[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-e789ccd080447f06-the-agent-incident-registry-a-framework-for-preven-summary":3,"summaries-facets-categories":130,"summary-related-e789ccd080447f06-the-agent-incident-registry-a-framework-for-preven-summary":7674},{"id":4,"title":5,"ai":6,"body":13,"categories":95,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":100,"navigation":113,"path":114,"published_at":115,"question":97,"scraped_at":115,"seo":116,"sitemap":117,"source_id":118,"source_name":119,"source_type":120,"source_url":106,"stem":121,"tags":122,"thumbnail_url":97,"tldr":127,"tweet":97,"unknown_tags":128,"__hash__":129},"summaries\u002Fsummaries\u002Fe789ccd080447f06-the-agent-incident-registry-a-framework-for-preven-summary.md","The Agent Incident Registry: A Framework for Preventing AI Failures",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4014,629,3856,0.001947,{"type":14,"value":15,"toc":88},"minimark",[16,21,25,29,32,55,58,62,65,85],[17,18,20],"h2",{"id":19},"the-case-for-systematic-incident-tracking","The Case for Systematic Incident Tracking",[22,23,24],"p",{},"As AI agents move from experimental sandboxes to production environments, the industry faces a critical challenge: the lack of a centralized mechanism to track, categorize, and learn from agent-specific failures. Unlike traditional software, where bugs are often deterministic, AI agent failures—such as infinite loops, unauthorized tool execution, or hallucinated reasoning paths—are frequently emergent and non-obvious. The Agent Incident Registry (AIR) is proposed as a foundational framework to bridge this gap, moving the field away from siloed debugging toward a collective intelligence model for safety and reliability.",[17,26,28],{"id":27},"taxonomy-of-agent-failures","Taxonomy of Agent Failures",[22,30,31],{},"The registry introduces a structured taxonomy to classify incidents, which allows for more effective root-cause analysis. By standardizing the reporting of failures, developers can move beyond anecdotal evidence to identify patterns in agent behavior. Key dimensions for classification include:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Execution Failures:"," Issues arising from tool-use, API integration, or environment interaction.",[36,44,45,48],{},[39,46,47],{},"Reasoning Failures:"," Errors in the agent's planning process, logic, or decision-making chain.",[36,50,51,54],{},[39,52,53],{},"Safety & Alignment Failures:"," Instances where the agent violates constraints or exhibits unintended behavior.",[22,56,57],{},"By mapping these failures to specific architectural patterns, the registry helps the community identify which agent frameworks or prompting strategies are most prone to specific categories of error.",[17,59,61],{"id":60},"collective-learning-and-prevention","Collective Learning and Prevention",[22,63,64],{},"The primary goal of the AIR is to shift the development lifecycle from reactive patching to proactive prevention. By providing a public, searchable database of incident reports, the framework enables:",[33,66,67,73,79],{},[36,68,69,72],{},[39,70,71],{},"Benchmarking:"," Developers can test new agent architectures against known failure modes to ensure they have addressed common pitfalls.",[36,74,75,78],{},[39,76,77],{},"Best Practices:"," The registry serves as a repository for \"lessons learned,\" helping teams implement guardrails and validation layers that have proven effective in similar contexts.",[36,80,81,84],{},[39,82,83],{},"Standardization:"," It encourages a common language for discussing agent reliability, which is essential for scaling AI systems in high-stakes domains.",[22,86,87],{},"Ultimately, the registry aims to treat agent failures as a shared engineering challenge rather than individual product bugs, fostering a more robust ecosystem for autonomous AI systems.",{"title":89,"searchDepth":90,"depth":90,"links":91},"",2,[92,93,94],{"id":19,"depth":90,"text":20},{"id":27,"depth":90,"text":28},{"id":60,"depth":90,"text":61},[96],"AI & LLMs",null,"md",false,{"content_references":101,"triage":108},[102],{"type":103,"title":104,"publisher":105,"url":106,"context":107},"paper","The Agent Incident Registry: Toward Preventing Repeated AI Agent Failures","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.11030","cited",{"relevance":109,"novelty":110,"quality":110,"actionability":110,"composite":111,"reasoning":112},5,4,4.35,"Category: AI & LLMs. The article presents a framework for preventing AI failures, which directly addresses the audience's need for practical applications in AI development. It introduces a structured approach to incident tracking that can help developers learn from past errors, making it actionable for those building AI-powered products.",true,"\u002Fsummaries\u002Fe789ccd080447f06-the-agent-incident-registry-a-framework-for-preven-summary","2026-09-13 03:09:05",{"title":5,"description":89},{"loc":114},"e789ccd080447f06","arXiv cs.AI","article","summaries\u002Fe789ccd080447f06-the-agent-incident-registry-a-framework-for-preven-summary",[123,124,125,126],"agents","research","machine-learning","ai-llms","The Agent Incident Registry (AIR) proposes a standardized, community-driven database to catalog and analyze AI agent failures, enabling developers to learn from past errors and prevent recurring systemic vulnerabilities.",[126],"crBIDNAgCsu43hOXZ2uZ3JLbSjzBcM_ZTAvRM3Y3dWI",[131,133,136,138,141,143,146,149,151,153,155,157,160,163,165,167,169,171,174,176,178,180,182,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,422,424,426,428,430,432,434,436,438,440,442,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,478,480,482,484,486,488,490,492,494,496,498,500,502,504,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,576,578,580,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,622,624,626,628,630,632,634,636,638,640,642,644,646,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,956,958,960,962,964,967,969,971,973,975,977,979,981,983,985,987,989,991,993,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672],{"categories":132},[96],{"categories":134},[135],"Developer Productivity",{"categories":137},[96],{"categories":139},[140],"Business & SaaS",{"categories":142},[96],{"categories":144},[145],"AI Automation",{"categories":147},[148],"Product Strategy",{"categories":150},[145],{"categories":152},[96],{"categories":154},[135],{"categories":156},[145],{"categories":158},[159],"Software Engineering",{"categories":161},[162],"Data Science & Visualization",{"categories":164},[96],{"categories":166},[140],{"categories":168},[],{"categories":170},[96],{"categories":172},[173],"Inference & Serving",{"categories":175},[96],{"categories":177},[96],{"categories":179},[145],{"categories":181},[],{"categories":183},[184],"AI News & Trends",{"categories":186},[162],{"categories":188},[145],{"categories":190},[96],{"categories":192},[96],{"categories":194},[96],{"categories":196},[140],{"categories":198},[135],{"categories":200},[96],{"categories":202},[145],{"categories":204},[184],{"categories":206},[96],{"categories":208},[145],{"categories":210},[145],{"categories":212},[96],{"categories":214},[96],{"categories":216},[145],{"categories":218},[96],{"categories":220},[96],{"categories":222},[96],{"categories":224},[140],{"categories":226},[145],{"categories":228},[184],{"categories":230},[96],{"categories":232},[96],{"categories":234},[96],{"categories":236},[],{"categories":238},[239],"Design & Frontend",{"categories":241},[96],{"categories":243},[162],{"categories":245},[96],{"categories":247},[184],{"categories":249},[96],{"categories":251},[96],{"categories":253},[96],{"categories":255},[],{"categories":257},[96],{"categories":259},[96],{"categories":261},[145],{"categories":263},[159],{"categories":265},[96],{"categories":267},[145],{"categories":269},[96],{"categories":271},[272],"Marketing & Growth",{"categories":274},[239],{"categories":276},[96],{"categories":278},[145],{"categories":280},[96],{"categories":282},[96],{"categories":284},[159],{"categories":286},[96],{"categories":288},[],{"categories":290},[],{"categories":292},[239],{"categories":294},[96],{"categories":296},[145],{"categories":298},[135],{"categories":300},[159],{"categories":302},[145],{"categories":304},[239],{"categories":306},[96],{"categories":308},[148],{"categories":310},[96],{"categories":312},[159],{"categories":314},[315],"DevOps & Cloud",{"categories":317},[145],{"categories":319},[148],{"categories":321},[184],{"categories":323},[96],{"categories":325},[],{"categories":327},[96],{"categories":329},[96],{"categories":331},[96],{"categories":333},[],{"categories":335},[145],{"categories":337},[159],{"categories":339},[],{"categories":341},[159],{"categories":343},[145],{"categories":345},[96],{"categories":347},[239],{"categories":349},[350],"Governance & Standards",{"categories":352},[140],{"categories":354},[],{"categories":356},[96],{"categories":358},[],{"categories":360},[96],{"categories":362},[96],{"categories":364},[145],{"categories":366},[145],{"categories":368},[96],{"categories":370},[96],{"categories":372},[145],{"categories":374},[96],{"categories":376},[96],{"categories":378},[96],{"categories":380},[],{"categories":382},[159],{"categories":384},[],{"categories":386},[],{"categories":388},[96],{"categories":390},[159],{"categories":392},[],{"categories":394},[159],{"categories":396},[96],{"categories":398},[145],{"categories":400},[96],{"categories":402},[272],{"categories":404},[96],{"categories":406},[96],{"categories":408},[96],{"categories":410},[239],{"categories":412},[239],{"categories":414},[96],{"categories":416},[159],{"categories":418},[145],{"categories":420},[421],"GovTech & Public-Sector Adoption",{"categories":423},[159],{"categories":425},[96],{"categories":427},[96],{"categories":429},[96],{"categories":431},[145],{"categories":433},[145],{"categories":435},[162],{"categories":437},[96],{"categories":439},[184],{"categories":441},[145],{"categories":443},[444],"Legal AI Tools",{"categories":446},[96],{"categories":448},[145],{"categories":450},[96],{"categories":452},[272],{"categories":454},[145],{"categories":456},[148],{"categories":458},[96],{"categories":460},[159],{"categories":462},[421],{"categories":464},[],{"categories":466},[145],{"categories":468},[],{"categories":470},[140],{"categories":472},[145],{"categories":474},[145],{"categories":476},[477],"RAG & Retrieval",{"categories":479},[140],{"categories":481},[96],{"categories":483},[159],{"categories":485},[159],{"categories":487},[315],{"categories":489},[239],{"categories":491},[145],{"categories":493},[96],{"categories":495},[96],{"categories":497},[96],{"categories":499},[96],{"categories":501},[],{"categories":503},[145],{"categories":505},[506],"Agents & Orchestration",{"categories":508},[159],{"categories":510},[96],{"categories":512},[],{"categories":514},[145],{"categories":516},[140],{"categories":518},[],{"categories":520},[96],{"categories":522},[],{"categories":524},[96],{"categories":526},[135],{"categories":528},[159],{"categories":530},[140],{"categories":532},[96],{"categories":534},[96],{"categories":536},[96],{"categories":538},[145],{"categories":540},[96],{"categories":542},[96],{"categories":544},[184],{"categories":546},[96],{"categories":548},[],{"categories":550},[96],{"categories":552},[96],{"categories":554},[],{"categories":556},[96],{"categories":558},[159],{"categories":560},[96],{"categories":562},[145],{"categories":564},[162],{"categories":566},[],{"categories":568},[96],{"categories":570},[96],{"categories":572},[239],{"categories":574},[575],"Models & Frontier Labs",{"categories":577},[],{"categories":579},[239],{"categories":581},[582],"Regulation & Governance of AI",{"categories":584},[148],{"categories":586},[145],{"categories":588},[],{"categories":590},[96],{"categories":592},[96],{"categories":594},[145],{"categories":596},[145],{"categories":598},[184],{"categories":600},[96],{"categories":602},[140],{"categories":604},[96],{"categories":606},[145],{"categories":608},[],{"categories":610},[159],{"categories":612},[145],{"categories":614},[96],{"categories":616},[148],{"categories":618},[96],{"categories":620},[621],"AI Policy & Regulation",{"categories":623},[],{"categories":625},[96],{"categories":627},[145],{"categories":629},[145],{"categories":631},[148],{"categories":633},[145],{"categories":635},[96],{"categories":637},[96],{"categories":639},[96],{"categories":641},[145],{"categories":643},[],{"categories":645},[162],{"categories":647},[648],"Evals & Reliability",{"categories":650},[96],{"categories":652},[96],{"categories":654},[],{"categories":656},[162],{"categories":658},[135],{"categories":660},[421],{"categories":662},[621],{"categories":664},[96],{"categories":666},[96],{"categories":668},[140],{"categories":670},[96],{"categories":672},[145],{"categories":674},[96],{"categories":676},[145],{"categories":678},[506],{"categories":680},[96],{"categories":682},[159],{"categories":684},[96],{"categories":686},[96],{"categories":688},[],{"categories":690},[239],{"categories":692},[],{"categories":694},[96],{"categories":696},[421],{"categories":698},[96],{"categories":700},[96],{"categories":702},[96],{"categories":704},[],{"categories":706},[96],{"categories":708},[239],{"categories":710},[159],{"categories":712},[],{"categories":714},[96],{"categories":716},[],{"categories":718},[145],{"categories":720},[96],{"categories":722},[239],{"categories":724},[],{"categories":726},[96],{"categories":728},[96],{"categories":730},[162],{"categories":732},[145],{"categories":734},[96],{"categories":736},[140],{"categories":738},[145],{"categories":740},[96],{"categories":742},[96],{"categories":744},[159],{"categories":746},[239],{"categories":748},[96],{"categories":750},[145],{"categories":752},[],{"categories":754},[159],{"categories":756},[145],{"categories":758},[162],{"categories":760},[],{"categories":762},[96],{"categories":764},[184],{"categories":766},[96],{"categories":768},[],{"categories":770},[96],{"categories":772},[96],{"categories":774},[96],{"categories":776},[140,272],{"categories":778},[],{"categories":780},[159],{"categories":782},[96],{"categories":784},[96],{"categories":786},[145],{"categories":788},[96],{"categories":790},[96],{"categories":792},[],{"categories":794},[],{"categories":796},[96],{"categories":798},[96],{"categories":800},[239],{"categories":802},[96],{"categories":804},[],{"categories":806},[96],{"categories":808},[315],{"categories":810},[],{"categories":812},[145],{"categories":814},[184],{"categories":816},[96],{"categories":818},[140],{"categories":820},[96],{"categories":822},[159],{"categories":824},[239],{"categories":826},[],{"categories":828},[96],{"categories":830},[184],{"categories":832},[96],{"categories":834},[173],{"categories":836},[96],{"categories":838},[96],{"categories":840},[145],{"categories":842},[184],{"categories":844},[575],{"categories":846},[96],{"categories":848},[272],{"categories":850},[],{"categories":852},[145],{"categories":854},[140],{"categories":856},[159],{"categories":858},[96],{"categories":860},[145],{"categories":862},[],{"categories":864},[96,315],{"categories":866},[96],{"categories":868},[96],{"categories":870},[96],{"categories":872},[145],{"categories":874},[96,159],{"categories":876},[162],{"categories":878},[96],{"categories":880},[96],{"categories":882},[96],{"categories":884},[159],{"categories":886},[96],{"categories":888},[145],{"categories":890},[145],{"categories":892},[621],{"categories":894},[272],{"categories":896},[96],{"categories":898},[145],{"categories":900},[96],{"categories":902},[96],{"categories":904},[145],{"categories":906},[],{"categories":908},[145],{"categories":910},[96],{"categories":912},[96],{"categories":914},[145],{"categories":916},[96],{"categories":918},[96,140],{"categories":920},[96],{"categories":922},[96],{"categories":924},[140],{"categories":926},[],{"categories":928},[239],{"categories":930},[239],{"categories":932},[96],{"categories":934},[],{"categories":936},[],{"categories":938},[96],{"categories":940},[184],{"categories":942},[],{"categories":944},[135],{"categories":946},[96],{"categories":948},[159],{"categories":950},[145],{"categories":952},[96],{"categories":954},[955],"Generative