[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-44ddec9987b09867-scaling-multi-agent-video-analysis-at-meta-summary":3,"summaries-facets-categories":144,"summary-related-44ddec9987b09867-scaling-multi-agent-video-analysis-at-meta-summary":7792},{"id":4,"title":5,"ai":6,"body":13,"categories":110,"created_at":112,"date_modified":112,"description":104,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":115,"navigation":123,"path":124,"published_at":125,"question":112,"scraped_at":126,"seo":127,"sitemap":128,"source_id":129,"source_name":130,"source_type":131,"source_url":132,"stem":133,"tags":134,"thumbnail_url":139,"tldr":140,"tweet":141,"unknown_tags":142,"__hash__":143},"summaries\u002Fsummaries\u002F44ddec9987b09867-scaling-multi-agent-video-analysis-at-meta-summary.md","Scaling Multi-Agent Video Analysis at Meta",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8274,690,3740,0.0031035,{"type":14,"value":15,"toc":103},"minimark",[16,21,25,48,52,55,75,79,82],[17,18,20],"h2",{"id":19},"the-multi-agent-architecture","The Multi-Agent Architecture",[22,23,24],"p",{},"To solve the complex problems of modality misalignment (e.g., political content inserted into sports clips) and unoriginal content (AI-generated duplicates), Meta employs a three-agent system rather than a single monolithic model. This decomposition allows for specialized handling of retrieval, perception, and reasoning:",[26,27,28,36,42],"ul",{},[29,30,31,35],"li",{},[32,33,34],"strong",{},"Perceiver Agent:"," A specialized VLM that performs temporal decomposition. Instead of fixed frame rates, it identifies points of temporal change, compresses redundant frames, and extracts clip-level embeddings, OCR, and natural language descriptions.",[29,37,38,41],{},[32,39,40],{},"Retriever Agent:"," Indexes metadata, embeddings, and entities into inverted, vector, and graph databases. It performs offline clustering to identify similar content and online retrieval to provide context for the reviewer.",[29,43,44,47],{},[32,45,46],{},"Reviewer Agent:"," The central orchestrator. It analyzes the temporal JSON from the perceiver, integrates live user signals (comments, sentiment, reports), and evaluates whether the content violates policies. It can trigger re-retrieval if more context is needed.",[17,49,51],{"id":50},"specialized-model-development","Specialized Model Development",[22,53,54],{},"Because the system operates on messy, user-generated content rather than clean web data, off-the-shelf frontier models are insufficient. The team uses smaller, specialized VLMs optimized for specific tasks:",[26,56,57,63,69],{},[29,58,59,62],{},[32,60,61],{},"Pre-training & Fine-tuning:"," Models are pre-trained on in-house image tokens to handle the unique distribution of user-generated video. Instruction tuning is performed using a strict JSON schema to ensure consistent chain-of-thought reasoning.",[29,64,65,68],{},[32,66,67],{},"Continuous DPO Loop:"," The system uses production samples to identify failures. An in-house LLM judge, backed by a human-in-the-loop queue, traces failures to specific nodes (e.g., tool call vs. retrieval). This data is used for Direct Preference Optimization (DPO) to continuously refine model behavior.",[29,70,71,74],{},[32,72,73],{},"Distillation & Quantization:"," To maintain scale, the team distills and quantizes models to reduce inference costs. They maintain a performance-to-cost table to balance reasoning budgets against token costs.",[17,76,78],{"id":77},"holistic-evaluation-and-efficiency","Holistic Evaluation and Efficiency",[22,80,81],{},"Evaluation goes beyond standard precision\u002Frecall to include system-level metrics like per-node latency, reasoning budgets, and judge drift. To keep the pipeline performant at 100M+ scale, three primary optimizations are used:",[83,84,85,91,97],"ol",{},[29,86,87,90],{},[32,88,89],{},"Spatial-Temporal Reduction:"," Compressing similar frames to minimize processing requirements.",[29,92,93,96],{},[32,94,95],{},"Caching:"," Storing verdicts for viral content to avoid re-processing identical uploads.",[29,98,99,102],{},[32,100,101],{},"Metadata Pruning:"," Using creator reputation and authenticity scores to bypass the pipeline entirely for trusted content, significantly reducing total compute load.",{"title":104,"searchDepth":105,"depth":105,"links":106},"",2,[107,108,109],{"id":19,"depth":105,"text":20},{"id":50,"depth":105,"text":51},{"id":77,"depth":105,"text":78},[111],"AI Automation",null,"md",false,{"content_references":116,"triage":117},[],{"relevance":118,"novelty":119,"quality":119,"actionability":120,"composite":121,"reasoning":122},5,4,3,4.15,"Category: AI & LLMs. The article provides in-depth insights into a multi-agent system for video analysis, addressing specific challenges like modality misalignment and unoriginal content, which are relevant to AI product builders. It discusses specialized model development and continuous optimization, offering a solid understanding of practical applications in AI engineering.",true,"\u002Fsummaries\u002F44ddec9987b09867-scaling-multi-agent-video-analysis-at-meta-summary","2026-09-23 14:00:34","2026-09-24 03:20:20",{"title":5,"description":104},{"loc":124},"44ddec9987b09867","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=jNE8No-wvok","summaries\u002F44ddec9987b09867-scaling-multi-agent-video-analysis-at-meta-summary",[135,136,137,138],"ai-tools","agents","machine-learning","automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FjNE8No-wvok\u002Fhqdefault.jpg","Meta manages 100M+ videos using a specialized multi-agent pipeline that detects modality misalignment and unoriginal content through domain-specific VLMs, continuous DPO, and aggressive compute optimizations.","This is a technical breakdown of how Meta uses a multi-agent system of specialized, small-scale VLMs to detect content anomalies and unoriginal uploads at scale. The talk details the architecture—a perceiver, a reviewer, and a retriever—and explains the practical engineering trade-offs required to run these models, including custom pretraining, DPO loops, and aggressive inference-time