"categories":5966},[125],{"categories":5968},[39],{"categories":5970},[86],{"categories":5972},[86],{"categories":5974},[86],{"categories":5976},[39],{"categories":5978},[100],{"categories":5980},[125],{"categories":5982},[86],{"categories":5984},[86],{"categories":5986},[39],{"categories":5988},[100],{"categories":5990},[180],{"categories":5992},[39],{"categories":5994},[39],{"categories":5996},[86],{"categories":5998},[39],{"categories":6000},[],{"categories":6002},[86],{"categories":6004},[],{"categories":6006},[39],{"categories":6008},[39],{"categories":6010},[],{"categories":6012},[],{"categories":6014},[86],{"categories":6016},[81],{"categories":6018},[86],{"categories":6020},[6021],"Liability & Ethics",{"categories":6023},[39],{"categories":6025},[39],{"categories":6027},[39],{"categories":6029},[86],{"categories":6031},[76],{"categories":6033},[86],{"categories":6035},[81],{"categories":6037},[215],{"categories":6039},[39],{"categories":6041},[86],{"categories":6043},[39],{"categories":6045},[39],{"categories":6047},[39],{"categories":6049},[],{"categories":6051},[570],{"categories":6053},[86],{"categories":6055},[],{"categories":6057},[39],{"categories":6059},[76],{"categories":6061},[86],{"categories":6063},[39],{"categories":6065},[],{"categories":6067},[86],{"categories":6069},[39],{"categories":6071},[39],{"categories":6073},[100],{"categories":6075},[39],{"categories":6077},[125],{"categories":6079},[39],{"categories":6081},[39],{"categories":6083},[89],{"categories":6085},[39],{"categories":6087},[86],{"categories":6089},[39],{"categories":6091},[39],{"categories":6093},[39],{"categories":6095},[125],{"categories":6097},[86],{"categories":6099},[100],{"categories":6101},[180],{"categories":6103},[76],{"categories":6105},[39],{"categories":6107},[39],{"categories":6109},[39],{"categories":6111},[],{"categories":6113},[86],{"categories":6115},[86],{"categories":6117},[86],{"categories":6119},[453],{"categories":6121},[86],{"categories":6123},[180],{"categories":6125},[86],{"categories":6127},[258],{"categories":6129},[100],{"categories":6131},[125],{"categories":6133},[39],{"categories":6135},[180],{"categories":6137},[39],{"categories":6139},[76],{"categories":6141},[39],{"categories":6143},[],{"categories":6145},[39],{"categories":6147},[86],{"categories":6149},[39],{"categories":6151},[39],{"categories":6153},[39],{"categories":6155},[39],{"categories":6157},[86],{"categories":6159},[39],{"categories":6161},[39],{"categories":6163},[180],{"categories":6165},[86],{"categories":6167},[],{"categories":6169},[86],{"categories":6171},[89],{"categories":6173},[39],{"categories":6175},[125],{"categories":6177},[86],{"categories":6179},[81],{"categories":6181},[],{"categories":6183},[39],{"categories":6185},[39],{"categories":6187},[89],{"categories":6189},[39],{"categories":6191},[86],{"categories":6193},[125],{"categories":6195},[76],{"categories":6197},[258],{"categories":6199},[39],{"categories":6201},[39],{"categories":6203},[39],{"categories":6205},[125],{"categories":6207},[81],{"categories":6209},[39],{"categories":6211},[180],{"categories":6213},[125],{"categories":6215},[258],{"categories":6217},[39],{"categories":6219},[86],{"categories":6221},[],{"categories":6223},[522],{"categories":6225},[],{"categories":6227},[39],{"categories":6229},[258],{"categories":6231},[39],{"categories":6233},[103],{"categories":6235},[39],{"categories":6237},[86],{"categories":6239},[86],{"categories":6241},[6242],"Design News & Tools",{"categories":6244},[39],{"categories":6246},[39],{"categories":6248},[125],{"categories":6250},[39],{"categories":6252},[39],{"categories":6254},[39],{"categories":6256},[76],{"categories":6258},[86],{"categories":6260},[39],{"categories":6262},[180],{"categories":6264},[86],{"categories":6266},[86],{"categories":6268},[180],{"categories":6270},[39],{"categories":6272},[39],{"categories":6274},[39],{"categories":6276},[453],{"categories":6278},[86],{"categories":6280},[39],{"categories":6282},[86],{"categories":6284},[39],{"categories":6286},[39],{"categories":6288},[453],{"categories":6290},[39],{"categories":6292},[215],{"categories":6294},[39],{"categories":6296},[86],{"categories":6298},[86],{"categories":6300},[],{"categories":6302},[39],{"categories":6304},[39],{"categories":6306},[39],{"categories":6308},[125],{"categories":6310},[39],{"categories":6312},[76],{"categories":6314},[],{"categories":6316},[39],{"categories":6318},[39],{"categories":6320},[39],{"categories":6322},[100],{"categories":6324},[597],{"categories":6326},[100],{"categories":6328},[180],{"categories":6330},[39],{"categories":6332},[39,86],{"categories":6334},[215,81],{"categories":6336},[100],{"categories":6338},[39],{"categories":6340},[39],{"categories":6342},[39],{"categories":6344},[39],{"categories":6346},[],{"categories":6348},[100],{"categories":6350},[86],{"categories":6352},[39],{"categories":6354},[39],{"categories":6356},[],{"categories":6358},[39],{"categories":6360},[100],{"categories":6362},[39],{"categories":6364},[100],{"categories":6366},[39],{"categories":6368},[],{"categories":6370},[86],{"categories":6372},[39],{"categories":6374},[81],{"categories":6376},[39],{"categories":6378},[125],{"categories":6380},[39],{"categories":6382},[],{"categories":6384},[39],{"categories":6386},[86],{"categories":6388},[39],{"categories":6390},[],{"categories