UI & Design-to-Code",{"categories":957},[96],{"categories":959},[96],{"categories":961},[239],{"categories":963},[96],{"categories":965},[966],"Algorithmic Accountability",{"categories":968},[145],{"categories":970},[159],{"categories":972},[184],{"categories":974},[239],{"categories":976},[96],{"categories":978},[],{"categories":980},[148],{"categories":982},[96],{"categories":984},[96],{"categories":986},[96],{"categories":988},[96],{"categories":990},[96],{"categories":992},[145],{"categories":994},[995],"MLOps & Infrastructure",{"categories":997},[96],{"categories":999},[96],{"categories":1001},[96],{"categories":1003},[96],{"categories":1005},[96],{"categories":1007},[159],{"categories":1009},[184],{"categories":1011},[96],{"categories":1013},[96],{"categories":1015},[148],{"categories":1017},[135],{"categories":1019},[96],{"categories":1021},[145],{"categories":1023},[315],{"categories":1025},[96],{"categories":1027},[140],{"categories":1029},[96],{"categories":1031},[239],{"categories":1033},[96],{"categories":1035},[148],{"categories":1037},[96],{"categories":1039},[145],{"categories":1041},[],{"categories":1043},[],{"categories":1045},[96],{"categories":1047},[173],{"categories":1049},[239],{"categories":1051},[184],{"categories":1053},[162],{"categories":1055},[],{"categories":1057},[96],{"categories":1059},[96],{"categories":1061},[140],{"categories":1063},[145],{"categories":1065},[96],{"categories":1067},[96],{"categories":1069},[96],{"categories":1071},[96],{"categories":1073},[96],{"categories":1075},[184],{"categories":1077},[173],{"categories":1079},[96],{"categories":1081},[239],{"categories":1083},[96],{"categories":1085},[],{"categories":1087},[145],{"categories":1089},[159],{"categories":1091},[],{"categories":1093},[96],{"categories":1095},[96],{"categories":1097},[145],{"categories":1099},[159],{"categories":1101},[96],{"categories":1103},[162],{"categories":1105},[239],{"categories":1107},[],{"categories":1109},[96],{"categories":1111},[],{"categories":1113},[96],{"categories":1115},[],{"categories":1117},[96],{"categories":1119},[96],{"categories":1121},[148],{"categories":1123},[140],{"categories":1125},[145],{"categories":1127},[145],{"categories":1129},[159],{"categories":1131},[],{"categories":1133},[96],{"categories":1135},[135],{"categories":1137},[96],{"categories":1139},[96],{"categories":1141},[140],{"categories":1143},[184],{"categories":1145},[135],{"categories":1147},[],{"categories":1149},[96],{"categories":1151},[],{"categories":1153},[96],{"categories":1155},[],{"categories":1157},[96],{"categories":1159},[184],{"categories":1161},[184],{"categories":1163},[],{"categories":1165},[506],{"categories":1167},[96],{"categories":1169},[239],{"categories":1171},[159],{"categories":1173},[],{"categories":1175},[444],{"categories":1177},[145],{"categories":1179},[145],{"categories":1181},[140],{"categories":1183},[96],{"categories":1185},[],{"categories":1187},[],{"categories":1189},[135],{"categories":1191},[162],{"categories":1193},[],{"categories":1195},[272],{"categories":1197},[145],{"categories":1199},[140],{"categories":1201},[145],{"categories":1203},[96],{"categories":1205},[140],{"categories":1207},[96],{"categories":1209},[159],{"categories":1211},[],{"categories":1213},[173],{"categories":1215},[148],{"categories":1217},[96],{"categories":1219},[239],{"categories":1221},[159],{"categories":1223},[140],{"categories":1225},[96],{"categories":1227},[159],{"categories":1229},[96],{"categories":1231},[145],{"categories":1233},[140],{"categories":1235},[96],{"categories":1237},[96],{"categories":1239},[96],{"categories":1241},[96],{"categories":1243},[96],{"categories":1245},[96],{"categories":1247},[],{"categories":1249},[],{"categories":1251},[159],{"categories":1253},[162],{"categories":1255},[148],{"categories":1257},[96],{"categories":1259},[145],{"categories":1261},[159],{"categories":1263},[159],{"categories":1265},[96],{"categories":1267},[],{"categories":1269},[96],{"categories":1271},[184],{"categories":1273},[148],{"categories":1275},[148],{"categories":1277},[159],{"categories":1279},[96],{"categories":1281},[648],{"categories":1283},[315],{"categories":1285},[],{"categories":1287},[145],{"categories":1289},[96],{"categories":1291},[135],{"categories":1293},[],{"categories":1295},[135],{"categories":1297},[],{"categories":1299},[96],{"categories":1301},[96],{"categories":1303},[96],{"categories":1305},[239],{"categories":1307},[272],{"categories":1309},[148],{"categories":1311},[96],{"categories":1313},[159],{"categories":1315},[96],{"categories":1317},[145],{"categories":1319},[],{"categories":1321},[159],{"categories":1323},[96],{"categories":1325},[135],{"categories":1327},[],{"categories":1329},[140],{"categories":1331},[96],{"categories":1333},[96],{"categories":1335},[184],{"categories":1337},[96,315],{"categories":1339},[96],{"categories":1341},[1342],"Design Systems for AI",{"categories":1344},[96],{"categories":1346},[96],{"categories":1348},[184],{"categories":1350},[96],{"categories":1352},[96],{"categories":1354},[96],{"categories":1356},[140],{"categories":1358},[96],{"categories":1360},[96],{"categories":1362},[96],{"categories":1364},[],{"categories":1366},[96],{"categories":1368},[96],{"categories":1370},[140],{"categories":1372},[96],{"categories":1374},[],{"categories":1376},[145],{"categories":1378},[145],{"categories":1380},[159],{"categories":1382},[96],{"categories":1384},[184],{"categories":1386},[159],{"categories":1388},[96],{"categories":1390},[239],{"categories":1392},[184],{"categories":1394},[162],{"categories":1396},[96],{"categories":1398},[96],{"categories":1400},[96],{"categories":1402},[96],{"categories":1404},[145],{"categories":1406},[135],{"categories":1408},[621],{"categories":1410},[96],{"categories":1412},[96],{"categories":1414},[145],{"categories":1416},[96],{"categories":1418},[159],{"categories":1420},[96],{"categories":1422},[159],{"categories":1424},[],{"categories":1426},[239],{"categories":1428},[],{"categories":1430},[96],{"categories":1432},[145],{"categories":1434},[148],{"categories":1436},[],{"categories":1438},[140],{"categories":1440},[96],{"categories":1442},[],{"categories":1444},[239],{"categories":1446},[159],{"categories":1448},[145],{"categories":1450},[159],{"categories":1452},[96],{"categories":1454},[239],{"categories":1456},[96],{"categories":1458},[159],{"categories":1460},[96],{"categories":1462},[96],{"categories":1464},[239],{"categories":1466},[],{"categories":1468},[],{"categories":1470},[184],{"categories":1472},[145],{"categories":1474},[145],{"categories":1476},[145],{"categories":1478},[96],{"categories":1480},[96],{"categories":1482},[96],{"categories":1484},[96],{"categories":1486},[96],{"categories":1488},[96],{"categories":1490},[140],{"categories":1492},[148],{"categories":1494},[96],{"categories":1496},[96],{"categories":1498},[],{"categories":1500},[159],{"categories":1502},[159],{"categories":1504},[96],{"categories":1506},[159],{"categories":1508},[140],{"categories":1510},[],{"categories":1512},[96],{"categories":1514},[96],{"categories":1516},[239],{"categories":1518},[96],{"categories":1520},[96],{"categories":1522},[96],{"categories":1524},[145],{"categories":1526},[135],{"categories":1528},[140],{"categories":1530},[96],{"categories":1532},[145],{"categories":1534},[184],{"categories":1536},[145],{"categories":1538},[173],{"categories":1540},[272],{"categories":1542},[96],{"categories":1544},[145],{"categories":1546},[96],{"categories":1548},[96],{"categories":1550},[96],{"categories":1552},[],{"categories":1554},[239],{"categories":1556},[],{"categories":1558},[96],{"categories":1560},[96],{"categories":1562},[],{"categories":1564},[96],{"categories":1566},[159],{"categories":1568},[140],{"categories":1570},[1571],"Visual & Generative Media",{"categories":1573},[145],{"categories":1575},[],{"categories":1577},[96],{"categories":1579},[96],{"categories":1581},[159],{"categories":1583},[96],{"categories":1585},[315],{"categories":1587},[96],{"categories":1589},[162],{"categories":1591},[621],{"categories":1593},[159],{"categories":1595},[272],{"categories":1597},[96],{"categories":1599},[148],{"categories":1601},[239],{"categories":1603},[96],{"categories":1605},[96],{"categories":1607},[159],{"categories":1609},[145],{"categories":1611},[96],{"categories":1613},[],{"categories":1615},[],{"categories":1617},[145],{"categories":1619},[159],{"categories":1621},[135],{"categories":1623},[145],{"categories":1625},[575],{"categories":1627},[96],{"categories":1629},[148],{"categories":1631},[96],{"categories":1633},[140],{"categories":1635},[],{"categories":1637},[96],{"categories":1639},[148],{"categories":1641},[96],{"categories":1643},[96],{"categories":1645},[96],{"categories":1647},[148],{"categories":1649},[96],{"categories":1651},[96],{"categories":1653},[272],{"categories":1655},[96],{"categories":1657},[506],{"categories":1659},[159],{"categories":1661},[145],{"categories":1663},[96],{"categories":1665},[145],{"categories":1667},[96],{"categories":1669},[96],{"categories":1671},[145],{"categories":1673},[96],{"categories":1675},[96],{"categories":1677},[96],{"categories":1679},[145],{"categories":1681},[96],{"categories":1683},[239],{"categories":1685},[145],{"categories":1687},[],{"categories":1689},[145],{"categories":1691},[96],{"categories":1693},[],{"categories":1695},[315],{"categories":1697},[159],{"categories":1699},[],{"categories":1701},[575],{"categories":1703},[96],{"categories":1705},[145],{"categories":1707},[145],{"categories":1709},[96],{"categories":1711},[239,96],{"categories":1713},[96],{"categories":1715},[135],{"categories":1717},[96],{"categories":1719},[145],{"categories":1721},[239],{"categories":1723},[],{"categories":1725},[96],{"categories":1727},[135],{"categories":1729},[96],{"categories":1731},[1732],"Medical Imaging & Radiology",{"categories":1734},[96],{"categories":1736},[96],{"categories":1738},[96],{"categories":1740},[239],{"categories":1742},[145],{"categories":1744},[145],{"categories":1746},[159],{"categories":1748},[],{"categories":1750},[96],{"categories":1752},[96],{"categories":1754},[96],{"categories":1756},[],{"categories":1758},[],{"categories":1760},[96],{"categories":1762},[96],{"categories":1764},[506],{"categories":1766},[96],{"categories":1768},[135],{"categories":1770},[96],{"categories":1772},[96],{"categories":1774},[],{"categories":1776},[145],{"categories":1778},[96],{"categories":1780},[148],{"categories":1782},[159],{"categories":1784},[96],{"categories":1786},[145],{"categories":1788},[506],{"categories":1790},[96],{"categories":1792},[145],{"categories":1794},[96],{"categories":1796},[96],{"categories":1798},[96],{"categories":1800},[96],{"categories":1802},[239],{"categories":1804},[145],{"categories":1806},[315],{"categories":1808},[239],{"categories":1810},[140],{"categories":1812},[145],{"categories":1814},[184],{"categories":1816},[96],{"categories":1818},[96],{"categories":1820},[148],{"categories":1822},[96],{"categories":1824},[96],{"categories":1826},[96],{"categories":1828},[96],{"categories":1830},[96],{"categories":1832},[145],{"categories":1834},[96],{"categories":1836},[159],{"categories":1838},[159],{"categories":1840},[96],{"categories":1842},[148],{"categories":1844},[],{"categories":1846},[184],{"categories":1848},[],{"categories":1850},[148],{"categories":1852},[145],{"categories":1854},[96],{"categories":1856},[96],{"categories":1858},[145],{"categories":1860},[96],{"categories":1862},[1342],{"categories":1864},[96],{"categories":1866},[1342],{"categories":1868},[239],{"categories":1870},[96],{"categories":1872},[96],{"categories":1874},[96],{"categories":1876},[145],{"categories":1878},[159],{"categories":1880},[239],{"categories":1882},[145],{"categories":1884},[184],{"categories":1886},[],{"categories":1888},[96],{"categories":1890},[],{"categories":1892},[96],{"categories":1894},[96],{"categories":1896},[145],{"categories":1898},[96],{"categories":1900},[96],{"categories":1902},[96],{"categories":1904},[145],{"categories":1906},[1907],"Contract Review & E-Discovery",{"categories":1909},[96],{"categories":1911},[239],{"categories":1913},[96],{"categories":1915},[135],{"categories":1917},[96],{"categories":1919},[184],{"categories":1921},[96],{"categories":1923},[96],{"categories":1925},[272],{"categories":1927},[159],{"categories":1929},[145],{"categories":1931},[96],{"categories":1933},[96],{"categories":1935},[96],{"categories":1937},[145],{"categories":1939},[145],{"categories":1941},[966],{"categories":1943},[96],{"categories":1945},[96],{"categories":1947},[145],{"categories":1949},[145],{"categories":1951},[96],{"categories":1953},[96],{"categories":1955},[96],{"categories":1957},[145],{"categories":1959},[96],{"categories":1961},[159],{"categories":1963},[96],{"categories":1965},[506],{"categories":1967},[477],{"categories":1969},[96],{"categories":1971},[145],{"categories":1973},[96],{"categories":1975},[1976],"Law-Firm Practice & Adoption",{"categories":1978},[96],{"categories":1980},[145],{"categories":1982},[239],{"categories":1984},[96],{"categories":1986},[96],{"categories":1988},[96],{"categories":1990},[],{"categories":1992},[159],{"categories":1994},[],{"categories":1996},[159],{"categories":1998},[96],{"categories":2000},[],{"categories":2002},[159],{"categories":2004},[145],{"categories":2006},[135],{"categories":2008},[315],{"categories":2010},[96],{"categories":2012},[],{"categories":2014},[96],{"categories":2016},[135],{"categories":2018},[145],{"categories":2020},[140],{"categories":2022},[96],{"categories":2024},[272],{"categories":2026},[96],{"categories":2028},[],{"categories":2030},[140],{"categories":2032},[145],{"categories":2034},[140],{"categories":2036},[],{"categories":2038},[96],{"categories":2040},[148],{"categories":2042},[96],{"categories":2044},[159],{"categories":2046},[],{"categories":2048},[],{"categories":2050},[],{"categories":2052},[],{"categories":2054},[96],{"categories":2056},[148],{"categories":2058},[145],{"categories":2060},[315],{"categories":2062},[96],{"categories":2064},[135],{"categories":2066},[159],{"categories":2068},[96],{"categories":2070},[96],{"categories":2072},[159],{"categories":2074},[148],{"categories":2076},[96],{"categories":2078},[96],{"categories":2080},[96],{"categories":2082},[995],{"categories":2084},[96],{"categories":2086},[159],{"categories":2088},[96],{"categories":2090},[272],{"categories":2092},[159],{"categories":2094},[140],{"categories":2096},[96],{"categories":2098},[96],{"categories":2100},[96],{"categories":2102},[239],{"categories":2104},[96],{"categories":2106},[96],{"categories":2108},[96],{"categories":2110},[96],{"categories":2112},[140],{"categories":2114},[145],{"categories":2116},[96,135],{"categories":2118},[96],{"categories":2120},[506],{"categories":2122},[96],{"categories":2124},[96],{"categories":2126},[159],{"categories":2128},[96],{"categories":2130},[159],{"categories":2132},[239],{"categories":2134},[145],{"categories":2136},[145],{"categories":2138},[159],{"categories":2140},[96],{"categories":2142},[145],{"categories":2144},[96],{"categories":2146},[96],{"categories":2148},[],{"categories":2150},[],{"categories":2152},[96],{"categories":2154},[162],{"categories":2156},[96],{"categories":2158},[96],{"categories":2160},[239],{"categories":2162},[145],{"categories":2164},[],{"categories":2166},[96],{"categories":2168},[96],{"categories":2170},[140],{"categories":2172},[159],{"categories":2174},[162],{"categories":2176},[184],{"categories":2178},[148],{"categories":2180},[239],{"categories":2182},[96],{"categories":2184},[145],{"categories":2186},[96],{"categories":2188},[159],{"categories":2190},[],{"categories":2192},[145],{"categories":2194},[145],{"categories":2196},[96],{"categories":2198},[96],{"categories":2200},[96],{"categories":2202},[96],{"categories":2204},[96],{"categories":2206},[96],{"categories":2208},[],{"categories":2210},[145],{"categories":2212},[96],{"categories":2214},[96],{"categories":2216},[96],{"categories":2218},[],{"categories":2220},[145],{"categories":2222},[145],{"categories":2224},[96],{"categories":2226},[96],{"categories":2228},[140],{"categories":2230},[96],{"categories":2232},[96],{"categories":2234},[],{"categories":2236},[135],{"categories":2238},[96],{"categories":2240},[96],{"categories":2242},[96],{"categories":2244},[239],{"categories":2246},[96],{"categories":2248},[159],{"categories":2250},[96],{"categories":2252},[135],{"categories":2254},[96],{"categories":2256},[159],{"categories":2258},[272],{"categories":2260},[159],{"categories":2262},[145],{"categories":2264},[145],{"categories":2266},[96],{"categories":2268},[96],{"categories":2270},[96,239],{"categories":2272},[96],{"categories":2274},[145],{"categories":2276},[184],{"categories":2278},[96],{"categories":2280},[184],{"categories":2282},[145],{"categories":2284},[239],{"categories":2286},[96],{"categories":2288},[],{"categories":2290},[159],{"categories":2292},[315],{"categories":2294},[239],{"categories":2296},[159],{"categories":2298},[96],{"categories":2300},[148],{"categories":2302},[96],{"categories":2304},[96],{"categories":2306},[145],{"categories":2308},[],{"categories":2310},[],{"categories":2312},[96],{"categories":2314},[],{"categories":2316},[],{"categories":2318},[148],{"categories":2320},[159],{"categories":2322},[96],{"categories":2324},[96],{"categories":2326},[145],{"categories":2328},[96],{"categories":2330},[145],{"categories":2332},[140],{"categories":2334},[145],{"categories":2336},[315],{"categories":2338},[96],{"categories":2340},[96],{"categories":2342},[96],{"categories":2344},[173],{"categories":2346},[96],{"categories":2348},[96],{"categories":2350},[96],{"categories":2352},[96],{"categories":2354},[159],{"categories":2356},[145],{"categories":2358},[96],{"categories":2360},[96],{"categories":2362},[96],{"categories":2364},[159],{"categories":2366},[444],{"categories":2368},[145],{"categories":2370},[966],{"categories":2372},[],{"categories":2374},[145],{"categories":2376},[239],{"categories":2378},[1976],{"categories":2380},[159],{"categories":2382},[],{"categories":2384},[145],{"categories":2386},[],{"categories":2388},[96],{"categories":2390},[145],{"categories":2392},[],{"categories":2394},[],{"categories":2396},[96],{"categories":2398},[96],{"categories":2400},[272],{"categories":2402},[96],{"categories":2404},[272],{"categories":2406},[96],{"categories":2408},[145],{"categories":2410},[96],{"categories":2412},[96],{"categories":2414},[162],{"categories":2416},[96],{"categories":2418},[159],{"categories":2420},[148],{"categories":2422},[],{"categories":2424},[96],{"categories":2426},[96],{"categories":2428},[96],{"categories":2430},[159],{"categories":2432},[96],{"categories":2434},[1907],{"categories":2436},[96],{"categories":2438},[239],{"categories":2440},[239],{"categories":2442},[96],{"categories":2444},[145],{"categories":2446},[135],{"categories":2448},[96],{"categories":2450},[96],{"categories":2452},[96],{"categories":2454},[96],{"categories":2456},[239],{"categories":2458},[239],{"categories":2460},[145],{"categories":2462},[145],{"categories":2464},[145],{"categories":2466},[96],{"categories":2468},[96],{"categories":2470},[96],{"categories":2472},[145],{"categories":2474},[],{"categories":2476},[96],{"categories":2478},[],{"categories":2480},[239],{"categories":2482},[2483],"Interaction & Product Design",{"categories":2485},[96],{"categories":2487},[145],{"categories":2489},[159],{"categories":2491},[350],{"categories":2493},[184],{"categories":2495},[159],{"categories":2497},[96],{"categories":2499},[148],{"categories":2501},[96],{"categories":2503},[96],{"categories":2505},[159],{"categories":2507},[96],{"categories":2509},[135],{"categories":2511},[145],{"categories":2513},[96],{"categories":2515},[],{"categories":2517},[145],{"categories":2519},[145],{"categories":2521},[145],{"categories":2523},[],{"categories":2525},[159],{"categories":2527},[96],{"categories":2529},[145],{"categories":2531},[135],{"categories":2533},[2483],{"categories":2535},[96],{"categories":2537},[135],{"categories":2539},[135],{"categories":2541},[96],{"categories":2543},[],{"categories":2545},[96],{"categories":2547},[145],{"categories":2549},[159],{"categories":2551},[],{"categories":2553},[145],{"categories":2555},[148],{"categories":2557},[184],{"categories":2559},[96],{"categories":2561},[145],{"categories":2563},[96],{"categories":2565},[145],{"categories":2567},[145],{"categories":2569},[96],{"categories":2571},[96],{"categories":2573},[184],{"categories":2575},[162],{"categories":2577},[96],{"categories":2579},[148],{"categories":2581},[159],{"categories":2583},[2584],"Coding Agents & Dev Productivity",{"categories":2586},[184],{"categories":2588},[239],{"categories":2590},[96],{"categories":2592},[96],{"categories":2594},[],{"categories":2596},[96],{"categories":2598},[96],{"categories":2600},[966],{"categories":2602},[],{"categories":2604},[96],{"categories":2606},[96],{"categories":2608},[315],{"categories":2610},[96],{"categories":2612},[184],{"categories":2614},[],{"categories":2616},[],{"categories":2618},[96],{"categories":2620},[],{"categories":2622},[145],{"categories":2624},[96],{"categories":2626},[145],{"categories":2628},[],{"categories":2630},[159],{"categories":2632},[159],{"categories":2634},[96],{"categories":2636},[162],{"categories":2638},[],{"categories":2640},[96],{"categories":2642},[96],{"categories":2644},[96],{"categories":2646},[162],{"categories":2648},[159],{"categories":2650},[145],{"categories":2652},[],{"categories":2654},[],{"categories":2656},[96],{"categories":2658},[96],{"categories":2660},[96],{"categories":2662},[96],{"categories":2664},[145],{"categories":2666},[145],{"categories":2668},[421],{"categories":2670},[159],{"categories":2672},[148],{"categories":2674},[159],{"categories":2676},[145],{"categories":2678},[184],{"categories":2680},[184],{"categories":2682},[145],{"categories":2684},[145],{"categories":2686},[96],{"categories":2688},[135],{"categories":2690},[2483],{"categories":2692},[148],{"categories":2694},[96,315],{"categories":2696},[162],{"categories":2698},[],{"categories":2700},[239],{"categories":2702},[145],{"categories":2704},[159],{"categories":2706},[135],{"categories":2708},[96],{"categories":2710},[145],{"categories":2712},[2713],"The Designer's Role & Craft",{"categories":2715},[239],{"categories":2717},[],{"categories":2719},[145],{"categories":2721},[96],{"categories":2723},[145],{"categories":2725},[145],{"categories":2727},[96],{"categories":2729},[272],{"categories":2731},[96],{"categories":2733},[159],{"categories":2735},[145],{"categories":2737},[96],{"categories":2739},[239],{"categories":2741},[96],{"categories":2743},[],{"categories":2745},[145],{"categories":2747},[239],{"categories":2749},[148],{"categories":2751},[96],{"categories":2753},[145],{"categories":2755},[96],{"categories":2757},[96],{"categories":2759},[96],{"categories":2761},[2762],"AI UX Patterns",{"categories":2764},[145],{"categories":2766},[145],{"categories":2768},[145],{"categories":2770},[96],{"categories":2772},[145],{"categories":2774},[272],{"categories":2776},[162],{"categories":2778},[96],{"categories":2780},[145],{"categories":2782},[96],{"categories":2784},[1342],{"categories":2786},[],{"categories":2788},[272],{"categories":2790},[145],{"categories":2792},[184],{"categories":2794},[159],{"categories":2796},[96],{"categories":2798},[145],{"categories":2800},[],{"categories":2802},[],{"categories":2804},[96],{"categories":2806},[96],{"categories":2808},[145],{"categories":2810},[96],{"categories":2812},[145],{"categories":2814},[421],{"categories":2816},[239],{"categories":2818},[96],{"categories":2820},[184],{"categories":2822},[159],{"categories":2824},[96],{"categories":2826},[145],{"categories":2828},[145],{"categories":2830},[],{"categories":2832},[96],{"categories":2834},[],{"categories":2836},[96],{"categories":2838},[],{"categories":2840},[96],{"categories":2842},[96],{"categories":2844},[96],{"categories":2846},[145],{"categories":2848},[96],{"categories":2850},[159],{"categories":2852},[],{"categories":2854},[],{"categories":2856},[162],{"categories":2858},[173],{"categories":2860},[96],{"categories":2862},[96],{"categories":2864},[96],{"categories":2866},[162],{"categories":2868},[162],{"categories":2870},[96],{"categories":2872},[96],{"categories":2874},[184],{"categories":2876},[96],{"categories":2878},[96],{"categories":2880},[96],{"categories":2882},[145],{"categories":2884},[96],{"categories":2886},[96],{"categories":2888},[145],{"categories":2890},[96],{"categories":2892},[96],{"categories":2894},[96],{"categories":2896},[145],{"categories":2898},[],{"categories":2900},[96],{"categories":2902},[],{"categories":2904},[96],{"categories":2906},[96],{"categories":2908},[315],{"categories":2910},[96],{"categories":2912},[],{"categories":2914},[],{"categories":2916},[239],{"categories":2918},[995],{"categories":2920},[145],{"categories":2922},[135],{"categories":2924},[2713],{"categories":2926},[],{"categories":2928},[],{"categories":2930},[96],{"categories":2932},[],{"categories":2934},[],{"categories":2936},[159],{"categories":2938},[184],{"categories":2940},[272],{"categories":2942},[162],{"categories":2944},[145],{"categories":2946},[140],{"categories":2948},[96],{"categories":2950},[96],{"categories":2952},[140],{"categories":2954},[],{"categories":2956},[239],{"categories":2958},[148],{"categories":2960},[96],{"categories":2962},[96],{"categories":2964},[145],{"categories":2966},[140],{"categories":2968},[96],{"categories":2970},[96],{"categories":2972},[135],{"categories":2974},[96],{"categories":2976},[96],{"categories":2978},[],{"categories":2980},[135],{"categories":2982},[96],{"categories":2984},[272],{"categories":2986},[96],{"categories":2988},[159],{"categories":2990},[145],{"categories":2992},[184],{"categories":2994},[96],{"categories":2996},[159],{"categories":2998},[96],{"categories":3000},[96],{"categories":3002},[96],{"categories":3004},[96],{"categories":3006},[140],{"categories":3008},[96],{"categories":3010},[96],{"categories":3012},[96],{"categories":3014},[145],{"categories":3016},[96],{"categories":3018},[96],{"categories":3020},[],{"categories":3022},[96],{"categories":3024},[159],{"categories":3026},[135],{"categories":3028},[96],{"categories":3030},[96],{"categories":3032},[239],{"categories":3034},[96],{"categories":3036},[],{"categories":3038},[96],{"categories":3040},[506],{"categories":3042},[145],{"categories":3044},[140],{"categories":3046},[96],{"categories":3048},[184],{"categories":3050},[96],{"categories":3052},[96],{"categories":3054},[],{"categories":3056},[140],{"categories":3058},[140],{"categories":3060},[96],{"categories":3062},[96],{"categories":3064},[148],{"categories":3066},[96],{"categories":3068},[96],{"categories":3070},[96],{"categories":3072},[96],{"categories":3074},[159],{"categories":3076},[162],{"categories":3078},[159],{"categories":3080},[96],{"categories":3082},[],{"categories":3084},[96],{"categories":3086},[159],{"categories":3088},[96],{"categories":3090},[159],{"categories":3092},[145],{"categories":3094},[621],{"categories":3096},[],{"categories":3098},[],{"categories":3100},[96],{"categories":3102},[184],{"categories":3104},[],{"categories":3106},[315],{"categories":3108},[96],{"categories":3110},[96],{"categories":3112},[96],{"categories":3114},[239],{"categories":3116},[955],{"categories":3118},[],{"categories":3120},[96],{"categories":3122},[96],{"categories":3124},[96],{"categories":3126},[159],{"categories":3128},[96],{"categories":3130},[96],{"categories":3132},[96],{"categories":3134},[96],{"categories":3136},[96,315],{"categories":3138},[96],{"categories":3140},[96],{"categories":3142},[239],{"categories":3144},[145],{"categories":3146},[],{"categories":3148},[145],{"categories":3150},[145],{"categories":3152},[96],{"categories":3154},[96],{"categories":3156},[96],{"categories":3158},[96],{"categories":3160},[96],{"categories":3162},[162],{"categories":3164},[96],{"categories":3166},[96],{"categories":3168},[2762],{"categories":3170},[135],{"categories":3172},[96],{"categories":3174},[162],{"categories":3176},[135],{"categories":3178},[159],{"categories":3180},[239],{"categories":3182},[145],{"categories":3184},[96],{"categories":3186},[96],{"categories":3188},[],{"categories":3190},[140],{"categories":3192},[96],{"categories":3194},[96],{"categories":3196},[184],{"categories":3198},[96],{"categories":3200},[96],{"categories":3202},[96],{"categories":3204},[145],{"categories":3206},[96],{"categories":3208},[96],{"categories":3210},[239