optimizations.",[],"cGp1T5tDzeN1joOfzRm9iK_OPLcAfuLBE4byKDiv0Yo",[145,148,151,153,156,158,160,163,165,167,169,171,174,177,179,181,183,185,188,190,192,194,196,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,440,442,444,446,448,450,452,454,456,458,460,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,496,498,500,502,504,506,508,510,512,514,516,518,520,522,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,594,596,598,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,640,642,644,646,648,650,652,654,656,658,660,662,664,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,980,982,984,986,988,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714,7716,7718,7720,7722,7724,7726,7728,7730,7732,7734,7736,7738,7740,7742,7744,7746,7748,7750,7752,7754,7756,7758,7760,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780,7782,7784,7786,7788,7790],{"categories":146},[147],"AI & LLMs",{"categories":149},[150],"Developer Productivity",{"categories":152},[147],{"categories":154},[155],"Business & SaaS",{"categories":157},[147],{"categories":159},[111],{"categories":161},[162],"Product Strategy",{"categories":164},[111],{"categories":166},[147],{"categories":168},[150],{"categories":170},[111],{"categories":172},[173],"Software Engineering",{"categories":175},[176],"Data Science & Visualization",{"categories":178},[147],{"categories":180},[155],{"categories":182},[],{"categories":184},[147],{"categories":186},[187],"Inference & Serving",{"categories":189},[147],{"categories":191},[147],{"categories":193},[111],{"categories":195},[],{"categories":197},[198],"AI News & Trends",{"categories":200},[176],{"categories":202},[111],{"categories":204},[147],{"categories":206},[147],{"categories":208},[147],{"categories":210},[155],{"categories":212},[150],{"categories":214},[147],{"categories":216},[111],{"categories":218},[198],{"categories":220},[147],{"categories":222},[111],{"categories":224},[111],{"categories":226},[147],{"categories":228},[147],{"categories":230},[111],{"categories":232},[147],{"categories":234},[147],{"categories":236},[147],{"categories":238},[155],{"categories":240},[111],{"categories":242},[198],{"categories":244},[147],{"categories":246},[147],{"categories":248},[147],{"categories":250},[],{"categories":252},[253],"Design & Frontend",{"categories":255},[147],{"categories":257},[176],{"categories":259},[147],{"categories":261},[198],{"categories":263},[147],{"categories":265},[147],{"categories":267},[147],{"categories":269},[],{"categories":271},[147],{"categories":273},[147],{"categories":275},[111],{"categories":277},[173],{"categories":279},[147],{"categories":281},[147],{"categories":283},[111],{"categories":285},[147],{"categories":287},[288],"Marketing & Growth",{"categories":290},[253],{"categories":292},[147],{"categories":294},[111],{"categories":296},[147],{"categories":298},[147],{"categories":300},[173],{"categories":302},[147],{"categories":304},[],{"categories":306},[],{"categories":308},[253],{"categories":310},[147],{"categories":312},[111],{"categories":314},[150],{"categories":316},[173],{"categories":318},[111],{"categories":320},[253],{"categories":322},[147],{"categories":324},[162],{"categories":326},[147],{"categories":328},[173],{"categories":330},[331],"DevOps & Cloud",{"categories":333},[111],{"categories":335},[162],{"categories":337},[198],{"categories":339},[147],{"categories":341},[],{"categories":343},[147],{"categories":345},[147],{"categories":347},[147],{"categories":349},[],{"categories":351},[111],{"categories":353},[173],{"categories":355},[],{"categories":357},[173],{"categories":359},[111],{"categories":361},[147],{"categories":363},[253],{"categories":365},[366],"Governance & Standards",{"categories":368},[155],{"categories":370},[],{"categories":372},[147],{"categories":374},[],{"categories":376},[147],{"categories":378},[147],{"categories":380},[111],{"categories":382},[147],{"categories":384},[111],{"categories":386},[147],{"categories":388},[147],{"categories":390},[111],{"categories":392},[147],{"categories":394},[147],{"categories":396},[147],{"categories":398},[],{"categories":400},[173],{"categories":402},[],{"categories":404},[],{"categories":406},[147],{"categories":408},[173],{"categories":410},[],{"categories":412},[173],{"categories":414},[147],{"categories":416},[111],{"categories":418},[147],{"categories":420},[288],{"categories":422},[147],{"categories":424},[147],{"categories":426},[147],{"categories":428},[253],{"categories":430},[253],{"categories":432},[147],{"categories":434},[173],{"categories":436},[111],{"categories":438},[439],"GovTech & Public-Sector Adoption",{"categories":441},[173],{"categories":443},[147],{"categories":445},[147],{"categories":447},[147],{"categories":449},[111],{"categories":451},[111],{"categories":453},[176],{"categories":455},[147],{"categories":457},[198],{"categories":459},[111],{"categories":461},[462],"Legal AI Tools",{"categories":464},[147],{"categories":466},[111],{"categories":468},[147],{"categories":470},[288],{"categories":472},[111],{"categories":474},[162],{"categories":476},[147],{"categories":478},[173],{"categories":480},[439],{"categories":482},[],{"categories":484},[111],{"categories":486},[],{"categories":488},[155],{"categories":490},[111],{"categories":492},[111],{"categories":494},[495],"RAG & Retrieval",{"categories":497},[155],{"categories":499},[147],{"categories":501},[173],{"categories":503},[173],{"categories":505},[331],{"categories":507},[253],{"categories":509},[111],{"categories":511},[147],{"categories":513},[147],{"categories":515},[147],{"categories":517},[147],{"categories":519},[],{"categories":521},[111],{"categories":523},[524],"Agents & Orchestration",{"categories":526},[173],{"categories":528},[147],{"categories":530},[],{"categories":532},[111],{"categories":534},[155],{"categories":536},[],{"categories":538},[147],{"categories":540},[],{"categories":542},[147],{"categories":544},[150],{"categories":546},[173],{"categories":548},[155],{"categories":550},[147],{"categories":552},[147],{"categories":554},[147],{"categories":556},[111],{"categories":558},[147],{"categories":560},[147],{"categories":562},[198],{"categories":564},[147],{"categories":566},[],{"categories":568},[147],{"categories":570},[147],{"categories":572},[],{"categories":574},[147],{"categories":576},[173],{"categories":578},[147],{"categories":580},[111],{"categories":582},[176],{"categories":584},[],{"categories":586},[147],{"categories":588},[147],{"categories":590},[253],{"categories":592},[593],"Models & Frontier Labs",{"categories":595},[],{"categories":597},[253],{"categories":599},[600],"Regulation & Governance of AI",{"categories":602},[162],{"categories":604},[111],{"categories":606},[],{"categories":608},[147],{"categories":610},[147],{"categories":612},[111],{"categories":614},[111],{"categories":616},[198],{"categories":618},[147],{"categories":620},[155],{"categories":622},[147],{"categories":624},[111],{"categories":626},[],{"categories":628},[173],{"categories":630},[111],{"categories":632},[147],{"categories":634},[162],{"categories":636},[147],{"categories":638},[639],"AI Policy & Regulation",{"categories":641},[],{"categories":643},[147],{"categories":645},[111],{"categories":647},[111],{"categories":649},[162],{"categories":651},[111],{"categories":653},[147],{"categories":655},[147],{"categories":657},[147],{"categories":659},[111],{"categories":661},[],{"categories":663},[176],{"categories":665},[666],"Evals & Reliability",{"categories":668},[147],{"categories":670},[147],{"categories":672},[],{"categories":674},[176],{"categories":676},[150],{"categories":678},[439],{"categories":680},[639],{"categories":682},[147],{"categories":684},[147],{"categories":686},[155],{"categories":688},[147],{"categories":690},[111],{"categories":692},[147],{"categories":694},[111],{"categories":696},[524],{"categories":698},[147],{"categories":700},[173],{"categories":702},[147],{"categories":704},[147],{"categories":706},[],{"categories":708},[253],{"categories":710},[],{"categories":712},[147],{"categories":714},[147],{"categories":716},[439],{"categories":718},[147],{"categories":720},[147],{"categories":722},[147],{"categories":724},[],{"categories":726},[147],{"categories":728},[253],{"categories":730},[147],{"categories":732},[173],{"categories":734},[],{"categories":736},[147],{"categories":738},[],{"categories":740},[147],{"categories":742},[111],{"categories":744},[147],{"categories":746},[253],{"categories":748},[],{"categories":750},[147],{"categories":752},[147],{"categories":754},[176],{"categories":756},[111],{"categories":758},[147],{"categories":760},[155],{"categories":762},[111],{"categories":764},[147],{"categories":766},[147],{"categories":768},[173],{"categories":770},[253],{"categories":772},[147],{"categories":774},[111],{"categories":776},[],{"categories":778},[173],{"categories":780},[111],{"categories":782},[176],{"categories":784},[],{"categories":786},[147],{"categories":788},[198],{"categories":790},[147],{"categories":792},[],{"categories":794},[147],{"categories":796},[147],{"categories":798},[147],{"categories":800},[155,288],{"categories":802},[],{"categories":804},[173],{"categories":806},[147],{"categories":808},[147],{"categories":810},[111],{"categories":812},[147],{"categories":814},[147],{"categories":816},[],{"categories":818},[],{"categories":820},[147],{"categories":822},[147],{"categories":824},[253],{"categories":826},[147],{"categories":828},[],{"categories":830},[147],{"categories":832},[331],{"categories":834},[],{"categories":836},[111],{"categories":838},[198],{"categories":840},[147],{"categories":842},[155],{"categories":844},[147],{"categories":846},[173],{"categories":848},[253],{"categories":850},[],{"categories":852},[147],{"categories":854},[198],{"categories":856},[147],{"categories":858},[187],{"categories":860},[147],{"categories":862},[147],{"categories":864},[111],{"categories":866},[198],{"categories":868},[593],{"categories":870},[147],{"categories":872},[288],{"categories":874},[],{"categories":876},[111],{"categories":878},[155],{"categories":880},[173],{"categories":882},[147],{"categories":884},[111],{"categories":886},[],{"categories":888},[147,331],{"categories":890},[147],{"categories":892},[147],{"categories":894},[147],{"categories":896},[111],{"categories":898},[147,173],{"categories":900},[176],{"categories":902},[147],{"categories":904},[147],{"categories":906},[147],{"categories":908},[173],{"categories":910},[147],{"categories":912},[111],{"categories":914},[111],{"categories":916},[639],{"categories":918},[288],{"categories":920},[147],{"categories":922},[111],{"categories":924},[147],{"categories":926},[147],{"categories":928},[111],{"categories":930},[],{"categories":932},[111],{"categories":934},[147],{"categories":936},[147],{"categories":938},[111],{"categories":940},[147],{"categories":942},[147,155],{"categories":944},[147],{"categories":946},[147],{"categories":948},[155],{"categories":950},[],{"categories":952},[253],{"categories":954},[253],{"categories":956},[147],{"categories":958},[],{"categories":960},[],{"categories":962},[147],{"categories":964},[198],{"categories":966},[],{"categories":968},[150],{"categories":970},[147],{"categories":972},[173],{"categories":974},[111],{"categories":976},[147],{"categories":978},[979],"Generative UI & Design-to-Code",{"categories":981},[147],{"categories":983},[147],{"categories":985},[253],{"categories":987},[147],{"categories":989},[990],"Algorithmic Accountability",{"categories":992},[147],{"categories":994},[111],{"categories":996},[173],{"categories":998},[198],{"categories":1000},[253],{"categories":1002},[147],{"categories":1004},[],{"categories":1006},[162],{"categories":1008},[147],{"categories":1010},[147],{"categories":1012},[147],{"categories":1014},[147],{"categories":1016},[147],{"categories":1018},[111],{"categories":1020},[1021],"MLOps & Infrastructure",{"categories":1023},[147],{"categories":1025},[147],{"categories":1027},[147],{"categories":1029},[147],{"categories":1031},[147],{"categories":1033},[173],{"categories":1035},[198],{"categories":1037},[147],{"categories":1039},[147],{"categories":1041},[162],{"categories":1043},[150],{"categories":1045},[147],{"categories":1047},[111],{"categories":1049},[331],{"categories":1051},[147],{"categories":1053},[155],{"categories":1055},[147],{"categories":1057},[253],{"categories":1059},[147],{"categories":1061},[162],{"categories":1063},[147],{"categories":1065},[111],{"categories":1067},[],{"categories":1069},[],{"categories":1071},[147],{"categories":1073},[187],{"categories":1075},[253],{"categories":1077},[198],{"categories":1079},[176],{"categories":1081},[],{"categories":1083},[147],{"categories":1085},[147],{"categories":1087},[155],{"categories":1089},[111],{"categories":1091},[147],{"categories":1093},[147],{"categories":1095},[147],{"categories":1097},[147],{"categories":1099},[147],{"categories":1101},[198],{"categories":1103},[187],{"categories":1105},[147],{"categories":1107},[253],{"categories":1109},[147],{"categories":1111},[],{"categories":1113},[111],{"categories":1115},[173],{"categories":1117},[],{"categories":1119},[147],{"categories":1121},[147],{"categories":1123},[111],{"categories":1125},[173],{"categories":1127},[147],{"categories":1129},[176],{"categories":1131},[253],{"categories":1133},[],{"categories":1135},[147],{"categories":1137},[],{"categories":1139},[147],{"categories":1141},[],{"categories":1143},[147],{"categories":1145},[147],{"categories":1147},[162],{"categories":1149},[155],{"categories":1151},[111],{"categories":1153},[111],{"categories":1155},[173],{"categories":1157},[],{"categories":1159},[147],{"categories":1161},[150],{"categories":1163},[147],{"categories":1165},[147],{"categories":1167},[155],{"categories":1169},[198],{"categories":1171},[150],{"categories":1173},[],{"categories":1175},[147],{"categories":1177},[],{"categories":1179},[147],{"categories":1181},[],{"categories":1183},[147],{"categories":1185},[198],{"categories":1187},[198],{"categories":1189},[],{"categories":1191},[524],{"categories":1193},[147],{"categories":1195},[253],{"categories":1197},[173],{"categories":1199},[],{"categories":1201},[462],{"categories":1203},[111],{"categories":1205},[111],{"categories":1207},[155],{"categories":1209},[147],{"categories":1211},[],{"categories":1213},[],{"categories":1215},[150],{"categories":1217},[176],{"categories":1219},[],{"categories":1221},[288],{"categories":1223},[111],{"categories":1225},[155],{"categories":1227},[111],{"categories":1229},[147],{"categories":1231},[155],{"categories":1233},[147],{"categories":1235},[173],{"categories":1237},[],{"categories":1239},[187],{"categories":1241},[162],{"categories":1243},[147],{"categories":1245},[253],{"categories":1247},[173],{"categories":1249},[155],{"categories":1251},[147],{"categories":1253},[173],{"categories":1255},[147],{"categories":1257},[111],{"categories":1259},[155],{"categories":1261},[147],{"categories":1263},[147],{"categories":1265},[147],{"categories":1267},[147],{"categories":1269},[147],{"categories":1271},[147],{"categories":1273},[],{"categories":1275},[],{"categories":1277},[173],{"categories":1279},[176],{"categories":1281},[162],{"categories":1283},[147],{"categories":1285},[111],{"categories":1287},[173],{"categories":1289},[173],{"categories":1291},[147],{"categories":1293},[],{"categories":1295},[147],{"categories":1297},[198],{"categories":1299},[162],{"categories":1301},[162],{"categories":1303},[173],{"categories":1305},[147],{"categories":1307},[666],{"categories":1309},[331],{"categories":1311},[],{"categories":1313},[111],{"categories":1315},[147],{"categories":1317},[150],{"categories":1319},[],{"categories":1321},[150],{"categories":1323},[253],{"categories":1325},[],{"categories":1327},[147],{"categories":1329},[147],{"categories":1331},[147],{"categories":1333},[253],{"categories":1335},[288],{"categories":1337},[162],{"categories":1339},[147],{"categories":1341},[173],{"categories":1343},[147],{"categories":1345},[111],{"categories":1347},[],{"categories":1349},[173],{"categories":1351},[147],{"categories":1353},[150],{"categories":1355},[],{"categories":1357},[155],{"categories":1359},[147],{"categories":1361},[147],{"categories":1363},[198],{"categories":1365},[147,331],{"categories":1367},[147],{"categories":1369},[1370],"Design Systems for AI",{"categories":1372},[147],{"categories":1374},[147],{"categories":1376},[198],{"categories":1378},[147],{"categories":1380},[147],{"categories":1382},[147],{"categories":1384},[155],{"categories":1386},[147],{"categories":1388},[147],{"categories":1390},[147],{"categories":1392},[],{"categories":1394},[147],{"categories":1396},[147],{"categories":1398},[155],{"categories":1400},[147],{"categories":1402},[],{"categories":1404},[111],{"categories":1406},[111],{"categories":1408},[173],{"categories":1410},[147],{"categories":1412},[198],{"categories":1414},[173],{"categories":1416},[147],{"categories":1418},[253],{"categories":1420},[198],{"categories":1422},[176],{"categories":1424},[147],{"categories":1426},[147],{"categories":1428},[147],{"categories":1430},[147],{"categories":1432},[111],{"categories":1434},[150],{"categories":1436},[639],{"categories":1438},[147],{"categories":1440},[147],{"categories":1442},[111],{"categories":1444},[147],{"categories":1446},[173],{"categories":1448},[147],{"categories":1450},[173],{"categories":1452},[],{"categories":1454},[253],{"categories":1456},[],{"categories":1458},[147],{"categories":1460},[111],{"categories":1462},[162],{"categories":1464},[],{"categories":1466},[155],{"categories":1468},[147],{"categories":1470},[],{"categories":1472},[253],{"categories":1474},[173],{"categories":1476},[111],{"categories":1478},[173],{"categories":1480},[147],{"categories":1482},[253],{"categories":1484},[147],{"categories":1486},[173],{"categories":1488},[147],{"categories":1490},[147],{"categories":1492},[253],{"categories":1494},[],{"categories":1496},[],{"categories":1498},[198],{"categories":1500},[111],{"categories":1502},[111],{"categories":1504},[147],{"categories":1506},[111],{"categories":1508},[147],{"categories":1510},[147],{"categories":1512},[147],{"categories":1514},[147],{"categories":1516},[147],{"categories":1518},[147],{"categories":1520},[155],{"categories":1522},[162],{"categories":1524},[147],{"categories":1526},[147],{"categories":1528},[],{"categories":1530},[173],{"categories":1532},[173],{"categories":1534},[147],{"categories":1536},[173],{"categories":1538},[155],{"categories":1540},[],{"categories":1542},[147],{"categories":1544},[147],{"categories":1546},[253],{"categories":1548},[147],{"categories":1550},[147],{"categories":1552},[147],{"categories":1554},[111],{"categories":1556},[150],{"categories":1558},[155],{"categories":1560},[147],{"categories":1562},[111],{"categories":1564},[198],{"categories":1566},[111],{"categories":1568},[187],{"categories":1570},[288],{"categories":1572},[147],{"categories":1574},[111],{"categories":1576},[147],{"categories":1578},[147],{"categories":1580},[147],{"categories":1582},[147],{"categories":1584},[],{"categories":1586},[253],{"categories":1588},[],{"categories":1590},[147],{"categories":1592},[147],{"categories":1594},[],{"categories":1596},[147],{"categories":1598},[147],{"categories":1600},[173],{"categories":1602},[155],{"categories":1604},[1605],"Visual & Generative Media",{"categories":1607},[111],{"categories":1609},[],{"categories":1611},[147],{"categories":1613},[147],{"categories":1615},[173],{"categories":1617},[147],{"categories":1619},[331],{"categories":1621},[147],{"categories":1623},[176],{"categories":1625},[639],{"categories":1627},[173],{"categories":1629},[288],{"categories":1631},[147],{"categories":1633},[162],{"categories":1635},[253],{"categories":1637},[147],{"categories":1639},[147],{"categories":1641},[173],{"categories":1643},[111],{"categories":1645},[147],{"categories":1647},[],{"categories":1649},[],{"categories":1651},[111],{"categories":1653},[173],{"categories":1655},[150],{"categories":1657},[111],{"categories":1659},[593],{"categories":1661},[147],{"categories":1663},[162],{"categories":1665},[147],{"categories":1667},[155],{"categories":1669},[],{"categories":1671},[147],{"categories":1673},[162],{"categories":1675},[147],{"categories":1677},[147],{"categories":1679},[147],{"categories":1681},[162],{"categories":1683},[147],{"categories":1685},[147],{"categories":1687},[288],{"categories":1689},[147],{"categories":1691},[524],{"categories":1693},[173],{"categories":1695},[111],{"categories":1697},[147],{"categories":1699},[111],{"categories":1701},[147],{"categories":1703},[147],{"categories":1705},[111],{"categories":1707},[147],{"categories":1709},[147],{"categories":1711},[147],{"categories":1713},[111],{"categories":1715},[147],{"categories":1717},[253],{"categories":1719},[111],{"categories":1721},[],{"categories":1723},[111],{"categories":1725},[147],{"categories":1727},[],{"categories":1729},[331],{"categories":1731},[173],{"categories":1733},[],{"categories":1735},[593],{"categories":1737},[147],{"categories":1739},[111],{"categories":1741},[111],{"categories":1743},[147],{"categories":1745},[253,147],{"categories":1747},[147],{"categories":1749},[150],{"categories":1751},[147],{"categories":1753},[111],{"categories":1755},[253],{"categories":1757},[],{"categories":1759},[147],{"categories":1761},[150],{"categories":1763},[147],{"categories":1765},[1766],"Medical Imaging & Radiology",{"categories":1768},[147],{"categories":1770},[147],{"categories":1772},[147],{"categories":1774},[253],{"categories":1776},[111],{"categories":1778},[111],{"categories":1780},[173],{"categories":1782},[],{"categories":1784},[147],{"categories":1786},[147],{"categories":1788},[147],{"categories":1790},[],{"categories":1792},[],{"categories":1794},[147],{"categories":1796},[147],{"categories":1798},[524],{"categories":1800},[147],{"categories":1802},[147],{"categories":1804},[150],{"categories":1806},[147],{"categories":1808},[147],{"categories":1810},[],{"categories":1812},[111],{"categories":1814},[147],{"categories":1816},[162],{"categories":1818},[173],{"categories":1820},[147],{"categories":1822},[147],{"categories":1824},[111],{"categories":1826},[524],{"categories":1828},[147],{"categories":1830},[111],{"categories":1832},[147],{"categories":1834},[147],{"categories":1836},[147],{"categories":1838},[147],{"categories":1840},[253],{"categories":1842},[111],{"categories":1844},[331],{"categories":1846},[253],{"categories":1848},[155],{"categories":1850},[111],{"categories":1852},[198],{"categories":1854},[147],{"categories":1856},[147],{"categories":1858},[162],{"categories":1860},[147],{"categories":1862},[147],{"categories":1864},[147],{"categories":1866},[147],{"categories":1868},[147],{"categories":1870},[111],{"categories":1872},[147],{"categories":1874},[173],{"categories":1876},[173],{"categories":1878},[147],{"categories":1880},[162],{"categories":1882},[],{"categories":1884},[198],{"categories":1886},[],{"categories":1888},[162],{"categories":1890},[111],{"categories":1892},[147],{"categories":1894},[147],{"categories":1896},[111],{"categories":1898},[147],{"categories":1900},[1370],{"categories":1902},[147],{"categories":1904},[1370],{"categories":1906},[253],{"categories":1908},[147],{"categories":1910},[147],{"categories":1912},[147],{"categories":1914},[111],{"categories":1916},[173],{"categories":1918},[253],{"categories":1920},[111],{"categories":1922},[198],{"categories":1924},[],{"categories":1926},[147],{"categories":1928},[],{"categories":1930},[147],{"categories":1932},[147],{"categories":1934},[111],{"categories":1936},[147],{"categories":1938},[147],{"categories":1940},[147],{"categories":1942},[111],{"categories":1944},[1945],"Contract Review & E-Discovery",{"categories":1947},[147],{"categories":1949},[253],{"categories":1951},[147],{"categories":1953},[150],{"categories":1955},[147],{"categories":1957},[198],{"categories":1959},[147],{"categories":1961},[147],{"categories":1963},[288],{"categories":1965},[173],{"categories":1967},[111],{"categories":1969},[147],{"categories":1971},[147],{"categories":1973},[147],{"categories":1975},[111],{"categories":1977},[111],{"categories":1979},[990],{"categories":1981},[147],{"categories":1983},[147],{"categories":1985},[111],{"categories":1987},[111],{"categories":1989},[147],{"categories":1991},[147],{"categories":1993},[147],{"categories":1995},[111],{"categories":1997},[147],{"categories":1999},[147],{"categories":2001},[173],{"categories":2003},[147],{"categories":2005},[524],{"categories":2007},[495],{"categories":2009},[147],{"categories":2011},[111],{"categories":2013},[147],{"categories":2015},[2016],"Law-Firm Practice & Adoption",{"categories":2018},[147],{"categories":2020},[111],{"categories":2022},[253],{"categories":2024},[147],{"categories":2026},[147],{"categories":2028},[147],{"categories":2030},[],{"categories":2032},[173],{"categories":2034},[],{"categories":2036},[173],{"categories":2038},[147],{"categories":2040},[],{"categories":2042},[173],{"categories":2044},[111],{"categories":2046},[150],{"categories":2048},[331],{"categories":2050},[147],{"categories":2052},[],{"categories":2054},[147],{"categories":2056},[150],{"categories":2058},[111],{"categories":2060},[155],{"categories":2062},[147],{"categories":2064},[288],{"categories":2066},[147],{"categories":2068},[],{"categories":2070},[155],{"categories":2072},[111],{"categories":2074},[155],{"categories":2076},[],{"categories":2078},[147],{"categories":2080},[162],{"categories":2082},[147],{"categories":2084},[173],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[],{"categories":2092},[],{"categories":2094},[147],{"categories":2096},[162],{"categories":2098},[111],{"categories":2100},[331],{"categories":2102},[147],{"categories":2104},[150],{"categories":2106},[173],{"categories":2108},[147],{"categories":2110},[147],{"categories":2112},[173],{"categories":2114},[162],{"categories":2116},[147],{"categories":2118},[147],{"categories":2120},[147],{"categories":2122},[1021],{"categories":2124},[147],{"categories":2126},[173],{"categories":2128},[147],{"categories":2130},[288],{"categories":2132},[173],{"categories":2134},[155],{"categories":2136},[147],{"categories":2138},[147],{"categories":2140},[147],{"categories":2142},[253],{"categories":2144},[147],{"categories":2146},[147],{"categories":2148},[147],{"categories":2150},[147],{"categories":2152},[155],{"categories":2154},[111],{"categories":2156},[147,150],{"categories":2158},[147],{"categories":2160},[524],{"categories":2162},[147],{"categories":2164},[147],{"categories":2166},[147],{"categories":2168},[173],{"categories":2170},[147],{"categories":2172},[173],{"categories":2174},[253],{"categories":2176},[111],{"categories":2178},[111],{"categories":2180},[173],{"categories":2182},[147],{"categories":2184},[111],{"categories":2186},[147],{"categories":2188},[147],{"categories":2190},[],{"categories":2192},[],{"categories":2194},[147],{"categories":2196},[176],{"categories":2198},[147],{"categories":2200},[147],{"categories":2202},[253],{"categories":2204},[111],{"categories":2206},[],{"categories":2208},[147],{"categories":2210},[147],{"categories":2212},[155],{"categories":2214},[173],{"categories":2216},[176],{"categories":2218},[198],{"categories":2220},[162],{"categories":2222},[253],{"categories":2224},[147],{"categories":2226},[111],{"categories":2228},[147],{"categories":2230},[173],{"categories":2232},[],{"categories":2234},[111],{"categories":2236},[111],{"categories":2238},[111],{"categories":2240},[147],{"categories":2242},[147],{"categories":2244},[147],{"categories":2246},[147],{"categories":2248},[147],{"categories":2250},[147],{"categories":2252},[],{"categories":2254},[111],{"categories":2256},[147],{"categories":2258},[147],{"categories":2260},[147],{"categories":2262},[],{"categories":2264},[111],{"categories":2266},[111],{"categories":2268},[147],{"categories":2270},[147],{"categories":2272},[155],{"categories":2274},[147],{"categories":2276},[147],{"categories":2278},[],{"categories":2280},[150],{"categories":2282},[147],{"categories":2284},[147],{"categories":2286},[147],{"categories":2288},[253],{"categories":2290},[147],{"categories":2292},[173],{"categories":2294},[147],{"categories":2296},[150],{"categories":2298},[147],{"categories":2300},[173],{"categories":2302},[288],{"categories":2304},[173],{"categories":2306},[111],{"categories":2308},[111],{"categories":2310},[147],{"categories":2312},[147],{"categories":2314},[147],{"categories":2316},[147,253],{"categories":2318},[147],{"categories":2320},[111],{"categories":2322},[198],{"categories":2324},[147],{"categories":2326},[198],{"categories":2328},[111],{"categories":2330},[253],{"categories":2332},[147],{"categories":2334},[],{"categories":2336},[173],{"categories":2338},[331],{"categories":2340},[253],{"categories":2342},[173],{"categories":2344},[147],{"categories":2346},[162],{"categories":2348},[147],{"categories":2350},[147],{"categories":2352},[111],{"categories":2354},[],{"categories":2356},[],{"categories":2358},[147],{"categories":2360},[],{"categories":2362},[],{"categories":2364},[162],{"categories":2366},[173],{"categories":2368},[147],{"categories":2370},[147],{"categories":2372},[111],{"categories":2374},[147],{"categories":2376},[111],{"categories":2378},[155],{"categories":2380},[111],{"categories":2382},[331],{"categories":2384},[147],{"categories":2386},[147],{"categories":2388},[147],{"categories":2390},[187],{"categories":2392},[147],{"categories":2394},[147],{"categories":2396},[147],{"categories":2398},[147],{"categories":2400},[173],{"categories":2402},[111],{"categories":2404},[147],{"categories":2406},[147],{"categories":2408},[147],{"categories":2410},[147],{"categories":2412},[173],{"categories":2414},[462],{"categories":2416},[111],{"categories":2418},[990],{"categories":2420},[],{"categories":2422},[111],{"categories":2424},[253],{"categories":2426},[2016],{"categories":2428},[173],{"categories":2430},[],{"categories":2432},[111],{"categories":2434},[],{"categories":2436},[147],{"categories":2438},[111],{"categories":2440},[],{"categories":2442},[],{"categories":2444},[147],{"categories":2446},[147],{"categories":2448},[288],{"categories":2450},[147],{"categories":2452},[288],{"categories":2454},[147],{"categories":2456},[111],{"categories":2458},[147],{"categories":2460},[147],{"categories":2462},[176],{"categories":2464},[147],{"categories":2466},[173],{"categories":2468},[162],{"categories":2470},[],{"categories":2472},[147],{"categories":2474},[147],{"categories":2476},[147],{"categories":2478},[173],{"categories":2480},[147],{"categories":2482},[1945],{"categories":2484},[111],{"categories":2486},[147],{"categories":2488},[253],{"categories":2490},[253],{"categories":2492},[147],{"categories":2494},[147],{"categories":2496},[111],{"categories":2498},[150],{"categories":2500},[147],{"categories":2502},[147],{"categories":2504},[147],{"categories":2506},[147],{"categories":2508},[253],{"categories":2510},[253],{"categories":2512},[111],{"categories":2514},[111],{"categories":2516},[111],{"categories":2518},[147],{"categories":2520},[147],{"categories":2522},[147],{"categories":2524},[111],{"categories":2526},[],{"categories":2528},[147],{"categories":2530},[],{"categories":2532},[253],{"categories":2534},[2535],"Interaction & Product