":6392},[180],{"categories":6394},[39],{"categories":6396},[39],{"categories":6398},[86],{"categories":6400},[39],{"categories":6402},[39],{"categories":6404},[39],{"categories":6406},[76],{"categories":6408},[39],{"categories":6410},[86],{"categories":6412},[39],{"categories":6414},[],{"categories":6416},[39],{"categories":6418},[258],{"categories":6420},[215],{"categories":6422},[81],{"categories":6424},[81],{"categories":6426},[39],{"categories":6428},[39],{"categories":6430},[76],{"categories":6432},[76],{"categories":6434},[39],{"categories":6436},[86],{"categories":6438},[39],{"categories":6440},[39],{"categories":6442},[39],{"categories":6444},[39],{"categories":6446},[100],{"categories":6448},[39],{"categories":6450},[76],{"categories":6452},[39],{"categories":6454},[39],{"categories":6456},[86],{"categories":6458},[39],{"categories":6460},[215],{"categories":6462},[39],{"categories":6464},[125],{"categories":6466},[39],{"categories":6468},[39],{"categories":6470},[86],{"categories":6472},[89],{"categories":6474},[39],{"categories":6476},[86],{"categories":6478},[39],{"categories":6480},[86],{"categories":6482},[],{"categories":6484},[100],{"categories":6486},[],{"categories":6488},[100],{"categories":6490},[86],{"categories":6492},[76],{"categories":6494},[39],{"categories":6496},[],{"categories":6498},[103],{"categories":6500},[258],{"categories":6502},[39],{"categories":6504},[100],{"categories":6506},[39],{"categories":6508},[],{"categories":6510},[125],{"categories":6512},[86],{"categories":6514},[100],{"categories":6516},[180],{"categories":6518},[81],{"categories":6520},[39],{"categories":6522},[39],{"categories":6524},[86],{"categories":6526},[100],{"categories":6528},[86],{"categories":6530},[125],{"categories":6532},[39],{"categories":6534},[89],{"categories":6536},[76],{"categories":6538},[89],{"categories":6540},[125],{"categories":6542},[39],{"categories":6544},[39],{"categories":6546},[100],{"categories":6548},[39],{"categories":6550},[180],{"categories":6552},[81],{"categories":6554},[39],{"categories":6556},[39],{"categories":6558},[39],{"categories":6560},[39],{"categories":6562},[39],{"categories":6564},[39],{"categories":6566},[86],{"categories":6568},[39],{"categories":6570},[39],{"categories":6572},[39],{"categories":6574},[86],{"categories":6576},[39],{"categories":6578},[39],{"categories":6580},[76],{"categories":6582},[39],{"categories":6584},[86],{"categories":6586},[86],{"categories":6588},[180],{"categories":6590},[86],{"categories":6592},[39],{"categories":6594},[86],{"categories":6596},[39],{"categories":6598},[76],{"categories":6600},[86],{"categories":6602},[180],{"categories":6604},[],{"categories":6606},[39],{"categories":6608},[103],{"categories":6610},[453],{"categories":6612},[39],{"categories":6614},[86],{"categories":6616},[39],{"categories":6618},[39],{"categories":6620},[100],{"categories":6622},[39],{"categories":6624},[],{"categories":6626},[39],{"categories":6628},[86],{"categories":6630},[81],{"categories":6632},[39],{"categories":6634},[215],{"categories":6636},[180],{"categories":6638},[39],{"categories":6640},[100],{"categories":6642},[39],{"categories":6644},[39],{"categories":6646},[125],{"categories":6648},[86],{"categories":6650},[39],{"categories":6652},[215],{"categories":6654},[86],{"categories":6656},[81],{"categories":6658},[81],{"categories":6660},[39],{"categories":6662},[39],{"categories":6664},[39],{"categories":6666},[39],{"categories":6668},[39],{"categories":6670},[39],{"categories":6672},[76],{"categories":6674},[39],{"categories":6676},[],{"categories":6678},[39],{"categories":6680},[39],{"categories":6682},[86],{"categories":6684},[39],{"categories":6686},[86],{"categories":6688},[39],{"categories":6690},[39],{"categories":6692},[39],{"categories":6694},[39],{"categories":6696},[39],{"categories":6698},[39],{"categories":6700},[100],{"categories":6702},[],{"categories":6704},[76],{"categories":6706},[39],{"categories":6708},[39],{"categories":6710},[86],{"categories":6712},[86],{"categories":6714},[],{"categories":6716},[100],{"categories":6718},[100],{"categories":6720},[39],{"categories":6722},[215],{"categories":6724},[81],{"categories":6726},[180],{"categories":6728},[39],{"categories":6730},[],{"categories":6732},[39],{"categories":6734},[86],{"categories":6736},[76],{"categories":6738},[39],{"categories":6740},[39],{"categories":6742},[100],{"categories":6744},[76],{"categories":6746},[39],{"categories":6748},[39],{"categories":6750},[125],{"categories":6752},[103],{"categories":6754},[39],{"categories":6756},[125],{"categories":6758},[39],{"categories":6760},[86],{"categories":6762},[39],{"categories":6764},[39],{"categories":6766},[],{"categories":6768},[125],{"categories":6770},[86],{"categories":6772},[180],{"categories":6774},[103],{"categories":6776},[39],{"categories":6778},[39],{"categories":6780},[39],{"categories":6782},[],{"categories":6784},[86],{"categories":6786},[86],{"categories":6788},[86],{"categories":6790},[3494],{"categories":6792},[125],{"categories":6794},[39],{"categories":6796},[100],{"categories":6798},[89],{"categories":6800},[39],{"categories":6802},[39],{"categories":6804},[39],{"categories":6806},[39],{"categories":6808},[39],{"categories":6810},[86],{"categories":6812},[39],{"categories":6814},[81],{"categories":6816},[39],{"categories":6818},[76],{"categories