],{"categories":3212},[96],{"categories":3214},[140],{"categories":3216},[],{"categories":3218},[315],{"categories":3220},[96],{"categories":3222},[421],{"categories":3224},[239],{"categories":3226},[239],{"categories":3228},[159],{"categories":3230},[145],{"categories":3232},[96],{"categories":3234},[140],{"categories":3236},[184],{"categories":3238},[96],{"categories":3240},[96],{"categories":3242},[96],{"categories":3244},[239],{"categories":3246},[145],{"categories":3248},[96],{"categories":3250},[145],{"categories":3252},[96],{"categories":3254},[145],{"categories":3256},[96],{"categories":3258},[575],{"categories":3260},[96],{"categories":3262},[145],{"categories":3264},[],{"categories":3266},[96],{"categories":3268},[96],{"categories":3270},[96],{"categories":3272},[96],{"categories":3274},[145],{"categories":3276},[],{"categories":3278},[],{"categories":3280},[96],{"categories":3282},[96],{"categories":3284},[145],{"categories":3286},[96],{"categories":3288},[96],{"categories":3290},[96],{"categories":3292},[159],{"categories":3294},[96],{"categories":3296},[96],{"categories":3298},[145],{"categories":3300},[96],{"categories":3302},[96],{"categories":3304},[96],{"categories":3306},[96],{"categories":3308},[96],{"categories":3310},[],{"categories":3312},[159],{"categories":3314},[162],{"categories":3316},[96],{"categories":3318},[145],{"categories":3320},[145],{"categories":3322},[96],{"categories":3324},[96],{"categories":3326},[],{"categories":3328},[],{"categories":3330},[96],{"categories":3332},[96],{"categories":3334},[96],{"categories":3336},[184],{"categories":3338},[162],{"categories":3340},[],{"categories":3342},[96],{"categories":3344},[239],{"categories":3346},[96],{"categories":3348},[96],{"categories":3350},[315],{"categories":3352},[1976],{"categories":3354},[96],{"categories":3356},[184],{"categories":3358},[159],{"categories":3360},[96],{"categories":3362},[159],{"categories":3364},[159],{"categories":3366},[96],{"categories":3368},[96],{"categories":3370},[159],{"categories":3372},[184],{"categories":3374},[184],{"categories":3376},[315],{"categories":3378},[145],{"categories":3380},[],{"categories":3382},[184],{"categories":3384},[140],{"categories":3386},[96],{"categories":3388},[145],{"categories":3390},[135],{"categories":3392},[159],{"categories":3394},[96],{"categories":3396},[140],{"categories":3398},[184],{"categories":3400},[],{"categories":3402},[96],{"categories":3404},[159],{"categories":3406},[96],{"categories":3408},[159],{"categories":3410},[162],{"categories":3412},[96],{"categories":3414},[184],{"categories":3416},[96],{"categories":3418},[159],{"categories":3420},[145],{"categories":3422},[145],{"categories":3424},[184],{"categories":3426},[145],{"categories":3428},[315],{"categories":3430},[145],{"categories":3432},[96],{"categories":3434},[96],{"categories":3436},[96],{"categories":3438},[96],{"categories":3440},[96],{"categories":3442},[159],{"categories":3444},[96],{"categories":3446},[],{"categories":3448},[145],{"categories":3450},[140],{"categories":3452},[159],{"categories":3454},[],{"categories":3456},[],{"categories":3458},[96],{"categories":3460},[145],{"categories":3462},[96],{"categories":3464},[96],{"categories":3466},[96],{"categories":3468},[3469],"Frameworks & Tooling",{"categories":3471},[96],{"categories":3473},[96],{"categories":3475},[159],{"categories":3477},[96],{"categories":3479},[96],{"categories":3481},[],{"categories":3483},[162],{"categories":3485},[162],{"categories":3487},[96],{"categories":3489},[135],{"categories":3491},[96],{"categories":3493},[145],{"categories":3495},[96],{"categories":3497},[239],{"categories":3499},[],{"categories":3501},[1976],{"categories":3503},[96],{"categories":3505},[159],{"categories":3507},[96],{"categories":3509},[315],{"categories":3511},[315],{"categories":3513},[],{"categories":3515},[96],{"categories":3517},[145],{"categories":3519},[145],{"categories":3521},[96],{"categories":3523},[96],{"categories":3525},[184],{"categories":3527},[145],{"categories":3529},[184],{"categories":3531},[96],{"categories":3533},[145],{"categories":3535},[],{"categories":3537},[239],{"categories":3539},[96],{"categories":3541},[96],{"categories":3543},[],{"categories":3545},[96],{"categories":3547},[145],{"categories":3549},[96],{"categories":3551},[96],{"categories":3553},[96],{"categories":3555},[],{"categories":3557},[140],{"categories":3559},[159],{"categories":3561},[96],{"categories":3563},[159],{"categories":3565},[315],{"categories":3567},[96],{"categories":3569},[96],{"categories":3571},[96],{"categories":3573},[159],{"categories":3575},[96],{"categories":3577},[140],{"categories":3579},[96],{"categories":3581},[1976],{"categories":3583},[],{"categories":3585},[145],{"categories":3587},[135],{"categories":3589},[96],{"categories":3591},[135],{"categories":3593},[96],{"categories":3595},[],{"categories":3597},[145],{"categories":3599},[96],{"categories":3601},[96],{"categories":3603},[3604],"AI Design Tooling",{"categories":3606},[239],{"categories":3608},[96],{"categories":3610},[96],{"categories":3612},[159],{"categories":3614},[239],{"categories":3616},[96],{"categories":3618},[96],{"categories":3620},[159],{"categories":3622},[145],{"categories":3624},[184],{"categories":3626},[148],{"categories":3628},[159],{"categories":3630},[96],{"categories":3632},[96],{"categories":3634},[96],{"categories":3636},[145],{"categories":3638},[96],{"categories":3640},[],{"categories":3642},[145],{"categories":3644},[96],{"categories":3646},[96],{"categories":3648},[145],{"categories":3650},[96],{"categories":3652},[96],{"categories":3654},[96],{"categories":3656},[145],{"categories":3658},[],{"categories":3660},[145],{"categories":3662},[3469],{"categories":3664},[96],{"categories":3666},[96],{"categories":3668},[145],{"categories":3670},[145],{"categories":3672},[159],{"categories":3674},[159],{"categories":3676},[96],{"categories":3678},[96],{"categories":3680},[],{"categories":3682},[159],{"categories":3684},[96],{"categories":3686},[96],{"categories":3688},[145],{"categories":3690},[140],{"categories":3692},[96],{"categories":3694},[],{"categories":3696},[96],{"categories":3698},[96],{"categories":3700},[2483],{"categories":3702},[],{"categories":3704},[96],{"categories":3706},[96],{"categories":3708},[96],{"categories":3710},[96],{"categories":3712},[239],{"categories":3714},[96],{"categories":3716},[],{"categories":3718},[96],{"categories":3720},[96],{"categories":3722},[96],{"categories":3724},[96],{"categories":3726},[272],{"categories":3728},[184],{"categories":3730},[96],{"categories":3732},[96],{"categories":3734},[1976],{"categories":3736},[96],{"categories":3738},[135],{"categories":3740},[96],{"categories":3742},[96],{"categories":3744},[162],{"categories":3746},[145],{"categories":3748},[96],{"categories":3750},[96],{"categories":3752},[184],{"categories":3754},[145],{"categories":3756},[],{"categories":3758},[96],{"categories":3760},[96],{"categories":3762},[239],{"categories":3764},[96],{"categories":3766},[272],{"categories":3768},[145],{"categories":3770},[96],{"categories":3772},[145],{"categories":3774},[96],{"categories":3776},[],{"categories":3778},[],{"categories":3780},[],{"categories":3782},[135],{"categories":3784},[184],{"categories":3786},[145],{"categories":3788},[96],{"categories":3790},[96],{"categories":3792},[96],{"categories":3794},[96],{"categories":3796},[444],{"categories":3798},[239],{"categories":3800},[145],{"categories":3802},[96],{"categories":3804},[],{"categories":3806},[96],{"categories":3808},[145],{"categories":3810},[145],{"categories":3812},[],{"categories":3814},[96],{"categories":3816},[145],{"categories":3818},[96],{"categories":3820},[],{"categories":3822},[96],{"categories":3824},[96],{"categories":3826},[96],{"categories":3828},[184],{"categories":3830},[239],{"categories":3832},[145],{"categories":3834},[239],{"categories":3836},[145],{"categories":3838},[96],{"categories":3840},[140],{"categories":3842},[],{"categories":3844},[],{"categories":3846},[96],{"categories":3848},[96],{"categories":3850},[96],{"categories":3852},[135],{"categories":3854},[96],{"categories":3856},[145],{"categories":3858},[184],{"categories":3860},[],{"categories":3862},[239],{"categories":3864},[145],{"categories":3866},[],{"categories":3868},[159],{"categories":3870},[96],{"categories":3872},[159],{"categories":3874},[239],{"categories":3876},[159],{"categories":3878},[96],{"categories":3880},[],{"categories":3882},[96],{"categories":3884},[96],{"categories":3886},[145],{"categories":3888},[],{"categories":3890},[96],{"categories":3892},[96],{"categories":3894},[272],{"categories":3896},[96],{"categories":3898},[96],{"categories":3900},[96],{"categories":3902},[315],{"categories":3904},[159],{"categories":3906},[96],{"categories":3908},[145],{"categories":3910},[],{"categories":3912},[96],{"categories":3914},[145],{"categories":3916},[96],{"categories":3918},[135],{"categories":3920},[575],{"categories":3922},[96],{"categories":3924},[96],{"categories":3926},[96],{"categories":3928},[145],{"categories":3930},[96],{"categories":3932},[145],{"categories":3934},[96],{"categories":3936},[96],{"categories":3938},[96],{"categories":3940},[145],{"categories":3942},[148],{"categories":3944},[96],{"categories":3946},[96],{"categories":3948},[],{"categories":3950},[96],{"categories":3952},[96],{"categories":3954},[135],{"categories":3956},[96],{"categories":3958},[140],{"categories":3960},[159],{"categories":3962},[239],{"categories":3964},[],{"categories":3966},[96],{"categories":3968},[],{"categories":3970},[145],{"categories":3972},[96],{"categories":3974},[145],{"categories":3976},[],{"categories":3978},[145],{"categories":3980},[96],{"categories":3982},[159],{"categories":3984},[239],{"categories":3986},[184],{"categories":3988},[96],{"categories":3990},[184],{"categories":3992},[145],{"categories":3994},[96],{"categories":3996},[239],{"categories":3998},[96],{"categories":4000},[],{"categories":4002},[96],{"categories":4004},[173],{"categories":4006},[145],{"categories":4008},[96],{"categories":4010},[239],{"categories":4012},[184],{"categories":4014},[96],{"categories":4016},[140],{"categories":4018},[159],{"categories":4020},[96],{"categories":4022},[96],{"categories":4024},[96],{"categories":4026},[96],{"categories":4028},[96],{"categories":4030},[184],{"categories":4032},[159],{"categories":4034},[272],{"categories":4036},[],{"categories":4038},[],{"categories":4040},[162],{"categories":4042},[506],{"categories":4044},[96],{"categories":4046},[145],{"categories":4048},[96,159],{"categories":4050},[184],{"categories":4052},[96],{"categories":4054},[96],{"categories":4056},[96],{"categories":4058},[96],{"categories":4060},[96],{"categories":4062},[96],{"categories":4064},[96],{"categories":4066},[145],{"categories":4068},[96],{"categories":4070},[96],{"categories":4072},[145],{"categories":4074},[96],{"categories":4076},[96],{"categories":4078},[96],{"categories":4080},[],{"categories":4082},[96],{"categories":4084},[1342],{"categories":4086},[159],{"categories":4088},[239],{"categories":4090},[96],{"categories":4092},[96],{"categories":4094},[96],{"categories":4096},[96],{"categories":4098},[162],{"categories":4100},[145],{"categories":4102},[272],{"categories":4104},[315],{"categories":4106},[],{"categories":4108},[159],{"categories":4110},[96],{"categories":4112},[140],{"categories":4114},[145],{"categories":4116},[96],{"categories":4118},[135],{"categories":4120},[145],{"categories":4122},[96],{"categories":4124},[145],{"categories":4126},[145],{"categories":4128},[148],{"categories":4130},[159],{"categories":4132},[96],{"categories":4134},[96],{"categories":4136},[],{"categories":4138},[],{"categories":4140},[],{"categories":4142},[315],{"categories":4144},[96],{"categories":4146},[184],{"categories":4148},[96],{"categories":4150},[96],{"categories":4152},[96],{"categories":4154},[96],{"categories":4156},[159],{"categories":4158},[96],{"categories":4160},[],{"categories":4162},[96],{"categories":4164},[162],{"categories":4166},[140],{"categories":4168},[145],{"categories":4170},[96],{"categories":4172},[],{"categories":4174},[96],{"categories":4176},[145],{"categories":4178},[159],{"categories":4180},[96],{"categories":4182},[96],{"categories":4184},[96],{"categories":4186},[315],{"categories":4188},[],{"categories":4190},[239],{"categories":4192},[239],{"categories":4194},[96],{"categories":4196},[145],{"categories":4198},[],{"categories":4200},[159],{"categories":4202},[96],{"categories":4204},[239],{"categories":4206},[96],{"categories":4208},[140],{"categories":4210},[145],{"categories":4212},[96],{"categories":4214},[],{"categories":4216},[184],{"categories":4218},[96],{"categories":4220},[96],{"categories":4222},[96],{"categories":4224},[96],{"categories":4226},[96],{"categories":4228},[239],{"categories":4230},[145],{"categories":4232},[184],{"categories":4234},[],{"categories":4236},[145],{"categories":4238},[96],{"categories":4240},[140],{"categories":4242},[145],{"categories":4244},[239],{"categories":4246},[96],{"categories":4248},[96],{"categories":4250},[96],{"categories":4252},[506],{"categories":4254},[96],{"categories":4256},[145],{"categories":4258},[],{"categories":4260},[96],{"categories":4262},[96],{"categories":4264},[315],{"categories":4266},[184],{"categories":4268},[162],{"categories":4270},[621],{"categories":4272},[162],{"categories":4274},[162],{"categories":4276},[96],{"categories":4278},[],{"categories":4280},[],{"categories":4282},[],{"categories":4284},[145],{"categories":4286},[96],{"categories":4288},[96],{"categories":4290},[145],{"categories":4292},[145],{"categories":4294},[159],{"categories":4296},[96],{"categories":4298},[477],{"categories":4300},[159],{"categories":4302},[96],{"categories":4304},[145],{"categories":4306},[96],{"categories":4308},[96],{"categories":4310},[96],{"categories":4312},[140],{"categories":4314},[96],{"categories":4316},[96],{"categories":4318},[96],{"categories":4320},[96],{"categories":4322},[145],{"categories":4324},[148],{"categories":4326},[96],{"categories":4328},[],{"categories":4330},[],{"categories":4332},[96],{"categories":4334},[],{"categories":4336},[96],{"categories":4338},[145],{"categories":4340},[239],{"categories":4342},[96],{"categories":4344},[96],{"categories":4346},[145],{"categories":4348},[],{"categories":4350},[145],{"categories":4352},[96],{"categories":4354},[96],{"categories":4356},[148],{"categories":4358},[96],{"categories":4360},[239],{"categories":4362},[96],{"categories":4364},[145],{"categories":4366},[140],{"categories":4368},[96],{"categories":4370},[96],{"categories":4372},[96],{"categories":4374},[272],{"categories":4376},[145],{"categories":4378},[96],{"categories":4380},[96],{"categories":4382},[96],{"categories":4384},[955],{"categories":4386},[96],{"categories":4388},[145],{"categories":4390},[96],{"categories":4392},[159],{"categories":4394},[96],{"categories":4396},[575],{"categories":4398},[239],{"categories":4400},[],{"categories":4402},[96],{"categories":4404},[96],{"categories":4406},[184],{"categories":4408},[506],{"categories":4410},[145],{"categories":4412},[96],{"categories":4414},[],{"categories":4416},[184],{"categories":4418},[421],{"categories":4420},[145],{"categories":4422},[145],{"categories":4424},[145],{"categories":4426},[96],{"categories":4428},[96],{"categories":4430},[145],{"categories":4432},[96],{"categories":4434},[],{"categories":4436},[140],{"categories":4438},[96],{"categories":4440},[239],{"categories":4442},[140],{"categories":4444},[145],{"categories":4446},[159],{"categories":4448},[],{"categories":4450},[159],{"categories":4452},[96],{"categories":4454},[96],{"categories":4456},[135],{"categories":4458},[96],{"categories":4460},[184],{"categories":4462},[315],{"categories":4464},[173],{"categories":4466},[145],{"categories":4468},[145],{"categories":4470},[96],{"categories":4472},[96],{"categories":4474},[145],{"categories":4476},[96],{"categories":4478},[135],{"categories":4480},[],{"categories":4482},[145],{"categories":4484},[96],{"categories":4486},[96],{"categories":4488},[96],{"categories":4490},[145],{"categories":4492},[96],{"categories":4494},[],{"categories":4496},[96],{"categories":4498},[],{"categories":4500},[239],{"categories":4502},[145],{"categories":4504},[145],{"categories":4506},[96,140],{"categories":4508},[145],{"categories":4510},[96],{"categories":4512},[],{"categories":4514},[135],{"categories":4516},[162],{"categories":4518},[140],{"categories":4520},[145],{"categories":4522},[96],{"categories":4524},[159],{"categories":4526},[96],{"categories":4528},[96],{"categories":4530},[145],{"categories":4532},[96],{"categories":4534},[96],{"categories":4536},[96],{"categories":4538},[184],{"categories":4540},[1342],{"categories":4542},[145],{"categories":4544},[96],{"categories":4546},[],{"categories":4548},[],{"categories":4550},[96],{"categories":4552},[145],{"categories":4554},[96],{"categories":4556},[96],{"categories":4558},[315],{"categories":4560},[],{"categories":4562},[96],{"categories":4564},[145],{"categories":4566},[173],{"categories":4568},[145],{"categories":4570},[96],{"categories":4572},[506],{"categories":4574},[],{"categories":4576},[444],{"categories":4578},[96],{"categories":4580},[145],{"categories":4582},[96],{"categories":4584},[96],{"categories":4586},[96],{"categories":4588},[272],{"categories":4590},[96],{"categories":4592},[145],{"categories":4594},[96],{"categories":4596},[162],{"categories":4598},[148],{"categories":4600},[145],{"categories":4602},[96],{"categories":4604},[506],{"categories":4606},[96],{"categories":4608},[315],{"categories":4610},[140],{"categories":4612},[],{"categories":4614},[96],{"categories":4616},[96],{"categories":4618},[272],{"categories":4620},[239],{"categories":4622},[96],{"categories":4624},[96],{"categories":4626},[96],{"categories":4628},[],{"categories":4630},[272],{"categories":4632},[184],{"categories":4634},[96],{"categories":4636},[96],{"categories":4638},[96],{"categories":4640},[621],{"categories":4642},[135],{"categories":4644},[96],{"categories":4646},[148],{"categories":4648},[96],{"categories":4650},[96],{"categories":4652},[],{"categories":4654},[],{"categories":4656},[239],{"categories":4658},[96],{"categories":4660},[96],{"categories":4662},[162],{"categories":4664},[272],{"categories":4666},[145],{"categories":4668},[96],{"categories":4670},[96],{"categories":4672},[272],{"categories":4674},[140],{"categories":4676},[184],{"categories":4678},[96],{"categories":4680},[],{"categories":4682},[96],{"categories":4684},[96],{"categories":4686},[],{"categories":4688},[96],{"categories":4690},[96],{"categories":4692},[648],{"categories":4694},[96],{"categories":4696},[96],{"categories":4698},[145],{"categories":4700},[159],{"categories":4702},[506],{"categories":4704},[96],{"categories":4706},[140],{"categories":4708},[96],{"categories":4710},[96],{"categories":4712},[],{"categories":4714},[96,159],{"categories":4716},[184],{"categories":4718},[145],{"categories":4720},[159],{"categories":4722},[145],{"categories":4724},[995],{"categories":4726},[159],{"categories":4728},[159],{"categories":4730},[145],{"categories":4732},[96],{"categories":4734},[135],{"categories":4736},[96],{"categories":4738},[],{"categories":4740},[],{"categories":4742},[145],{"categories":4744},[96],{"categories":4746},[159],{"categories":4748},[145],{"categories":4750},[96],{"categories":4752},[135],{"categories":4754},[159],{"categories":4756},[159],{"categories":4758},[96],{"categories":4760},[272],{"categories":4762},[96],{"categories":4764},[96],{"categories":4766},[159],{"categories":4768},[96],{"categories":4770},[],{"categories":4772},[96],{"categories":4774},[96],{"categories":4776},[239,96],{"categories":4778},[315],{"categories":4780},[135],{"categories":4782},[96],{"categories":4784},[],{"categories":4786},[96],{"categories":4788},[96],{"categories":4790},[140],{"categories":4792},[96],{"categories":4794},[140],{"categories":4796},[96],{"categories":4798},[96],{"categories":4800},[421],{"categories":4802},[96],{"categories":4804},[140],{"categories":4806},[159],{"categories":4808},[162],{"categories":4810},[145],{"categories":4812},[96],{"categories":4814},[159],{"categories":4816},[96],{"categories":4818},[96],{"categories":4820},[184],{"categories":4822},[96],{"categories":4824},[272],{"categories":4826},[239],{"categories":4828},[96],{"categories":4830},[96],{"categories":4832},[148],{"categories":4834},[96],{"categories":4836},[96],{"categories":4838},[135],{"categories":4840},[96],{"categories":4842},[145],{"categories":4844},[145],{"categories":4846},[159],{"categories":4848},[96],{"categories":4850},[184],{"categories":4852},[159],{"categories":4854},[159],{"categories":4856},[96],{"categories":4858},[96],{"categories":4860},[],{"categories":4862},[],{"categories":4864},[162],{"categories":4866},[96],{"categories":4868},[159],{"categories":4870},[96],{"categories":4872},[239],{"categories":4874},[506],{"categories":4876},[444],{"categories":4878},[421],{"categories":4880},[96],{"categories":4882},[96],{"categories":4884},[159],{"categories":4886},[96],{"categories":4888},[162],{"categories":4890},[96],{"categories":4892},[96],{"categories":4894},[96],{"categories":4896},[96],{"categories":4898},[96],{"categories":4900},[96],{"categories":4902},[96],{"categories":4904},[145],{"categories":4906},[135],{"categories":4908},[145],{"categories":4910},[96,140],{"categories":4912},[],{"categories":4914},[239],{"categories":4916},[],{"categories":4918},[148],{"categories":4920},[96],{"categories":4922},[184],{"categories":4924},[135],{"categories":4926},[96],{"categories":4928},[135],{"categories":4930},[145],{"categories":4932},[162],{"categories":4934},[145],{"categories":4936},[140],{"categories":4938},[148],{"categories":4940},[96],{"categories":4942},[145],{"categories":4944},[96],{"categories":4946},[96],{"categories":4948},[96],{"categories":4950},[140],{"categories":4952},[145],{"categories":4954},[159],{"categories":4956},[272],{"categories":4958},[96],{"categories":4960},[96],{"categories":4962},[],{"categories":4964},[184],{"categories":4966},[96],{"categories":4968},[96],{"categories":4970},[96],{"categories":4972},[96],{"categories":4974},[96],{"categories":4976},[96],{"categories":4978},[159],{"categories":4980},[184],{"categories":4982},[159],{"categories":4984},[159],{"categories":4986},[96],{"categories":4988},[96],{"categories":4990},[96],{"categories":4992},[96],{"categories":4994},[444],{"categories":4996},[96],{"categories":4998},[145],{"categories":5000},[145],{"categories":5002},[184],{"categories":5004},[96],{"categories":5006},[96],{"categories":5008},[96],{"categories":5010},[145],{"categories":5012},[96],{"categories":5014},[96],{"categories":5016},[96],{"categories":5018},[3469],{"categories":5020},[5021],"Clinical AI",{"categories":5023},[239],{"categories":5025},[96],{"categories":5027},[96],{"categories":5029},[96],{"categories":5031},[96],{"categories":5033},[315],{"categories":5035},[2762],{"categories":5037},[96],{"categories":5039},[148],{"categories":5041},[239],{"categories":5043},[96],{"categories":5045},[145],{"categories":5047},[96],{"categories":5049},[96],{"categories":5051},[184],{"categories":5053},[96],{"categories":5055},[145],{"categories":5057},[159],{"categories":5059},[272],{"categories":5061},[96],{"categories":5063},[96],{"categories":5065},[140],{"categories":5067},[96],{"categories":5069},[96],{"categories":5071},[575],{"categories":5073},[96],{"categories":5075},[],{"categories":5077},[145],{"categories":5079},[96],{"categories":5081},[159],{"categories":5083},[135],{"categories":5085},[96],{"categories":5087},[],{"categories":5089},[],{"categories":5091},[96],{"categories":5093},[],{"categories":5095},[140],{"categories":5097},[96],{"categories":5099},[96],{"categories":5101},[145],{"categories":5103},[145],{"categories":5105},[96],{"categories":5107},[184],{"categories":5109},[184],{"categories":5111},[184],{"categories":5113},[184],{"categories":5115},[],{"categories":5117},[135],{"categories":5119},[145],{"categories":5121},[184],{"categories":5123},[96],{"categories":5125},[648],{"categories":5127},[148],{"categories":5129},[145],{"categories":5131},[96],{"categories":5133},[135],{"categories":5135},[96],{"categories":5137},[145],{"categories":5139},[96],{"categories":5141},[96],{"categories":5143},[96],{"categories":5145},[96],{"categories":5147},[96],{"categories":5149},[96,145],{"categories":5151},[145],{"categories":5153},[315],{"categories":5155},[184],{"categories":5157},[145],{"categories":5159},[184],{"categories":5161},[145],{"categories":5163},[96],{"categories":5165},[],{"categories":5167},[184],{"categories":5169},[272],{"categories":5171},[135],{"categories":5173},[96],{"categories":5175},[96],{"categories":5177},[],{"categories":5179},[159],{"categories":5181},[],{"categories":5183},[135],{"categories":5185},[145],{"categories":5187},[184],{"categories":5189},[96],{"categories":5191},[184],{"categories":5193},[135],{"categories":5195},[184],{"categories":5197},[184],{"categories":5199},[],{"categories":5201},[140],{"categories":5203},[145],{"categories":5205},[184],{"categories":5207},[184],{"categories":5209},[184],{"categories":5211},[184],{"categories":5213},[184],{"categories":5215},[184],{"categories":5217},[184],{"categories":5219},[184],{"categories":5221},[184],{"categories":5223},[184],{"categories":5225},[162],{"categories":5227},[135],{"categories":5229},[96],{"categories":5231},[96],{"categories":5233},[145],{"categories":5235},[145],{"categories":5237},[],{"categories":5239},[96],{"categories":5241},[96,135],{"categories":5243},[],{"categories":5245},[145],{"categories":5247},[96],{"categories":5249},[184],{"categories":5251},[145],{"categories":5253},[145],{"categories":5255},[995],{"categories":5257},[96],{"categories":5259},[96],{"categories":5261},[96],{"categories":5263},[96],{"categories":5265},[148],{"categories":5267},[96],{"categories":5269},[96],{"categories":5271},[421],{"categories":5273},[96],{"categories":5275},[96],{"categories":5277},[145],{"categories":5279},[96],{"categories":5281},[96],{"categories":5283},[96],{"categories":5285},[140],{"categories":5287},[148],{"categories":5289},[145],{"categories":5291},[145],{"categories":5293},[],{"categories":5295},[145],{"categories":5297},[239],{"categories":5299},[184],{"categories":5301},[96],{"categories":5303},[],{"categories":5305},[96],{"categories":5307},[148],{"categories":5309},[],{"categories":5311},[159],{"categories":5313},[96],{"categories":5315},[145],{"categories":5317},[239],{"categories":5319},[96],{"categories":5321},[96],{"categories":5323},[],{"categories":5325},[96],{"categories":5327},[96],{"categories":5329},[],{"categories":5331},[272],{"categories":5333},[96],{"categories":5335},[145],{"categories":5337},[],{"categories":5339},[],{"categories":5341},[184],{"categories":5343},[135],{"categories":5345},[96],{"categories":5347},[96],{"categories":5349},[140],{"categories":5351},[96],{"categories":5353},[96],{"categories":5355},[145],{"categories":5357},[96],{"categories":5359},[140],{"categories":5361},[140],{"categories":5363},[239],{"categories":5365},[],{"categories":5367},[96],{"categories":5369},[184],{"categories":5371},[],{"categories":5373},[96],{"categories":5375},[96],{"categories":5377},[239],{"categories":5379},[96],{"categories":5381},[96],{"categories":5383},[272],{"categories":5385},[96],{"categories":5387},[315],{"categories":5389},[],{"categories":5391},[145],{"categories":5393},[96],{"categories":5395},[272],{"categories":5397},[159],{"categories":5399},[],{"categories":5401},[96],{"categories":5403},[],{"categories":5405},[145],{"categories":5407},[239],{"categories":5409},[159],{"categories":5411},[],{"categories":5413},[3469],{"categories":5415},[140],{"categories":5417},[135],{"categories":5419},[96],{"categories":5421},[145],{"categories":5423},[162],{"categories":5425},[145],{"categories":5427},[96],{"categories":5429},[239],{"categories":5431},[96],{"categories":5433},[96],{"categories":5435},[159],{"categories":5437},[],{"categories":5439},[],{"categories":5441},[96],{"categories":5443},[135],{"categories":5445},[96],{"categories":5447},[272],{"categories":5449},[],{"categories":5451},[145],{"categories":5453},[145],{"categories":5455},[96],{"categories":5457},[145],{"categories":5459},[96],{"categories":5461},[184],{"categories":5463},[96],{"categories":5465},[159],{"categories":5467},[96],{"categories":5469},[145],{"categories":5471},[148],{"categories":5473},[96],{"categories":5475},[96],{"categories":5477},[96],{"categories":5479},[96],{"categories":5481},[145],{"categories":5483},[96],{"categories":5485},[148],{"categories":5487},[272],{"categories":5489},[184],{"categories":5491},[],{"categories":5493},[272],{"categories":5495},[96],{"categories":5497},[],{"categories":5499},[159],{"categories":5501},[145],{"categories":5503},[],{"categories":5505},[96],{"categories":5507},[96],{"categories":5509},[96],{"categories":5511},[96],{"categories":5513},[96],{"categories":5515},[145],{"categories":5517},[140],{"categories":5519},[135],{"categories":5521},[96],{"categories":5523},[96],{"categories":5525},[145],{"categories":5527},[96],{"categories":5529},[239],{"categories":5531},[159],{"categories":5533},[159],{"categories":5535},[96],{"categories":5537},[162],{"categories":5539},[145],{"categories":5541},[96],{"categories":5543},[96],{"categories":5545},[145],{"categories":5547},[96],{"categories":5549},[96],{"categories":5551},[96],{"categories":5553},[145],{"categories":5555},[140],{"categories":5557},[96],{"categories":5559},[239],{"categories":5561},[159],{"categories":5563},[145],{"categories":5565},[96],{"categories":5567},[148],{"categories":5569},[96],{"categories":5571},[148],{"categories":5573},[145],{"categories":5575},[96],{"categories":5577},[96],{"categories":5579},[184],{"