Design",{"categories":2537},[147],{"categories":2539},[111],{"categories":2541},[173],{"categories":2543},[366],{"categories":2545},[198],{"categories":2547},[173],{"categories":2549},[147],{"categories":2551},[162],{"categories":2553},[147],{"categories":2555},[147],{"categories":2557},[173],{"categories":2559},[147],{"categories":2561},[150],{"categories":2563},[111],{"categories":2565},[147],{"categories":2567},[],{"categories":2569},[111],{"categories":2571},[111],{"categories":2573},[111],{"categories":2575},[],{"categories":2577},[173],{"categories":2579},[147],{"categories":2581},[111],{"categories":2583},[150],{"categories":2585},[2535],{"categories":2587},[147],{"categories":2589},[150],{"categories":2591},[147],{"categories":2593},[150],{"categories":2595},[147],{"categories":2597},[],{"categories":2599},[147],{"categories":2601},[111],{"categories":2603},[173],{"categories":2605},[],{"categories":2607},[111],{"categories":2609},[162],{"categories":2611},[198],{"categories":2613},[147],{"categories":2615},[111],{"categories":2617},[147],{"categories":2619},[111],{"categories":2621},[111],{"categories":2623},[147],{"categories":2625},[147],{"categories":2627},[198],{"categories":2629},[176],{"categories":2631},[147],{"categories":2633},[162],{"categories":2635},[173],{"categories":2637},[2638],"Coding Agents & Dev Productivity",{"categories":2640},[198],{"categories":2642},[253],{"categories":2644},[147],{"categories":2646},[147],{"categories":2648},[],{"categories":2650},[147],{"categories":2652},[147],{"categories":2654},[990],{"categories":2656},[],{"categories":2658},[147],{"categories":2660},[147],{"categories":2662},[331],{"categories":2664},[147],{"categories":2666},[198],{"categories":2668},[],{"categories":2670},[],{"categories":2672},[147],{"categories":2674},[],{"categories":2676},[111],{"categories":2678},[147],{"categories":2680},[111],{"categories":2682},[],{"categories":2684},[173],{"categories":2686},[173],{"categories":2688},[147],{"categories":2690},[176],{"categories":2692},[],{"categories":2694},[147],{"categories":2696},[147],{"categories":2698},[147],{"categories":2700},[176],{"categories":2702},[173],{"categories":2704},[111],{"categories":2706},[],{"categories":2708},[],{"categories":2710},[147],{"categories":2712},[147],{"categories":2714},[147],{"categories":2716},[147],{"categories":2718},[111],{"categories":2720},[111],{"categories":2722},[439],{"categories":2724},[173],{"categories":2726},[162],{"categories":2728},[147],{"categories":2730},[173],{"categories":2732},[111],{"categories":2734},[198],{"categories":2736},[198],{"categories":2738},[111],{"categories":2740},[111],{"categories":2742},[147],{"categories":2744},[150],{"categories":2746},[2535],{"categories":2748},[162],{"categories":2750},[147,331],{"categories":2752},[176],{"categories":2754},[],{"categories":2756},[253],{"categories":2758},[111],{"categories":2760},[173],{"categories":2762},[150],{"categories":2764},[147],{"categories":2766},[111],{"categories":2768},[2769],"The Designer's Role & Craft",{"categories":2771},[253],{"categories":2773},[],{"categories":2775},[111],{"categories":2777},[147],{"categories":2779},[111],{"categories":2781},[111],{"categories":2783},[147],{"categories":2785},[288],{"categories":2787},[147],{"categories":2789},[173],{"categories":2791},[111],{"categories":2793},[147],{"categories":2795},[253],{"categories":2797},[147],{"categories":2799},[],{"categories":2801},[111],{"categories":2803},[253],{"categories":2805},[162],{"categories":2807},[147],{"categories":2809},[111],{"categories":2811},[147],{"categories":2813},[147],{"categories":2815},[147],{"categories":2817},[2818],"AI UX Patterns",{"categories":2820},[111],{"categories":2822},[111],{"categories":2824},[111],{"categories":2826},[147],{"categories":2828},[147],{"categories":2830},[111],{"categories":2832},[288],{"categories":2834},[176],{"categories":2836},[147],{"categories":2838},[111],{"categories":2840},[147],{"categories":2842},[147],{"categories":2844},[1370],{"categories":2846},[],{"categories":2848},[288],{"categories":2850},[111],{"categories":2852},[198],{"categories":2854},[173],{"categories":2856},[147],{"categories":2858},[111],{"categories":2860},[],{"categories":2862},[],{"categories":2864},[147],{"categories":2866},[147],{"categories":2868},[111],{"categories":2870},[147],{"categories":2872},[111],{"categories":2874},[439],{"categories":2876},[253],{"categories":2878},[147],{"categories":2880},[198],{"categories":2882},[173],{"categories":2884},[147],{"categories":2886},[111],{"categories":2888},[111],{"categories":2890},[],{"categories":2892},[147],{"categories":2894},[],{"categories":2896},[147],{"categories":2898},[],{"categories":2900},[147],{"categories":2902},[147],{"categories":2904},[147],{"categories":2906},[111],{"categories":2908},[147],{"categories":2910},[173],{"categories":2912},[],{"categories":2914},[],{"categories":2916},[176],{"categories":2918},[187],{"categories":2920},[147],{"categories":2922},[147],{"categories":2924},[147],{"categories":2926},[176],{"categories":2928},[176],{"categories":2930},[147],{"categories":2932},[147],{"categories":2934},[198],{"categories":2936},[147],{"categories":2938},[147],{"categories":2940},[147],{"categories":2942},[111],{"categories":2944},[147],{"categories":2946},[147],{"categories":2948},[111],{"categories":2950},[147],{"categories":2952},[147],{"categories":2954},[147],{"categories":2956},[111],{"categories":2958},[],{"categories":2960},[147],{"categories":2962},[],{"categories":2964},[147],{"categories":2966},[147],{"categories":2968},[331],{"categories":2970},[147],{"categories":2972},[],{"categories":2974},[],{"categories":2976},[253],{"categories":2978},[1021],{"categories":2980},[111],{"categories":2982},[150],{"categories":2984},[2769],{"categories":2986},[],{"categories":2988},[],{"categories":2990},[147],{"categories":2992},[],{"categories":2994},[],{"categories":2996},[173],{"categories":2998},[198],{"categories":3000},[288],{"categories":3002},[176],{"categories":3004},[111],{"categories":3006},[155],{"categories":3008},[147],{"categories":3010},[147],{"categories":3012},[155],{"categories":3014},[],{"categories":3016},[253],{"categories":3018},[162],{"categories":3020},[147],{"categories":3022},[147],{"categories":3024},[111],{"categories":3026},[155],{"categories":3028},[147],{"categories":3030},[147],{"categories":3032},[150],{"categories":3034},[147],{"categories":3036},[155],{"categories":3038},[147],