":6820},[1959],{"categories":6822},[258],{"categories":6824},[76],{"categories":6826},[],{"categories":6828},[89],{"categories":6830},[39],{"categories":6832},[],{"categories":6834},[39],{"categories":6836},[125],{"categories":6838},[86],{"categories":6840},[180],{"categories":6842},[39],{"categories":6844},[86],{"categories":6846},[39],{"categories":6848},[39],{"categories":6850},[39],{"categories":6852},[39],{"categories":6854},[125],{"categories":6856},[],{"categories":6858},[39],{"categories":6860},[86],{"categories":6862},[39],{"categories":6864},[86],{"categories":6866},[86],{"categories":6868},[],{"categories":6870},[39],{"categories":6872},[],{"categories":6874},[125],{"categories":6876},[76],{"categories":6878},[39],{"categories":6880},[180],{"categories":6882},[39],{"categories":6884},[86],{"categories":6886},[125],{"categories":6888},[39],{"categories":6890},[125],{"categories":6892},[],{"categories":6894},[125],{"categories":6896},[39],{"categories":6898},[76],{"categories":6900},[86],{"categories":6902},[453],{"categories":6904},[39],{"categories":6906},[86],{"categories":6908},[39],{"categories":6910},[],{"categories":6912},[100],{"categories":6914},[86],{"categories":6916},[89],{"categories":6918},[86],{"categories":6920},[39],{"categories":6922},[76],{"categories":6924},[39],{"categories":6926},[39],{"categories":6928},[],{"categories":6930},[],{"categories":6932},[],{"categories":6934},[180],{"categories":6936},[39],{"categories":6938},[86],{"categories":6940},[39],{"categories":6942},[39],{"categories":6944},[],{"categories":6946},[],{"categories":6948},[],{"categories":6950},[39],{"categories":6952},[86],{"categories":6954},[180],{"categories":6956},[39],{"categories":6958},[39],{"categories":6960},[],{"categories":6962},[86],{"categories":6964},[39],{"categories":6966},[39],{"categories":6968},[76],{"categories":6970},[],{"categories":6972},[],{"categories":6974},[39],{"categories":6976},[39],{"categories":6978},[39],{"categories":6980},[86],{"categories":6982},[180],{"categories":6984},[39],{"categories":6986},[125],{"categories":6988},[],{"categories":6990},[39],{"categories":6992},[39],{"categories":6994},[215],{"categories":6996},[125],{"categories":6998},[215],{"categories":7000},[100],{"categories":7002},[103],{"categories":7004},[39],{"categories":7006},[39],{"categories":7008},[],{"categories":7010},[],{"categories":7012},[86],{"categories":7014},[],{"categories":7016},[39],{"categories":7018},[453],{"categories":7020},[39],{"categories":7022},[39],{"categories":7024},[39],{"categories":7026},[39],{"categories":7028},[],{"categories":7030},[86],{"categories":7032},[39],{"categories":7034},[39],{"categories":7036},[],{"categories":7038},[86],{"categories":7040},[86],{"categories":7042},[39],{"categories":7044},[125],{"categories":7046},[39],{"categories":7048},[215],{"categories":7050},[39],{"categories":7052},[86],{"categories":7054},[81],{"categories":7056},[89],{"categories":7058},[39],{"categories":7060},[39],{"categories":7062},[86],{"categories":7064},[86],{"categories":7066},[103],{"categories":7068},[86],{"categories":7070},[86],{"categories":7072},[],{"categories":7074},[39],{"categories":7076},[86],{"categories":7078},[],{"categories":7080},[39],{"categories":7082},[],{"categories":7084},[125],{"categories":7086},[81],{"categories":7088},[],{"categories":7090},[39],{"categories":7092},[39],{"categories":7094},[39],{"categories":7096},[],{"categories":7098},[86],{"categories":7100},[180],{"categories":7102},[76],{"categories":7104},[39],{"categories":7106},[],{"categories":7108},[81],{"categories":7110},[215],{"categories":7112},[39],{"categories":7114},[100],{"categories":7116},[76],{"categories":7118},[103],{"categories":7120},[81],{"categories":7122},[100],{"categories":7124},[86],{"categories":7126},[100],{"categories":7128},[],{"categories":7130},[39],{"categories":7132},[89],{"categories":7134},[89],{"categories":7136},[39],{"categories":7138},[],{"categories":7140},[86],{"categories":7142},[86],{"categories":7144},[76],{"categories":7146},[180],{"categories":7148},[39],{"categories":7150},[39],{"categories":7152},[76],{"categories":7154},[86],{"categories":7156},[258],{"categories":7158},[39],{"categories":7160},[39],{"categories":7162},[39],{"categories":7164},[39],{"categories":7166},[39],{"categories":7168},[76],{"categories":7170},[39],{"categories":7172},[100],{"categories":7174},[103],{"categories":7176},[86],{"categories":7178},[],{"categories":7180},[39],{"categories":7182},[39],{"categories":7184},[39],{"categories":7186},[100],{"categories":7188},[86],{"categories":7190},[125],{"categories":7192},[100],{"categories":7194},[39],{"categories":7196},[89],{"categories":7198},[39],{"categories":7200},[],{"categories":7202},[180],{"categories":7204},[100],{"categories":7206},[125],{"categories":7208},[39],{"categories":7210},[39],{"categories":7212},[76],{"categories":7214},[86],{"categories":7216},[39],{"categories":7218},[39],{"categories":7220},[86],{"categories":7222},[89],{"categories":7224},[39],{"categories":7226},[86],{"categories":7228},[39],{"categories":7230},[81],{"categories":7232},[39],{"categories":7234},[86],{"categories":7236},[86,258],{"categories":7238},[39],{"categories":7240},[39],{"categories":7242},[86],{"categories":7244},[100],{"categories":7246},[39],{"categories":7248},[39],{"categories":7250},[39],{"categories":7252},[103],{"categories":7254},[86],{"categories":7256},[215],{"categories":7258},[86],{"categories":7260},[81],{"categories":7262},[],{"categories":7264},[86],{"categories":7266},[39],{"categories":7268},[81],{"categories":7270},[],{"categories":7272},[],{"categories":7274},[39],{"categories":7276},[100],{"categories":7278},[39],{"categories":7280},[39],{"categories":7282},[39],{"categories":7284},[86],{"categories":7286},[39],{"categories":7288},[103],{"categories":7290},[215],{"categories":7292},[39],{"categories":7294},[39],{"categories":7296},[39],{"categories":7298},[39],{"categories":7300},[86],{"categories":7302},[],{"categories":7304},[86],{"categories":7306},[125],{"categories":7308},[39],{"categories":7310},[86],{"categories":7312},[86],{"categories":7314},[39],{"categories":7316},[],{"categories":7318},[125],{"categories":7320},[100],{"categories":7322},[3494],{"categories":7324},[76],{"categories":7326},[100],{"categories":7328},[39],{"categories":7330},[86],{"categories":7332},[39],{"categories":7334},[39],{"categories":7336},[215],{"categories":7338},[100],{"categories":7340},[103],{"categories":7342},[],{"categories":7344},[125],{"categories":7346},[39],{"categories":7348},[39],{"categories":7350},[],{"categories":7352},[86],{"categories":7354},[39],{"categories":7356},[39],{"categories":7358},[39],{"categories":7360},[39],{"categories":7362},[86],{"categories":7364},[39],{"categories":7366},[39],{"categories":7368},[39],{"categories":7370},[39],{"categories":7372},[39],{"categories":7374},[89],{"categories":7376},[39],{"categories":7378},[86],{"categories":7380},[39],{"categories":7382},[39],{"categories":7384},[39],{"categories":7386},[39],{"categories":7388},[39],{"categories":7390},[39],{"categories":7392},[39],{"categories":7394},[81],{"categories":7396},[],{"categories":7398},[89],{"categories":7400},[39],{"categories":7402},[125],{"categories":7404},[86],{"categories":7406},[39],{"categories":7408},[100],{"categories":7410},[],{"categories":7412},[100],{"categories":7414},[100],{"categories":7416},[86],{"categories":7418},[100],{"categories":7420},[39],{"categories":7422},[39],{"categories":7424},[39],{"categories":7426},[86],{"categories":7428},[100],{"categories":7430},[39],{"categories":7432},[39],{"categories":7434},[39],{"categories":7436},[86],{"categories":7438},[125],{"categories":7440},[39],{"categories":7442},[39],{"categories":7444},[39],{"categories":7446},[81],{"categories":7448},[39],{"categories":7450},[86],{"categories":7452},[180],{"categories":7454},[],{"categories":7456},[39],{"categories":7458},[39],{"categories":7460},[103],{"categories":7462},[39],{"categories":7464},[86],{"categories":7466},[39],{"categories":7468},[39],{"categories":7470},[],{"categories":7472},[39],{"categories":7474},[39],{"categories":7476},[125],{"categories":7478},[39],{"categories":7480},[39],{"categories":7482},[86],{"categories":7484},[215],{"categories":7486},[],{"categories":7488},[],{"categories":7490},[100],{"categories":7492},[39],{"categories":7494},[39],{"categories":7496},[89],{"categories":7498},[125],{"categories":7500},[39],{"categories":7502},[100],{"categories":7504},[125],{"categories":7506},[39],{"categories":7508},[39],{"categories":7510},[215],{"categories":7512},[103],{"categories":7514},[39],{"categories":7516},[39],{"categories":7518},[76],{"categories":7520},[86],{"categories":7522},[39],{"categories":7524},[39],{"categories":7526},[86],{"categories":7528},[81],{"categories":7530},[86],{"categories":7532},[100],{"categories":7534},[39],{"categories":7536},[81],{"categories":7538},[],{"categories":7540},[39],{"categories":7542},[103],{"categories":7544},[39],{"categories":7546},[39],{"categories":7548},[],{"categories":7550},[125],{"categories":7552},[39],{"categories":7554},[86],{"categories":7556},[103],{"categories":7558},[39],{"categories":7560},[100],{"categories":7562},[100],{"categories":7564},[100],{"categories":7566},[39],{"categories":7568},[86],{"categories":7570},[86],{"categories":7572},[39],{"categories":7574},[86],{"categories":7576},[39],{"categories":7578},[39],{"categories":7580},[180],{"categories":7582},[103],{"categories":7584},[103],{"categories":7586},[],{"categories":7588},[125],{"categories":7590},[39],{"categories":7592},[39],{"categories":7594},[100],{"categories":7596},[],{"categories":7598},[125],{"categories":7600},[125],{"categories":7602},[125],{"categories":7604},[],{"categories":7606},[86],{"categories":7608},[39],{"categories":7610},[],{"categories":7612},[76],{"categories":7614},[81],{"categories":7616},[],{"categories":7618},[39],{"categories":7620},[39],{"categories":7622},[],{"categories":7624},[100],{"categories":7626},[],{"categories":7628},[],{"categories":7630},[],{"categories":7632},[],{"categories":7634},[39],{"categories":7636},[125],{"categories":7638},[],{"categories":7640},[],{"categories":7642},[39],{"categories":7644},[39],{"categories":7646},[39],{"categories":7648},[103],{"categories":7650},[39],{"categories":7652},[103],{"categories":7654},[],{"categories":7656},[103],{"categories":7658},[103],{"categories":7660},[258],{"categories":7662},[86],{"categories":7664},[100],{"categories":7666},[],{"categories":7668},[],{"categories":7670},[103],{"categories":7672},[100],{"categories":7674},[100],{"categories":7676},[100],{"categories":7678},[],{"categories":7680