categories":5581},[96],{"categories":5583},[],{"categories":5585},[135],{"categories":5587},[96],{"categories":5589},[96],{"categories":5591},[96],{"categories":5593},[159],{"categories":5595},[159],{"categories":5597},[96],{"categories":5599},[159],{"categories":5601},[96],{"categories":5603},[145],{"categories":5605},[96],{"categories":5607},[96],{"categories":5609},[96],{"categories":5611},[96],{"categories":5613},[96],{"categories":5615},[],{"categories":5617},[96],{"categories":5619},[239],{"categories":5621},[145],{"categories":5623},[140],{"categories":5625},[184],{"categories":5627},[96],{"categories":5629},[145],{"categories":5631},[96],{"categories":5633},[145],{"categories":5635},[96],{"categories":5637},[96],{"categories":5639},[239],{"categories":5641},[145],{"categories":5643},[96],{"categories":5645},[272],{"categories":5647},[140],{"categories":5649},[96],{"categories":5651},[162],{"categories":5653},[96],{"categories":5655},[96],{"categories":5657},[184],{"categories":5659},[96],{"categories":5661},[96],{"categories":5663},[96],{"categories":5665},[96],{"categories":5667},[145],{"categories":5669},[315],{"categories":5671},[96],{"categories":5673},[159],{"categories":5675},[145],{"categories":5677},[162],{"categories":5679},[],{"categories":5681},[145],{"categories":5683},[159],{"categories":5685},[96],{"categories":5687},[96],{"categories":5689},[96],{"categories":5691},[2584],{"categories":5693},[96],{"categories":5695},[239],{"categories":5697},[350],{"categories":5699},[96],{"categories":5701},[96],{"categories":5703},[96],{"categories":5705},[96],{"categories":5707},[96],{"categories":5709},[135],{"categories":5711},[145],{"categories":5713},[96],{"categories":5715},[96],{"categories":5717},[159],{"categories":5719},[140],{"categories":5721},[96],{"categories":5723},[159],{"categories":5725},[96],{"categories":5727},[],{"categories":5729},[145],{"categories":5731},[145],{"categories":5733},[96],{"categories":5735},[96],{"categories":5737},[96],{"categories":5739},[162],{"categories":5741},[],{"categories":5743},[184],{"categories":5745},[],{"categories":5747},[184],{"categories":5749},[96],{"categories":5751},[96],{"categories":5753},[96],{"categories":5755},[145],{"categories":5757},[96],{"categories":5759},[145],{"categories":5761},[145],{"categories":5763},[],{"categories":5765},[96],{"categories":5767},[184],{"categories":5769},[96],{"categories":5771},[],{"categories":5773},[96],{"categories":5775},[96],{"categories":5777},[],{"categories":5779},[96],{"categories":5781},[96],{"categories":5783},[239],{"categories":5785},[159],{"categories":5787},[145],{"categories":5789},[96],{"categories":5791},[96],{"categories":5793},[96],{"categories":5795},[96],{"categories":5797},[96],{"categories":5799},[272],{"categories":5801},[96],{"categories":5803},[96],{"categories":5805},[96],{"categories":5807},[135],{"categories":5809},[96],{"categories":5811},[96],{"categories":5813},[],{"categories":5815},[96],{"categories":5817},[96],{"categories":5819},[96],{"categories":5821},[],{"categories":5823},[145],{"categories":5825},[135],{"categories":5827},[96],{"categories":5829},[96],{"categories":5831},[96],{"categories":5833},[96],{"categories":5835},[184],{"categories":5837},[96],{"categories":5839},[159],{"categories":5841},[148],{"categories":5843},[145],{"categories":5845},[506],{"categories":5847},[96],{"categories":5849},[96],{"categories":5851},[96],{"categories":5853},[159],{"categories":5855},[184],{"categories":5857},[239],{"categories":5859},[96],{"categories":5861},[96],{"categories":5863},[96],{"categories":5865},[96],{"categories":5867},[96],{"categories":5869},[96],{"categories":5871},[184],{"categories":5873},[96],{"categories":5875},[239],{"categories":5877},[96],{"categories":5879},[96],{"categories":5881},[184],{"categories":5883},[239],{"categories":5885},[96],{"categories":5887},[184],{"categories":5889},[96],{"categories":5891},[145],{"categories":5893},[145],{"categories":5895},[145],{"categories":5897},[96],{"categories":5899},[159],{"categories":5901},[184],{"categories":5903},[145],{"categories":5905},[145],{"categories":5907},[96],{"categories":5909},[159],{"categories":5911},[239],{"categories":5913},[96],{"categories":5915},[96],{"categories":5917},[145],{"categories":5919},[96],{"categories":5921},[],{"categories":5923},[145],{"categories":5925},[],{"categories":5927},[96],{"categories":5929},[96],{"categories":5931},[],{"categories":5933},[],{"categories":5935},[145],{"categories":5937},[140],{"categories":5939},[145],{"categories":5941},[5942],"Liability & Ethics",{"categories":5944},[96],{"categories":5946},[96],{"categories":5948},[96],{"categories":5950},[145],{"categories":5952},[135],{"categories":5954},[145],{"categories":5956},[140],{"categories":5958},[272],{"categories":5960},[96],{"categories":5962},[145],{"categories":5964},[96],{"categories":5966},[96],{"categories":5968},[96],{"categories":5970},[],{"categories":5972},[621],{"categories":5974},[145],{"categories":5976},[],{"categories":5978},[96],{"categories":5980},[135],{"categories":5982},[145],{"categories":5984},[96],{"categories":5986},[],{"categories":5988},[145],{"categories":5990},[96],{"categories":5992},[96],{"categories":5994},[159],{"categories":5996},[96],{"categories":5998},[184],{"categories":6000},[96],{"categories":6002},[96],{"categories":6004},[148],{"categories":6006},[96],{"categories":6008},[145],{"categories":6010},[96],{"categories":6012},[96],{"categories":6014},[96],{"categories":6016},[184],{"categories":6018},[145],{"categories":6020},[159],{"categories":6022},[239],{"categories":6024},[135],{"categories":6026},[96],{"categories":6028},[96],{"categories":6030},[96],{"categories":6032},[],{"categories":6034},[145],{"categories":6036},[145],{"categories":6038},[145],{"categories":6040},[506],{"categories":6042},[239],{"categories":6044},[145],{"categories":6046},[315],{"categories":6048},[159],{"categories":6050},[184],{"categories":6052},[96],{"categories":6054},[239],{"categories":6056},[96],{"categories":6058},[135],{"categories":6060},[],{"categories":6062},[96],{"categories":6064},[145],{"categories":6066},[96],{"categories":6068},[96],{"categories":6070},[96],{"categories":6072},[96],{"categories":6074},[145],{"categories":6076},[96],{"categories":6078},[96],{"categories":6080},[239],{"categories":6082},[145],{"categories":6084},[],{"categories":6086},[145],{"categories":6088},[148],{"categories":6090},[96],{"categories":6092},[184],{"categories":6094},[145],{"categories":6096},[140],{"categories":6098},[],{"categories":6100},[96],{"categories":6102},[96],{"categories":6104},[148],{"categories":6106},[96],{"categories":6108},[145],{"categories":6110},[184],{"categories":6112},[135],{"categories":6114},[315],{"categories":6116},[96],{"categories":6118},[96],{"categories":6120},[96],{"categories":6122},[184],{"categories":6124},[140],{"categories":6126},[96],{"categories":6128},[239],{"categories":6130},[184],{"categories":6132},[315],{"categories":6134},[96],{"categories":6136},[145],{"categories":6138},[],{"categories":6140},[575],{"categories":6142},[],{"categories":6144},[96],{"categories":6146},[315],{"categories":6148},[96],{"categories":6150},[162],{"categories":6152},[96],{"categories":6154},[145],{"categories":6156},[145],{"categories":6158},[6159],"Design News & Tools",{"categories":6161},[96],{"categories":6163},[96],{"categories":6165},[184],{"categories":6167},[96],{"categories":6169},[96],{"categories":6171},[96],{"categories":6173},[135],{"categories":6175},[145],{"categories":6177},[96],{"categories":6179},[239],{"categories":6181},[145],{"categories":6183},[145],{"categories":6185},[239],{"categories":6187},[96],{"categories":6189},[96],{"categories":6191},[96],{"categories":6193},[506],{"categories":6195},[145],{"categories":6197},[96],{"categories":6199},[145],{"categories":6201},[96],{"categories":6203},[96],{"categories":6205},[506],{"categories":6207},[96],{"categories":6209},[272],{"categories":6211},[96],{"categories":6213},[145],{"categories":6215},[],{"categories":6217},[96],{"categories":6219},[96],{"categories":6221},[96],{"categories":6223},[184],{"categories":6225},[96],{"categories":6227},[135],{"categories":6229},[],{"categories":6231},[96],{"categories":6233},[96],{"categories":6235},[96],{"categories":6237},[159],{"categories":6239},[648],{"categories":6241},[159],{"categories":6243},[239],{"categories":6245},[96],{"categories":6247},[96,145],{"categories":6249},[272,140],{"categories":6251},[159],{"categories":6253},[96],{"categories":6255},[96],{"categories":6257},[96],{"categories":6259},[96],{"categories":6261},[],{"categories":6263},[159],{"categories":6265},[145],{"categories":6267},[96],{"categories":6269},[96],{"categories":6271},[],{"categories":6273},[96],{"categories":6275},[159],{"categories":6277},[96],{"categories":6279},[159],{"categories":6281},[96],{"categories":6283},[],{"categories":6285},[145],{"categories":6287},[96],{"categories":6289},[140],{"categories":6291},[96],{"categories":6293},[184],{"categories":6295},[96],{"categories":6297},[],{"categories":6299},[96],{"categories":6301},[145],{"categories":6303},[96],{"categories":6305},[],{"categories":6307},[239],{"categories":6309},[96],{"categories":6311},[96],{"categories":6313},[145],{"categories":6315},[96],{"categories":6317},[96],{"categories":6319},[96],{"categories":6321},[135],{"categories":6323},[96],{"categories":6325},[145],{"categories":6327},[96],{"categories":6329},[],{"categories":6331},[96],{"categories":6333},[315],{"categories":6335},[272],{"categories":6337},[140],{"categories":6339},[140],{"categories":6341},[96],{"categories":6343},[135],{"categories":6345},[135],{"categories":6347},[96],{"categories":6349},[145],{"categories":6351},[96],{"categories":6353},[96],{"categories":6355},[96],{"categories":6357},[96],{"categories":6359},[159],{"categories":6361},[96],{"categories":6363},[135],{"categories":6365},[96],{"categories":6367},[96],{"categories":6369},[145],{"categories":6371},[96],{"categories":6373},[272],{"categories":6375},[96],{"categories":6377},[184],{"categories":6379},[96],{"categories":6381},[96],{"categories":6383},[145],{"categories":6385},[148],{"categories":6387},[96],{"categories":6389},[145],{"categories":6391},[96],{"categories":6393},[145],{"categories":6395},[],{"categories":6397},[159],{"categories":6399},[],{"categories":6401},[159],{"categories":6403},[145],{"categories":6405},[135],{"categories":6407},[96],{"categories":6409},[],{"categories":6411},[162],{"categories":6413},[315],{"categories":6415},[96],{"categories":6417},[159],{"categories":6419},[96],{"categories":6421},[],{"categories":6423},[184],{"categories":6425},[145],{"categories":6427},[159],{"categories":6429},[239],{"categories":6431},[140],{"categories":6433},[96],{"categories":6435},[96],{"categories":6437},[145],{"categories":6439},[159],{"categories":6441},[145],{"categories":6443},[184],{"categories":6445},[96],{"categories":6447},[148],{"categories":6449},[135],{"categories":6451},[148],{"categories":6453},[184],{"categories":6455},[96],{"categories":6457},[96],{"categories":6459},[159],{"categories":6461},[96],{"categories":6463},[239],{"categories":6465},[140],{"categories":6467},[96],{"categories":6469},[96],{"categories":6471},[96],{"categories":6473},[96],{"categories":6475},[96],{"categories":6477},[96],{"categories":6479},[145],{"categories":6481},[96],{"categories":6483},[96],{"categories":6485},[145],{"categories":6487},[96],{"categories":6489},[96],{"categories":6491},[135],{"categories":6493},[96],{"categories":6495},[145],{"categories":6497},[145],{"categories":6499},[239],{"categories":6501},[145],{"categories":6503},[96],{"categories":6505},[145],{"categories":6507},[96],{"categories":6509},[135],{"categories":6511},[145],{"categories":6513},[239],{"categories":6515},[],{"categories":6517},[96],{"categories":6519},[162],{"categories":6521},[506],{"categories":6523},[96],{"categories":6525},[145],{"categories":6527},[96],{"categories":6529},[96],{"categories":6531},[159],{"categories":6533},[96],{"categories":6535},[],{"categories":6537},[96],{"categories":6539},[145],{"categories":6541},[140],{"categories":6543},[96],{"categories":6545},[272],{"categories":6547},[239],{"categories":6549},[96],{"categories":6551},[159],{"categories":6553},[96],{"categories":6555},[184],{"categories":6557},[145],{"categories":6559},[96],{"categories":6561},[272],{"categories":6563},[145],{"categories":6565},[140],{"categories":6567},[140],{"categories":6569},[96],{"categories":6571},[96],{"categories":6573},[96],{"categories":6575},[96],{"categories":6577},[96],{"categories":6579},[96],{"categories":6581},[135],{"categories":6583},[96],{"categories":6585},[],{"categories":6587},[96],{"categories":6589},[96],{"categories":6591},[145],{"categories":6593},[96],{"categories":6595},[145],{"categories":6597},[96],{"categories":6599},[96],{"categories":6601},[96],{"categories":6603},[96],{"categories":6605},[96],{"categories":6607},[96],{"categories":6609},[159],{"categories":6611},[],{"categories":6613},[135],{"categories":6615},[96],{"categories":6617},[96],{"categories":6619},[145],{"categories":6621},[145],{"categories":6623},[],{"categories":6625},[159],{"categories":6627},[159],{"categories":6629},[96],{"categories":6631},[272],{"categories":6633},[140],{"categories":6635},[239],{"categories":6637},[96],{"categories":6639},[],{"categories":6641},[96],{"categories":6643},[145],{"categories":6645},[135],{"categories":6647},[96],{"categories":6649},[96],{"categories":6651},[159],{"categories":6653},[135],{"categories":6655},[96],{"categories":6657},[96],{"categories":6659},[184],{"categories":6661},[162],{"categories":6663},[96],{"categories":6665},[184],{"categories":6667},[96],{"categories":6669},[145],{"categories":6671},[96],{"categories":6673},[96],{"categories":6675},[],{"categories":6677},[184],{"categories":6679},[145],{"categories":6681},[239],{"categories":6683},[162],{"categories":6685},[96],{"categories":6687},[96],{"categories":6689},[96],{"categories":6691},[],{"categories":6693},[145],{"categories":6695},[145],{"categories":6697},[145],{"categories":6699},[3469],{"categories":6701},[184],{"categories":6703},[96],{"categories":6705},[159],{"categories":6707},[96],{"categories":6709},[96],{"categories":6711},[96],{"categories":6713},[96],{"categories":6715},[96],{"categories":6717},[145],{"categories":6719},[96],{"categories":6721},[140],{"categories":6723},[96],{"categories":6725},[135],{"categories":6727},[1976],{"categories":6729},[315],{"categories":6731},[135],{"categories":6733},[],{"categories":6735},[148],{"categories":6737},[96],{"categories":6739},[],{"categories":6741},[96],{"categories":6743},[184],{"categories":6745},[145],{"categories":6747},[239],{"categories":6749},[96],{"categories":6751},[145],{"categories":6753},[96],{"categories":6755},[96],{"categories":6757},[96],{"categories":6759},[96],{"categories":6761},[184],{"categories