},[76],{"categories":7682},[100],{"categories":7684},[100],{"categories":7686},[76],{"categories":7688},[100],{"categories":7690},[81],{"categories":7692},[100],{"categories":7694},[100],{"categories":7696},[100],{"categories":7698},[103],{"categories":7700},[125],{"categories":7702},[125],{"categories":7704},[39],{"categories":7706},[100],{"categories":7708},[103],{"categories":7710},[258],{"categories":7712},[103],{"categories":7714},[103],{"categories":7716},[103],{"categories":7718},[],{"categories":7720},[81],{"categories":7722},[],{"categories":7724},[258],{"categories":7726},[100],{"categories":7728},[100],{"categories":7730},[100],{"categories":7732},[86],{"categories":7734},[125,81],{"categories":7736},[103],{"categories":7738},[],{"categories":7740},[],{"categories":7742},[103],{"categories":7744},[],{"categories":7746},[103],{"categories":7748},[125],{"categories":7750},[86],{"categories":7752},[],{"categories":7754},[100],{"categories":7756},[39],{"categories":7758},[180],{"categories":7760},[],{"categories":7762},[39],{"categories":7764},[],{"categories":7766},[125],{"categories":7768},[76],{"categories":7770},[103],{"categories":7772},[],{"categories":7774},[100],{"categories":7776},[125],[7778,7858,7974,8069],{"id":7779,"title":7780,"ai":7781,"body":7786,"categories":7837,"created_at":40,"date_modified":40,"description":33,"extension":41,"faq":40,"featured":42,"kicker_label":40,"meta":7838,"navigation":55,"path":7848,"published_at":7849,"question":40,"scraped_at":7849,"seo":7850,"sitemap":7851,"source_id":7852,"source_name":61,"source_type":62,"source_url":7843,"stem":7853,"tags":7854,"thumbnail_url":40,"tldr":7855,"tweet":40,"unknown_tags":7856,"__hash__":7857},"summaries\u002Fsummaries\u002F54d5e7c22b8c0281-characterizing-web-search-by-conversational-llm-ag-summary.md","Characterizing Web Search by Conversational LLM Agents",{"provider":7,"model":8,"input_tokens":7782,"output_tokens":7783,"processing_time_ms":7784,"cost_usd":7785},4035,604,3496,0.00191475,{"type":14,"value":7787,"toc":7832},[7788,7792,7795,7799,7802,7825,7829],[17,7789,7791],{"id":7790},"understanding-agentic-search-behavior","Understanding Agentic Search Behavior",[22,7793,7794],{},"This study provides a systematic characterization of how conversational LLM agents perform web searches. Unlike traditional keyword-based search, agentic search involves a multi-step process: query formulation, result evaluation, and synthesis. The research highlights that agents do not search uniformly; instead, they employ varying strategies depending on the complexity of the user's intent.",[17,7796,7798],{"id":7797},"search-strategies-and-decision-making","Search Strategies and Decision-Making",[22,7800,7801],{},"The authors identify that an agent's performance is heavily dependent on its 'search strategy'—the iterative process of deciding when to search, how to refine queries, and when to stop gathering information. Key findings include:",[7803,7804,7805,7813,7819],"ul",{},[7806,7807,7808,7812],"li",{},[7809,7810,7811],"strong",{},"Query Refinement:"," Agents that perform multiple, iterative searches often yield higher-quality responses, but they are also prone to 'query drift,' where the agent loses focus on the original user intent.",[7806,7814,7815,7818],{},[7809,7816,7817],{},"Information Overload:"," Agents often struggle to filter noise from search results. The study notes that the quality of the final response is not strictly proportional to the number of search results processed; rather, it depends on the agent's ability to prioritize relevant information over redundant or low-quality sources.",[7806,7820,7821,7824],{},[7809,7822,7823],{},"Decision Thresholds:"," The research highlights a critical trade-off between search depth and latency. Agents that are configured to be more 'thorough' often produce better answers but significantly increase the time-to-first-token, which can degrade the user experience in conversational interfaces.",[17,7826,7828],{"id":7827},"from-search-results-to-response-synthesis","From Search Results to Response Synthesis",[22,7830,7831],{},"The study concludes that the final response quality is a function of both the retrieval mechanism and the synthesis capabilities of the LLM. Even with high-quality search results, agents can fail to synthesize information correctly if the prompt instructions are ambiguous or if the model suffers from hallucination during the summarization phase. The authors suggest that future agentic architectures should focus on better 'result evaluation' layers that act as a filter between raw search output and the final generation step to ensure higher factual accuracy.",{"title":33,"searchDepth":34,"depth":34,"links":7833},[7834,7835,7836],{"id":7790,"depth":34,"text":7791},{"id":7797,"depth":34,"text":7798},{"id":7827,"depth":34,"text":7828},[39],{"content_references":7839,"triage":7845},[7840],{"type":46,"title":7841,"author":7842,"url":7843,"context":7844},"Characterizing Web Search by Conversational LLM Agents: From Search Decisions and Strategies to Results and Responses","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.19244","cited",{"relevance":51,"novelty":52,"quality":51,"actionability":34,"composite":7846,"reasoning":7847},3.4,"Category: AI & LLMs. The article maps to the AI & LLMs category by analyzing how conversational LLM agents perform web searches, which is relevant for product builders looking to integrate AI into search functionalities. However, while it provides insights into search strategies, it lacks specific actionable frameworks or techniques that the audience could directly implement.","\u002Fsummaries\u002F54d5e7c22b8c0281-characterizing-web-search-by-conversational-llm-ag-summary","2026-09-19 03:10:35",{"title":7780,"description":33},{"loc":7848},"54d5e7c22b8c0281","summaries\u002F54d5e7c22b8c0281-characterizing-web-search-by-conversational-llm-ag-summary",[65,66,67],"This research analyzes how conversational LLM agents navigate web search, identifying distinct search strategies and the relationship between query formulation, search results, and final response quality.",[],"lg2v3Z8fXcuj4GpOiz2YcShUk9-kLuyv2aWKd7Yt2wM",{"id":7859,"title":7860,"ai":7861,"body":7866,"categories":7956,"created_at":40,"date_modified":40,"description":33,"extension":41,"faq":40,"featured":42,"kicker_label":40,"meta":7957,"navigation":55,"path":7964,"published_at":7965,"question":40,"scraped_at":7965,"seo":7966,"sitemap":7967,"source_id":7968,"source_name":61,"source_type":62,"source_url":7961,"stem":7969,"tags":7970,"thumbnail_url":40,"tldr":7971,"tweet":40,"unknown_tags":7972,"__hash__":7973},"summaries\u002Fsummaries\u002Fc9c36d9e98c5bf40-subagents-vs-agent-skills-for-long-horizon-tasks-summary.md","Subagents vs. Agent Skills for Long-Horizon Tasks",{"provider":7,"model":8,"input_tokens":7862,"output_tokens":7863,"processing_time_ms":7864,"cost_usd":7865},4039,725,3998,0.00209725,{"type":14,"value":7867,"toc":7949},[7868,7872,7883,7888,7891,7905,7909,7912,7924,7928,7931,7946],[17,7869,7871],{"id":7870},"architectural-trade-offs-in-agentic-systems","Architectural Trade-offs in Agentic Systems",[22,7873,7874,7875,7878,7879,7882],{},"The research investigates how to effectively structure AI agents for long-horizon tasks—complex objectives that require multi-step reasoning and execution over extended periods. The core tension lies between two primary paradigms: ",[7809,7876,7877],{},"Subagents"," and ",[7809,7880,7881],{},"Agent Skills",".",[7884,7885,7887],"h3",{"id":7886},"the-subagent-pattern-hierarchical-delegation","The Subagent Pattern: Hierarchical Delegation",[22,7889,7890],{},"Subagents function as independent, specialized agents invoked by a primary controller. This approach mimics a hierarchical management structure where the main agent delegates entire sub-tasks to a subagent that maintains its own context, prompt, and toolset.",[7803,7892,7893,7899],{},[7806,7894,7895,7898],{},[7809,7896,7897],{},"Advantages:"," High modularity and isolation. Each subagent can be optimized for a specific domain, reducing the cognitive load on the primary model.",[7806,7900,7901,7904],{},[7809,7902,7903],{},"Trade-offs:"," Significant overhead in context management and communication latency. Passing state between the controller and subagents can lead to information loss or \"context drift\" if not strictly managed.",[7884,7906,7908],{"id":7907},"the-agent-skill-pattern-reusable-procedural-knowledge","The Agent Skill Pattern: Reusable Procedural Knowledge",[22,7910,7911],{},"In contrast, the Agent Skill pattern treats complex operations as reusable, atomic functions or \"skills\" that the primary agent can call directly. This shifts the complexity from architectural hierarchy to the agent's internal reasoning capabilities.",[7803,7913,7914,7919],{},[7806,7915,7916,7918],{},[7809,7917,7897],{}," Lower latency and reduced context switching. Because skills are integrated into the primary agent's execution loop, the agent maintains a more coherent global state.",[7806,7920,7921,7923],{},[7809,7922,7903],{}," Requires a highly capable primary model that can effectively manage a large library of skills without becoming overwhelmed by the choice of which tool to invoke (the \"tool selection\" bottleneck).",[17,7925,7927],{"id":7926},"strategic-implementation-for-long-horizon-tasks","Strategic Implementation for Long-Horizon Tasks",[22,7929,7930],{},"The findings suggest that the choice between these two patterns should be dictated by the nature of the task:",[7932,7933,7934,7940],"ol",{},[7806,7935,7936,7939],{},[7809,7937,7938],{},"Task Complexity vs. Frequency:"," If a task is highly complex but rarely performed, the subagent pattern provides better isolation and debugging. If a task is a frequent, repeatable operation, encapsulating it as a skill is more efficient.",[7806,7941,7942,7945],{},[7809,7943,7944],{},"State Persistence:"," Long-horizon tasks often fail due to state corruption. The research highlights that skill-based architectures generally perform better when the task requires constant, real-time access to the global state, whereas subagents are superior for \"fire-and-forget\" sub-tasks that operate within a bounded context.",[22,7947,7948],{},"Ultimately, the authors argue that modern agentic systems should likely adopt a hybrid approach: using subagents for high-level planning and orchestration, while utilizing a library of optimized skills for the granular execution of repeated technical steps.",{"title":33,"searchDepth":34,"depth":34,"links":7950},[7951,7955],{"id":7870,"depth":34,"text":7871,"children":7952},[7953,7954],{"id":7886,"depth":52,"text":7887},{"id":7907,"depth":52,"text":7908},{"id":7926,"depth":34,"text":7927},[39],{"content_references":7958,"triage":7962},[7959],{"type":46,"title":7960,"url":7961,"context":48},"Subagents