":6763},[],{"categories":6765},[96],{"categories":6767},[145],{"categories":6769},[96],{"categories":6771},[145],{"categories":6773},[145],{"categories":6775},[],{"categories":6777},[96],{"categories":6779},[],{"categories":6781},[184],{"categories":6783},[135],{"categories":6785},[96],{"categories":6787},[239],{"categories":6789},[96],{"categories":6791},[145],{"categories":6793},[184],{"categories":6795},[96],{"categories":6797},[184],{"categories":6799},[],{"categories":6801},[184],{"categories":6803},[96],{"categories":6805},[135],{"categories":6807},[145],{"categories":6809},[506],{"categories":6811},[96],{"categories":6813},[145],{"categories":6815},[96],{"categories":6817},[],{"categories":6819},[159],{"categories":6821},[145],{"categories":6823},[148],{"categories":6825},[145],{"categories":6827},[96],{"categories":6829},[135],{"categories":6831},[96],{"categories":6833},[96],{"categories":6835},[],{"categories":6837},[],{"categories":6839},[],{"categories":6841},[239],{"categories":6843},[96],{"categories":6845},[145],{"categories":6847},[96],{"categories":6849},[96],{"categories":6851},[],{"categories":6853},[],{"categories":6855},[],{"categories":6857},[96],{"categories":6859},[145],{"categories":6861},[239],{"categories":6863},[96],{"categories":6865},[],{"categories":6867},[145],{"categories":6869},[96],{"categories":6871},[96],{"categories":6873},[135],{"categories":6875},[],{"categories":6877},[],{"categories":6879},[96],{"categories":6881},[96],{"categories":6883},[96],{"categories":6885},[145],{"categories":6887},[239],{"categories":6889},[96],{"categories":6891},[184],{"categories":6893},[],{"categories":6895},[96],{"categories":6897},[96],{"categories":6899},[272],{"categories":6901},[184],{"categories":6903},[272],{"categories":6905},[159],{"categories":6907},[162],{"categories":6909},[96],{"categories":6911},[96],{"categories":6913},[],{"categories":6915},[],{"categories":6917},[145],{"categories":6919},[],{"categories":6921},[96],{"categories":6923},[506],{"categories":6925},[96],{"categories":6927},[96],{"categories":6929},[96],{"categories":6931},[96],{"categories":6933},[],{"categories":6935},[145],{"categories":6937},[96],{"categories":6939},[96],{"categories":6941},[],{"categories":6943},[145],{"categories":6945},[145],{"categories":6947},[96],{"categories":6949},[184],{"categories":6951},[96],{"categories":6953},[272],{"categories":6955},[96],{"categories":6957},[145],{"categories":6959},[140],{"categories":6961},[148],{"categories":6963},[96],{"categories":6965},[96],{"categories":6967},[145],{"categories":6969},[162],{"categories":6971},[145],{"categories":6973},[145],{"categories":6975},[],{"categories":6977},[96],{"categories":6979},[145],{"categories":6981},[],{"categories":6983},[96],{"categories":6985},[],{"categories":6987},[184],{"categories":6989},[140],{"categories":6991},[],{"categories":6993},[96],{"categories":6995},[96],{"categories":6997},[96],{"categories":6999},[],{"categories":7001},[145],{"categories":7003},[239],{"categories":7005},[135],{"categories":7007},[96],{"categories":7009},[],{"categories":7011},[140],{"categories":7013},[272],{"categories":7015},[96],{"categories":7017},[159],{"categories":7019},[135],{"categories":7021},[162],{"categories":7023},[140],{"categories":7025},[159],{"categories":7027},[145],{"categories":7029},[159],{"categories":7031},[],{"categories":7033},[96],{"categories":7035},[148],{"categories":7037},[148],{"categories":7039},[96],{"categories":7041},[],{"categories":7043},[145],{"categories":7045},[145],{"categories":7047},[135],{"categories":7049},[239],{"categories":7051},[96],{"categories":7053},[96],{"categories":7055},[135],{"categories":7057},[145],{"categories":7059},[315],{"categories":7061},[96],{"categories":7063},[96],{"categories":7065},[96],{"categories":7067},[96],{"categories":7069},[96],{"categories":7071},[135],{"categories":7073},[96],{"categories":7075},[159],{"categories":7077},[162],{"categories":7079},[145],{"categories":7081},[],{"categories":7083},[96],{"categories":7085},[96],{"categories":7087},[96],{"categories":7089},[159],{"categories":7091},[145],{"categories":7093},[184],{"categories":7095},[159],{"categories":7097},[96],{"categories":7099},[148],{"categories":7101},[],{"categories":7103},[239],{"categories":7105},[159],{"categories":7107},[184],{"categories":7109},[96],{"categories":7111},[96],{"categories":7113},[135],{"categories":7115},[145],{"categories":7117},[96],{"categories":7119},[96],{"categories":7121},[145],{"categories":7123},[148],{"categories":7125},[96],{"categories":7127},[145],{"categories":7129},[96],{"categories":7131},[140],{"categories":7133},[96],{"categories":7135},[145],{"categories":7137},[145,315],{"categories":7139},[96],{"categories":7141},[96],{"categories":7143},[145],{"categories":7145},[159],{"categories":7147},[96],{"categories":7149},[96],{"categories":7151},[96],{"categories":7153},[162],{"categories":7155},[145],{"categories":7157},[272],{"categories":7159},[145],{"categories":7161},[140],{"categories":7163},[],{"categories":7165},[145],{"categories":7167},[96],{"categories":7169},[140],{"categories":7171},[],{"categories":7173},[],{"categories":7175},[96],{"categories":7177},[159],{"categories":7179},[96],{"categories":7181},[96],{"categories":7183},[145],{"categories":7185},[96],{"categories":7187},[162],{"categories":7189},[272],{"categories":7191},[96],{"categories":7193},[96],{"categories":7195},[96],{"categories":7197},[96],{"categories":7199},[145],{"categories":7201},[],{"categories":7203},[145],{"categories":7205},[184],{"categories":7207},[96],{"categories":7209},[145],{"categories":7211},[145],{"categories":7213},[96],{"categories":7215},[],{"categories":7217},[184],{"categories":7219},[159],{"categories":7221},[3469],{"categories":7223},[135],{"categories":7225},[159],{"categories":7227},[96],{"categories":7229},[145],{"categories":7231},[96],{"categories":7233},[96],{"categories":7235},[272],{"categories":7237},[159],{"categories":7239},[162],{"categories":7241},[],{"categories":7243},[184],{"categories":7245},[96],{"categories":7247},[96],{"categories":7249},[],{"categories":7251},[145],{"categories":7253},[96],{"categories":7255},[96],{"categories":7257},[96],{"categories":7259},[96],{"categories":7261},[145],{"categories":7263},[96],{"categories":7265},[96],{"categories":7267},[96],{"categories":7269},[96],{"categories":7271},[148],{"categories":7273},[96],{"categories":7275},[145],{"categories":7277},[96],{"categories":7279},[96],{"categories":7281},[96],{"categories":7283},[96],{"categories":7285},[96],{"categories":7287},[96],{"categories":7289},[96],{"categories":7291},[140],{"categories":7293},[],{"categories":7295},[148],{"categories":7297},[96],{"categories":7299},[184],{"categories":7301},[145],{"categories":7303},[96],{"categories":7305},[159],{"categories":7307},[],{"categories":7309},[159],{"categories":7311},[159],{"categories":7313},[145],{"categories":7315},[159],{"categories":7317},[96],{"categories":7319},[96],{"categories":7321},[96],{"categories":7323},[145],{"categories":7325},[159],{"categories":7327},[96],{"categories":7329},[96],{"categories":7331},[96],{"categories":7333},[145],{"categories":7335},[184],{"categories":7337},[96],{"categories":7339},[96],{"categories":7341},[96],{"categories":7343},[140],{"categories":7345},[96],{"categories":7347},[145],{"categories":7349},[239],{"categories":7351},[],{"categories":7353},[96],{"categories":7355},[96],{"categories":7357},[162],{"categories":7359},[96],{"categories":7361},[145],{"categories":7363},[96],{"categories":7365},[96],{"categories":7367},[],{"categories":7369},[96],{"categories":7371},[96],{"categories":7373},[184],{"categories":7375},[96],{"categories":7377},[96],{"categories":7379},[145],{"categories":7381},[272],{"categories":7383},[],{"categories":7385},[],{"categories":7387},[159],{"categories":7389},[96],{"categories":7391},[96],{"categories":7393},[148],{"categories":7395},[184],{"categories":7397},[96],{"categories":7399},[159],{"categories":7401},[184],{"categories":7403},[96],{"categories":7405},[96],{"categories":7407},[272],{"categories":7409},[162],{"categories":7411},[96],{"categories":7413},[96],{"categories":7415},[135],{"categories":7417},[145],{"categories":7419},[96],{"categories":7421},[96],{"categories":7423},[145],{"categories":7425},[140],{"categories":7427},[145],{"categories":7429},[159],{"categories":7431},[96],{"categories":7433},[140],{"categories":7435},[],{"categories":7437},[96],{"categories":7439},[162],{"categories":7441},[96],{"categories":7443},[96],{"categories":7445},[],{"categories":7447},[184],{"categories":7449},[96],{"categories":7451},[145],{"categories":7453},[162],{"categories":7455},[96],{"categories":7457},[159],{"categories":7459},[159],{"categories":7461},[159],{"categories":7463},[96],{"categories":7465},[145],{"categories":7467},[145],{"categories":7469},[96],{"categories":7471},[145],{"categories":7473},[96],{"categories":7475},[96],{"categories":7477},[239],{"categories":7479},[162],{"categories":7481},[162],{"categories":7483},[],{"categories":7485},[184],{"categories":7487},[96],{"categories":7489},[96],{"categories":7491},[159],{"categories":7493},[],{"categories":7495},[184],{"categories":7497},[184],{"categories":7499},[184],{"categories":7501},[],{"categories":7503},[145],{"categories":7505},[96],{"categories":7507},[],{"categories":7509},[135],{"categories":7511},[140],{"categories":7513},[],{"categories":7515},[96],{"categories":7517},[96],{"categories":7519},[],{"categories":7521},[159],{"categories":7523},[],{"categories":7525},[],{"categories":7527},[],{"categories":7529},[],{"categories":7531},[96],{"categories":7533},[184],{"categories":7535},[],{"categories":7537},[],{"categories":7539},[96],{"categories":7541},[96],{"categories":7543},[96],{"categories":7545},[162],{"categories":7547},[96],{"categories":7549},[162],{"categories":7551},[],{"categories":7553},[162],{"categories":7555},[162],{"categories":7557},[315],{"categories":7559},[145],{"categories":7561},[159],{"categories":7563},[],{"categories":7565},[],{"categories":7567},[162],{"categories":7569},[159],{"categories":7571},[159],{"categories":7573},[159],{"categories":7575},[],{"categories":7577},[135],{"categories":7579},[159],{"categories":7581},[159],{"categories":7583},[135],{"categories":7585},[159],{"categories":7587},[140],{"categories":7589},[159],{"categories":7591},[159],{"categories":7593},[159],{"categories":7595},[162],{"categories":7597},[184],{"categories":7599},[184],{"categories":7601},[96],{"categories":7603},[159],{"categories":7605},[162],{"categories":7607},[315],{"categories":7609},[162],{"categories":7611},[162],{"categories":7613},[162],{"categories":7615},[],{"categories":7617},[140],{"categories":7619},[],{"categories":7621},[315],{"categories":7623},[159],{"categories":7625},[159],{"categories":7627},[159],{"categories":7629},[145],{"categories":7631},[184,140],{"categories":7633},[162],{"categories":7635},[],{"categories":7637},[],{"categories":7639},[162],{"categories":7641},[],{"categories":7643},[162],{"categories":7645},[184],{"categories":7647},[145],{"categories":7649},[],{"categories":7651},[159],{"categories":7653},[96],{"categories":7655},[239],{"categories":7657},[],{"categories":7659},[96],{"categories":7661},[],{"categories":7663},[184],{"categories":7665},[135],{"categories":7667},[162],{"categories":7669},[],{"categories":7671},[159],{"categories":7673},[184],[7675,7754,7823,7878],{"id":7676,"title":7677,"ai":7678,"body":7683,"categories":7734,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7735,"navigation":113,"path":7744,"published_at":7745,"question":97,"scraped_at":7745,"seo":7746,"sitemap":7747,"source_id":7748,"source_name":119,"source_type":120,"source_url":7740,"stem":7749,"tags":7750,"thumbnail_url":97,"tldr":7751,"tweet":97,"unknown_tags":7752,"__hash__":7753},"summaries\u002Fsummaries\u002Faf6cbd9e596e831e-why-ai-agents-over-trust-unreliable-tools-summary.md","Why AI Agents Over-Trust Unreliable Tools",{"provider":7,"model":8,"input_tokens":7679,"output_tokens":7680,"processing_time_ms":7681,"cost_usd":7682},4026,598,3516,0.0019035,{"type":14,"value":7684,"toc":7729},[7685,7689,7692,7696,7699,7703,7706,7726],[17,7686,7688],{"id":7687},"the-problem-of-blind-tool-reliance","The Problem of Blind Tool Reliance",[22,7690,7691],{},"Modern AI agents are increasingly designed to interact with external tools (APIs, databases, calculators) to overcome their inherent knowledge limitations. However, research indicates a critical failure mode: agents exhibit 'tool-reliance bias.' Instead of critically evaluating the output returned by a tool, models often treat the tool's response as ground truth, even when the output is demonstrably incorrect, hallucinated, or malformed. This creates a dangerous feedback loop where the agent's reasoning process is corrupted by faulty external data.",[17,7693,7695],{"id":7694},"measuring-agent-trust","Measuring Agent Trust",[22,7697,7698],{},"The researchers developed a framework to quantify this reliance by introducing 'unreliable tools' into agent workflows. By systematically injecting errors into tool outputs—such as providing incorrect search results or faulty calculations—the study measured the rate at which agents propagated these errors into their final answers. The findings show that agents are significantly more likely to trust a tool's output than their own internal knowledge, even when the tool's response contradicts basic facts or logical consistency. This suggests that the current architecture of agentic systems lacks a robust 'skepticism layer' or verification step.",[17,7700,7702],{"id":7701},"implications-for-production-systems","Implications for Production Systems",[22,7704,7705],{},"For developers building AI-powered products, this research highlights that tool integration is not a 'set and forget' process. Relying on an agent to 'just use' an API is insufficient. The study suggests that developers must implement:",[33,7707,7708,7714,7720],{},[36,7709,7710,7713],{},[39,7711,7712],{},"Output Validation:"," Treat tool responses as untrusted user input. Implement schema validation and sanity checks before passing data back to the LLM.",[36,7715,7716,7719],{},[39,7717,7718],{},"Cross-Verification:"," Require the agent to verify critical tool outputs against a second source or its own internal reasoning before finalizing a decision.",[36,7721,7722,7725],{},[39,7723,7724],{},"Confidence Scoring:"," Design agents to assess the reliability of a tool's response and adjust their trust level accordingly.",[22,7727,7728],{},"Ultimately, the paper argues that as we move toward more autonomous agentic workflows, the bottleneck is no longer the model's capability to call a tool, but its inability to critically evaluate the results of those