vs Agent Skills: Executing Reusable Knowledge for Long-Horizon Agentic Tasks","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.09233",{"relevance":50,"novelty":51,"quality":51,"actionability":52,"composite":53,"reasoning":7963},"Category: AI & LLMs. The article provides a deep analysis of architectural patterns for AI agents, specifically comparing subagents and agent skills, which directly addresses the audience's need for practical applications in building AI-powered products. It presents new insights into the trade-offs of each approach, although it lacks specific actionable frameworks for implementation.","\u002Fsummaries\u002Fc9c36d9e98c5bf40-subagents-vs-agent-skills-for-long-horizon-tasks-summary","2026-09-12 03:10:33",{"title":7860,"description":33},{"loc":7964},"c9c36d9e98c5bf40","summaries\u002Fc9c36d9e98c5bf40-subagents-vs-agent-skills-for-long-horizon-tasks-summary",[66,65,67],"The article evaluates architectural patterns for complex AI workflows, comparing the modularity of subagents against the efficiency of reusable agent skills in executing long-horizon tasks.",[],"U5q85NnLqwXnpRXoCeo2d04cYxrhXB84xoQtXZ4b6fw",{"id":7975,"title":7976,"ai":7977,"body":7982,"categories":8051,"created_at":40,"date_modified":40,"description":33,"extension":41,"faq":40,"featured":42,"kicker_label":40,"meta":8052,"navigation":55,"path":8059,"published_at":8060,"question":40,"scraped_at":8060,"seo":8061,"sitemap":8062,"source_id":8063,"source_name":61,"source_type":62,"source_url":8056,"stem":8064,"tags":8065,"thumbnail_url":40,"tldr":8066,"tweet":40,"unknown_tags":8067,"__hash__":8068},"summaries\u002Fsummaries\u002F76553c0aeeab697c-frameworks-for-securing-llm-agents-summary.md","Frameworks for Securing LLM Agents",{"provider":7,"model":8,"input_tokens":7978,"output_tokens":7979,"processing_time_ms":7980,"cost_usd":7981},4026,525,2731,0.001794,{"type":14,"value":7983,"toc":8044},[7984,7988,7991,7995,8006,8010,8017,8037,8041],[17,7985,7987],{"id":7986},"the-tripartite-safety-framework","The Tripartite Safety Framework",[22,7989,7990],{},"As LLM agents transition from chat interfaces to autonomous systems capable of executing actions, traditional prompt-based safety measures are insufficient. This survey proposes a structured approach to agent safety based on three pillars: specification, verification, and enforcement.",[7884,7992,7994],{"id":7993},"defining-and-verifying-agent-behavior","Defining and Verifying Agent Behavior",[22,7996,7997,7998,8001,8002,8005],{},"Safety begins with ",[7809,7999,8000],{},"specification",", which involves defining the boundaries of an agent's permissible actions. This requires moving beyond natural language instructions to formalize constraints. Once specified, ",[7809,8003,8004],{},"verification"," methods—such as static analysis of agent code or formal logic checking—are used to ensure that the agent's decision-making process adheres to these specifications before deployment. The goal is to mathematically or logically guarantee that an agent will not deviate from its intended operational parameters.",[7884,8007,8009],{"id":8008},"runtime-enforcement-and-guardrails","Runtime Enforcement and Guardrails",[22,8011,8012,8013,8016],{},"Because LLMs are inherently probabilistic, static verification is rarely enough. ",[7809,8014,8015],{},"Enforcement"," mechanisms act as a final layer of defense during execution. These include:",[7803,8018,8019,8025,8031],{},[7806,8020,8021,8024],{},[7809,8022,8023],{},"Sandboxing:"," Isolating the agent’s environment to prevent unauthorized system access.",[7806,8026,8027,8030],{},[7809,8028,8029],{},"Policy-based Guardrails:"," Implementing middleware that intercepts agent outputs and tool calls to validate them against safety policies in real-time.",[7806,8032,8033,8036],{},[7809,8034,8035],{},"Human-in-the-loop (HITL):"," Requiring explicit approval for high-stakes actions, effectively turning the agent into a co-pilot rather than a fully autonomous actor.",[17,8038,8040],{"id":8039},"moving-toward-production-ready-agents","Moving Toward Production-Ready Agents",[22,8042,8043],{},"The survey highlights that the primary challenge in agent safety is the tension between agent autonomy and system reliability. Developers must shift from relying on model alignment (training the model to be 'good') to architectural alignment (building systems that are 'safe by design'). This involves treating agents as software components that require the same rigorous testing, monitoring, and constraint-based design as any other critical infrastructure.",{"title":33,"searchDepth":34,"depth":34,"links":8045},[8046,8050],{"id":7986,"depth":34,"text":7987,"children":8047},[8048,8049],{"id":7993,"depth":52,"text":7994},{"id":8008,"depth":52,"text":8009},{"id":8039,"depth":34,"text":8040},[39],{"content_references":8053,"triage":8057},[8054],{"type":46,"title":8055,"url":8056,"context":7844},"Toward Safe LLM Agents: A Survey of Specification, Verification, and Enforcement","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.14590",{"relevance":50,"novelty":51,"quality":51,"actionability":52,"composite":53,"reasoning":8058},"Category: AI & LLMs. The article directly addresses the safety and security of LLM agents, which is crucial for developers building AI-powered products. It presents a structured approach to agent safety that includes specification, verification, and enforcement, providing valuable insights for practical implementation.","\u002Fsummaries\u002F76553c0aeeab697c-frameworks-for-securing-llm-agents-summary","2026-08-19 03:12:27",{"title":7976,"description":33},{"loc":8059},"76553c0aeeab697c","summaries\u002F76553c0aeeab697c-frameworks-for-securing-llm-agents-summary",[65,66,67],"Securing autonomous LLM agents requires a tripartite approach: formalizing behavioral specifications, verifying agent logic, and enforcing safety constraints during runtime.",[],"LppNLGLZwFEMqRYoPo7sm6lhaj8B4Y2PocRpepjXZhk",{"id":8070,"title":8071,"ai":8072,"body":8077,"categories":8125,"created_at":40,"date_modified":40,"description":33,"extension":41,"faq":40,"featured":42,"kicker_label":40,"meta":8126,"navigation":55,"path":8135,"published_at":8060,"question":40,"scraped_at":8060,"seo":8136,"sitemap":8137,"source_id":8138,"source_name":61,"source_type":62,"source_url":8131,"stem":8139,"tags":8140,"thumbnail_url":40,"tldr":8141,"tweet":40,"unknown_tags":8142,"__hash__":8143},"summaries\u002Fsummaries\u002F8cf1c1d3c301f570-modeling-error-propagation-in-multi-agent-llm-pipe-summary.md","Modeling Error Propagation in Multi-Agent LLM Pipelines",{"provider":7,"model":8,"input_tokens":8073,"output_tokens":8074,"processing_time_ms":8075,"cost_usd":8076},4078,542,2521,0.0018325,{"type":14,"value":8078,"toc":8120},[8079,8083,8086,8090,8093,8113,8117],[17,8080,8082],{"id":8081},"the-mechanics-of-error-propagation","The Mechanics of Error Propagation",[22,8084,8085],{},"In multi-agent systems, errors are rarely isolated. The paper introduces the 'Hallucination Snowball' concept, which models how an initial hallucination or logic error in one agent acts as a seed that propagates through subsequent agents in a pipeline. By framing these pipelines as state-transition systems, the authors demonstrate that each agent's output serves as the input state for the next, meaning errors are not just passed along—they are often amplified or compounded by the downstream agent's own processing logic.",[17,8087,8089],{"id":8088},"state-transition-analysis-for-reliability","State Transition Analysis for Reliability",[22,8091,8092],{},"To combat this, the authors propose treating agent workflows as formal state-transition models. This approach allows developers to:",[7803,8094,8095,8101,8107],{},[7806,8096,8097,8100],{},[7809,8098,8099],{},"Identify Critical Nodes:"," Pinpoint specific agents in a chain that are most likely to amplify existing errors.",[7806,8102,8103,8106],{},[7809,8104,8105],{},"Quantify Error Drift:"," Measure how far the final output deviates from the ground truth based on the number of transitions (agent steps) in the pipeline.",[7806,8108,8109,8112],{},[7809,8110,8111],{},"Implement Guardrails:"," Instead of relying on a single final validation step, developers should implement state-based verification at each transition point to 'reset' the error state before it snowballs into a critical failure.",[17,8114,8116],{"id":8115},"practical-implications-for-agentic-ai","Practical Implications for Agentic AI",[22,8118,8119],{},"The research suggests that as agent pipelines grow in complexity, the probability of a 'snowball' event approaches certainty without explicit error-correction mechanisms. The authors argue that current design patterns—which often prioritize chain-of-thought depth over state validation—are inherently fragile. Building robust agentic systems requires shifting from 'black-box' chaining to a 'state-aware' architecture where each agent is evaluated not just on its output, but on its ability to maintain state integrity throughout the pipeline.",{"title":33,"searchDepth":34,"depth":34,"links":8121},[8122,8123,8124],{"id":8081,"depth":34,"text":8082},{"id":8088,"depth":34,"text":8089},{"id":8115,"depth":34,"text":8116},[39],{"content_references":8127,"triage":8132},[8128],{"type":46,"title":8129,"author":8130,"url":8131,"context":7844},"The Hallucination Snowball: Modeling Error Propagation as State Transitions in Multi-Agent LLM Pipelines","Various","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.14588",{"relevance":50,"novelty":51,"quality":51,"actionability":51,"composite":8133,"reasoning":8134},4.35,"Category: AI & LLMs. The article provides a deep exploration of error propagation in multi-agent LLM pipelines, addressing a critical issue for developers working with AI systems. It offers actionable strategies, such as implementing state-based verification at each transition point, which can directly improve the reliability of AI-powered products.","\u002Fsummaries\u002F8cf1c1d3c301f570-modeling-error-propagation-in-multi-agent-llm-pipe-summary",{"title":8071,"description":33},{"loc":8135},"8cf1c1d3c301f570","summaries\u002F8cf1c1d3c301f570-modeling-error-propagation-in-multi-agent-llm-pipe-summary",[65,66,67],"The 'Hallucination Snowball' effect occurs when errors in multi-agent pipelines propagate through state transitions, compounding until the final output is unreliable. Managing this requires treating agent workflows as state-transition systems to identify and mitigate error accumulation.",[],"EDJwBKtNNOWXvZlA1CI0EpS6gNDVry-DpgVuP8hvSA8"]