calls.",{"title":89,"searchDepth":90,"depth":90,"links":7730},[7731,7732,7733],{"id":7687,"depth":90,"text":7688},{"id":7694,"depth":90,"text":7695},{"id":7701,"depth":90,"text":7702},[96],{"content_references":7736,"triage":7742},[7737],{"type":103,"title":7738,"author":7739,"url":7740,"context":7741},"Agents Trust Tools Too Much: Measuring Reliance on Unreliable Tools","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.05587","reviewed",{"relevance":109,"novelty":110,"quality":110,"actionability":110,"composite":111,"reasoning":7743},"Category: AI & LLMs. The article directly addresses the issue of tool-reliance bias in AI agents, which is a critical concern for developers integrating AI into products. It provides actionable strategies like output validation and cross-verification that developers can implement to enhance the reliability of their AI systems.","\u002Fsummaries\u002Faf6cbd9e596e831e-why-ai-agents-over-trust-unreliable-tools-summary","2026-09-11 03:12:24",{"title":7677,"description":89},{"loc":7744},"af6cbd9e596e831e","summaries\u002Faf6cbd9e596e831e-why-ai-agents-over-trust-unreliable-tools-summary",[123,124,125,126],"AI agents frequently fail to verify tool outputs, leading to 'tool-reliance bias' where models blindly accept incorrect data from external APIs or functions.",[126],"1yXoKXQqA5mPdHNKkZPOKBCbJaPlN6UXHNuuc_V6nZg",{"id":7755,"title":7756,"ai":7757,"body":7762,"categories":7805,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7806,"navigation":113,"path":7813,"published_at":7814,"question":97,"scraped_at":7814,"seo":7815,"sitemap":7816,"source_id":7817,"source_name":119,"source_type":120,"source_url":7810,"stem":7818,"tags":7819,"thumbnail_url":97,"tldr":7820,"tweet":97,"unknown_tags":7821,"__hash__":7822},"summaries\u002Fsummaries\u002Fb90d0560a9f9a6a0-budget-aware-online-adaptation-for-web-agents-summary.md","Budget-Aware Online Adaptation for Web Agents",{"provider":7,"model":8,"input_tokens":7758,"output_tokens":7759,"processing_time_ms":7760,"cost_usd":7761},4020,541,3121,0.0018165,{"type":14,"value":7763,"toc":7800},[7764,7768,7771,7775,7778,7793,7797],[17,7765,7767],{"id":7766},"optimizing-agent-adaptation-costs","Optimizing Agent Adaptation Costs",[22,7769,7770],{},"Web agents often struggle with domain-specific tasks or evolving website structures, necessitating frequent adaptation. However, continuous fine-tuning or extensive in-context learning is computationally expensive and often inefficient. This research proposes a budget-aware framework that addresses the fundamental trade-off between the cost of teaching (updating the agent) and the performance benefits gained during task execution.",[17,7772,7774],{"id":7773},"the-when-and-what-of-agent-training","The 'When' and 'What' of Agent Training",[22,7776,7777],{},"The core contribution is a decision-making mechanism that determines two critical factors:",[7779,7780,7781,7787],"ol",{},[36,7782,7783,7786],{},[39,7784,7785],{},"When to Teach:"," Instead of updating the model after every failure or interaction, the system evaluates the potential return on investment (ROI) of an update. It monitors performance degradation and only triggers adaptation when the projected improvement in success rate outweighs the computational cost of the update.",[36,7788,7789,7792],{},[39,7790,7791],{},"What to Teach:"," The framework filters the data used for adaptation. Rather than feeding the entire interaction history back into the model, it identifies high-value transitions—specifically those where the agent failed due to novel or complex UI patterns—and prioritizes these for training. This selective approach prevents model drift and reduces the noise introduced by redundant or trivial examples.",[17,7794,7796],{"id":7795},"practical-implications-for-ai-engineering","Practical Implications for AI Engineering",[22,7798,7799],{},"By implementing this budget-aware approach, developers can maintain high-performing web agents without the overhead of constant, full-scale fine-tuning. The strategy effectively treats 'teaching' as a scarce resource, ensuring that compute budget is allocated only to the most impactful learning opportunities. This is particularly relevant for production environments where latency and API costs are primary constraints, allowing for a more sustainable lifecycle for autonomous web-based agents.",{"title":89,"searchDepth":90,"depth":90,"links":7801},[7802,7803,7804],{"id":7766,"depth":90,"text":7767},{"id":7773,"depth":90,"text":7774},{"id":7795,"depth":90,"text":7796},[96],{"content_references":7807,"triage":7811},[7808],{"type":103,"title":7809,"url":7810,"context":7741},"When and What to Teach: Budget-Aware Online Adaptation for Web Agents","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.05513",{"relevance":109,"novelty":110,"quality":110,"actionability":110,"composite":111,"reasoning":7812},"Category: AI & LLMs. The article presents a novel framework for optimizing web agent performance, addressing a specific pain point of balancing adaptation costs with performance gains, which is crucial for developers building AI-powered products. It offers actionable insights on when and what to teach agents, making it relevant for practical implementation.","\u002Fsummaries\u002Fb90d0560a9f9a6a0-budget-aware-online-adaptation-for-web-agents-summary","2026-09-11 03:12:23",{"title":7756,"description":89},{"loc":7813},"b90d0560a9f9a6a0","summaries\u002Fb90d0560a9f9a6a0-budget-aware-online-adaptation-for-web-agents-summary",[123,125,124,126],"This paper introduces a framework for optimizing web agent performance by selectively teaching models only when necessary, balancing the high cost of fine-tuning against the gains in task completion accuracy.",[126],"4Ll6qbXMm9KPMqcy_NcjH9t_wunokghmIeBrWDFfMHk",{"id":7824,"title":7825,"ai":7826,"body":7830,"categories":7858,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7859,"navigation":113,"path":7868,"published_at":7869,"question":97,"scraped_at":7869,"seo":7870,"sitemap":7871,"source_id":7872,"source_name":119,"source_type":120,"source_url":7863,"stem":7873,"tags":7874,"thumbnail_url":97,"tldr":7875,"tweet":97,"unknown_tags":7876,"__hash__":7877},"summaries\u002Fsummaries\u002Fc6c7d0db2e34f780-understanding-credit-assignment-in-multi-harness-c-summary.md","Understanding Credit Assignment in Multi-Harness Coding Agents",{"provider":7,"model":8,"input_tokens":7758,"output_tokens":7827,"processing_time_ms":7828,"cost_usd":7829},546,2740,0.001824,{"type":14,"value":7831,"toc":7853},[7832,7836,7839,7843,7846,7850],[17,7833,7835],{"id":7834},"the-challenge-of-credit-assignment-in-coding-agents","The Challenge of Credit Assignment in Coding Agents",[22,7837,7838],{},"Coding agents often struggle with credit assignment—the process of determining which specific actions or code modifications led to a successful test pass or failure. In traditional single-environment training, agents frequently overfit to the idiosyncrasies of a specific codebase or test suite. This paper explores how 'multi-harness' reinforcement learning (RL) addresses this by training agents across multiple, heterogeneous coding environments (harnesses). By exposing the agent to varied feedback loops, the model learns to prioritize generalizable coding patterns over environment-specific shortcuts.",[17,7840,7842],{"id":7841},"portability-and-generalization","Portability and Generalization",[22,7844,7845],{},"The core finding is that multi-harness training significantly enhances policy portability. When an agent is trained on a diverse set of harnesses, it develops a more robust internal representation of 'correct' code. This allows the agent to perform effectively in novel environments it has not encountered during training. The research demonstrates that this approach mitigates the 'brittleness' typical of agents trained on a single benchmark, as the multi-harness setup forces the agent to learn structural features of programming that remain consistent across different projects and languages.",[17,7847,7849],{"id":7848},"mechanisms-of-success","Mechanisms of Success",[22,7851,7852],{},"The study highlights that the performance gains are not merely due to increased data volume, but rather the structural diversity of the training tasks. By forcing the agent to reconcile feedback from different test harnesses, the RL objective effectively filters out noise. The agent learns to distinguish between actions that are universally beneficial (e.g., proper syntax, logical flow) and those that are specific to a single environment's constraints. This decoupling is essential for moving toward agents that can reliably assist in real-world software engineering tasks rather than just solving static, isolated coding puzzles.",{"title":89,"searchDepth":90,"depth":90,"links":7854},[7855,7856,7857],{"id":7834,"depth":90,"text":7835},{"id":7841,"depth":90,"text":7842},{"id":7848,"depth":90,"text":7849},[96],{"content_references":7860,"triage":7864},[7861],{"type":103,"title":7862,"url":7863,"context":107},"What Does Multi-Harness RL Learn? Credit Assignment and Portability in Coding Agents","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.04518",{"relevance":110,"novelty":110,"quality":110,"actionability":7865,"composite":7866,"reasoning":7867},3,3.8,"Category: AI & LLMs. The article discusses a novel approach to improving coding agents through multi-harness reinforcement learning, addressing a specific pain point of credit assignment in AI development. It provides insights into enhancing policy portability, which is relevant for developers looking to build more robust AI-powered coding tools.","\u002Fsummaries\u002Fc6c7d0db2e34f780-understanding-credit-assignment-in-multi-harness-c-summary","2026-09-08 03:09:59",{"title":7825,"description":89},{"loc":7868},"c6c7d0db2e34f780","summaries\u002Fc6c7d0db2e34f780-understanding-credit-assignment-in-multi-harness-c-summary",[123,125,124,126],"Multi-harness reinforcement learning (RL) improves coding agent performance by decoupling credit assignment from specific environments, enabling better policy portability across diverse coding tasks.",[126],"K--fF1OsFZu1c8CmDsxaXuCkjQaQ9wRK9tjK1aY-nU4",{"id":7879,"title":7880,"ai":7881,"body":7885,"categories":7936,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7937,"navigation":113,"path":7945,"published_at":7946,"question":97,"scraped_at":7946,"seo":7947,"sitemap":7948,"source_id":7949,"source_name":119,"source_type":120,"source_url":7941,"stem":7950,"tags":7951,"thumbnail_url":97,"tldr":7952,"tweet":97,"unknown_tags":7953,"__hash__":7954},"summaries\u002Fsummaries\u002F535d1d0eb1bf2558-belief-calibrated-optimization-improving-agentic-w-summary.md","Belief-Calibrated Optimization: Improving Agentic World Models",{"provider":7,"model":8,"input_tokens":7882,"output_tokens":7883,"processing_time_ms":7681,"cost_usd":7884},4017,634,0.00195525,{"type":14,"value":7886,"toc":7931},[7887,7891,7894,7898,7901,7904,7924,7928],[17,7888,7890],{"id":7889},"the-problem-misaligned-world-models-in-agentic-systems","The Problem: Misaligned World Models in Agentic Systems",[22,7892,7893],{},"Most current agentic frameworks rely on implicit world models—the agent's internal, static understanding of how actions lead to outcomes. When these agents face complex, multi-step optimization tasks, they often suffer from 'belief drift,' where the agent's internal simulation of the environment diverges from reality. This leads to suboptimal planning, as the agent optimizes for a predicted state that does not exist or cannot be achieved.",[17,7895,7897],{"id":7896},"the-solution-belief-calibrated-optimization-bco","The Solution: Belief-Calibrated Optimization (BCO)",[22,7899,7900],{},"Belief-Calibrated Optimization (BCO) introduces an explicit, dynamic world model that acts as a feedback loop for the agent. Instead of relying solely on the LLM's pre-trained weights to predict outcomes, BCO forces the agent to maintain a 'belief state' that is continuously updated based on real-world environment feedback.",[22,7902,7903],{},"Key components of the BCO approach include:",[33,7905,7906,7912,7918],{},[36,7907,7908,7911],{},[39,7909,7910],{},"Explicit Belief Representation:"," The agent maintains a formal representation of its current understanding of the environment's constraints and dynamics.",[36,7913,7914,7917],{},[39,7915,7916],{},"Calibration Loop:"," After each action, the agent compares the actual observed state with its predicted state. Discrepancies trigger a recalibration of the world model, forcing the agent to adjust its future planning based on empirical evidence rather than static assumptions.",[36,7919,7920,7923],{},[39,7921,7922],{},"Constraint-Aware Optimization:"," By calibrating beliefs, the agent becomes significantly better at identifying infeasible paths early, preventing the 'hallucinated trajectory' problem common in standard chain-of-thought or agentic planning methods.",[17,7925,7927],{"id":7926},"impact-on-agentic-performance","Impact on Agentic Performance",[22,7929,7930],{},"By decoupling the planning process from the raw generation process and introducing an explicit calibration step, BCO allows agents to handle higher-dimensional state spaces. The research suggests that this approach is particularly effective in environments where the cost of failure is high and the environment dynamics are non-linear. Rather than simply 'guessing' the next step, the agent uses its calibrated world model to prune the search space, leading to more reliable and predictable outcomes in complex optimization scenarios.",{"title":89,"searchDepth":90,"depth":90,"links":7932},[7933,7934,7935],{"id":7889,"depth":90,"text":7890},{"id":7896,"depth":90,"text":7897},{"id":7926,"depth":90,"text":7927},[96],{"content_references":7938,"triage":7942},[7939],{"type":103,"title":7940,"url":7941,"context":107},"Belief-Calibrated Optimization: An Explicit World Model for Agentic Optimization","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.01861",{"relevance":7865,"novelty":110,"quality":110,"actionability":90,"composite":7943,"reasoning":7944},3.25,"Category: AI & LLMs. The article discusses a novel approach to improving agentic decision-making through Belief-Calibrated Optimization, which addresses a specific pain point of misaligned world models in AI systems. However, while it presents new insights, it lacks practical applications or frameworks that the audience can directly implement.","\u002Fsummaries\u002F535d1d0eb1bf2558-belief-calibrated-optimization-improving-agentic-w-summary","2026-09-04 03:12:25",{"title":7880,"description":89},{"loc":7945},"535d1d0eb1bf2558","summaries\u002F535d1d0eb1bf2558-belief-calibrated-optimization-improving-agentic-w-summary",[123,125,124,126],"Belief-Calibrated Optimization (BCO) enhances agentic decision-making by integrating an explicit world model that calibrates an agent's internal beliefs against environmental feedback, reducing hallucinated trajectories in complex optimization tasks.",[126],"kXbwlGcM2rf4rGPKSLkp9kFuVLlYGJnFnY-yDEYdFkQ"]