{"categories":3040},[],{"categories":3042},[150],{"categories":3044},[147],{"categories":3046},[288],{"categories":3048},[147],{"categories":3050},[173],{"categories":3052},[111],{"categories":3054},[198],{"categories":3056},[147],{"categories":3058},[173],{"categories":3060},[147],{"categories":3062},[147],{"categories":3064},[147],{"categories":3066},[147],{"categories":3068},[155],{"categories":3070},[147],{"categories":3072},[147],{"categories":3074},[147],{"categories":3076},[111],{"categories":3078},[147],{"categories":3080},[147],{"categories":3082},[147],{"categories":3084},[],{"categories":3086},[147],{"categories":3088},[173],{"categories":3090},[150],{"categories":3092},[147],{"categories":3094},[147],{"categories":3096},[253],{"categories":3098},[147],{"categories":3100},[],{"categories":3102},[147],{"categories":3104},[524],{"categories":3106},[111],{"categories":3108},[155],{"categories":3110},[147],{"categories":3112},[198],{"categories":3114},[147],{"categories":3116},[147],{"categories":3118},[],{"categories":3120},[155],{"categories":3122},[155],{"categories":3124},[147],{"categories":3126},[147],{"categories":3128},[162],{"categories":3130},[147],{"categories":3132},[147],{"categories":3134},[147],{"categories":3136},[147],{"categories":3138},[173],{"categories":3140},[176],{"categories":3142},[173],{"categories":3144},[147],{"categories":3146},[],{"categories":3148},[147],{"categories":3150},[173],{"categories":3152},[147],{"categories":3154},[173],{"categories":3156},[111],{"categories":3158},[639],{"categories":3160},[],{"categories":3162},[],{"categories":3164},[147],{"categories":3166},[198],{"categories":3168},[],{"categories":3170},[331],{"categories":3172},[147],{"categories":3174},[147],{"categories":3176},[147],{"categories":3178},[253],{"categories":3180},[979],{"categories":3182},[],{"categories":3184},[147],{"categories":3186},[147],{"categories":3188},[147],{"categories":3190},[173],{"categories":3192},[147],{"categories":3194},[147],{"categories":3196},[147],{"categories":3198},[147],{"categories":3200},[147,331],{"categories":3202},[147],{"categories":3204},[147],{"categories":3206},[253],{"categories":3208},[111],{"categories":3210},[],{"categories":3212},[111],{"categories":3214},[111],{"categories":3216},[147],{"categories":3218},[147],{"categories":3220},[147],{"categories":3222},[147],{"categories":3224},[147],{"categories":3226},[176],{"categories":3228},[147],{"categories":3230},[147],{"categories":3232},[2818],{"categories":3234},[150],{"categories":3236},[147],{"categories":3238},[176],{"categories":3240},[150],{"categories":3242},[173],{"categories":3244},[253],{"categories":3246},[111],{"categories":3248},[147],{"categories":3250},[147],{"categories":3252},[],{"categories":3254},[155],{"categories":3256},[147],{"categories":3258},[147],{"categories":3260},[198],{"categories":3262},[147],{"categories":3264},[147],{"categories":3266},[147],{"categories":3268},[111],{"categories":3270},[147],{"categories":3272},[147],{"categories":3274},[253],{"categories":3276},[147],{"categories":3278},[155],{"categories":3280},[],{"categories":3282},[331],{"categories":3284},[162],{"categories":3286},[147],{"categories":3288},[439],{"categories":3290},[253],{"categories":3292},[253],{"categories":3294},[173],{"categories":3296},[111],{"categories":3298},[147],{"categories":3300},[155],{"categories":3302},[198],{"categories":3304},[147],{"categories":3306},[147],{"categories":3308},[147],{"categories":3310},[253],{"categories":3312},[111],{"categories":3314},[147],{"categories":3316},[111],{"categories":3318},[147],{"categories":3320},[111],{"categories":3322},[147],{"categories":3324},[593],{"categories":3326},[147],{"categories":3328},[111],{"categories":3330},[],{"categories":3332},[147],{"categories":3334},[147],{"categories":3336},[147],{"categories":3338},[147],{"categories":3340},[111],{"categories":3342},[],{"categories":3344},[],{"categories":3346},[147],{"categories":3348},[147],{"categories":3350},[111],{"categories":3352},[147],{"categories":3354},[147],{"categories":3356},[147],{"categories":3358},[173],{"categories":3360},[147],{"categories":3362},[147],{"categories":3364},[111],{"categories":3366},[147],{"categories":3368},[147],{"categories":3370},[147],{"categories":3372},[147],{"categories":3374},[147],{"categories":3376},[],{"categories":3378},[173],{"categories":3380},[176],{"categories":3382},[147],{"categories":3384},[111],{"categories":3386},[111],{"categories":3388},[147],{"categories":3390},[147],{"categories":3392},[],{"categories":3394},[],{"categories":3396},[147],{"categories":3398},[147],{"categories":3400},[147],{"categories":3402},[198],{"categories":3404},[176],{"categories":3406},[],{"categories":3408},[147],{"categories":3410},[253],{"categories":3412},[147],{"categories":3414},[147],{"categories":3416},[331],{"categories":3418},[2016],{"categories":3420},[147],{"categories":3422},[198],{"categories":3424},[173],{"categories":3426},[147],{"categories":3428},[173],{"categories":3430},[173],{"categories":3432},[147],{"categories":3434},[147],{"categories":3436},[173],{"categories":3438},[198],{"categories":3440},[198],{"categories":3442},[331],{"categories":3444},[111],{"categories":3446},[],{"categories":3448},[198],{"categories":3450},[155],{"categories":3452},[147],{"categories":3454},[111],{"categories":3456},[150],{"categories":3458},[173],{"categories":3460},[147],{"categories":3462},[155],{"categories":3464},[198],{"categories":3466},[],{"categories":3468},[147],{"categories":3470},[173],{"categories":3472},[147],{"categories":3474},[173],{"categories":3476},[176],{"categories":3478},[147],{"categories":3480},[198],{"categories":3482},[147],{"categories":3484},[173],{"categories":3486},[111],{"categories":3488},[111],{"categories":3490},[198],{"categories":3492},[111],{"categories":3494},[331],{"categories":3496},[111],{"categories":3498},[147],{"categories":3500},[147],{"categories":3502},[147],{"categories":3504},[147],{"categories":3506},[147],{"categories":3508},[147],{"categories":3510},[173],{"categories":3512},[147],{"categories":3514},[],{"categories":3516},[111],{"categories":3518},[155],{"categories":3520},[173],{"categories":3522},[],{"categories":3524},[],{"categories":3526},[147],{"categories":3528},[111],{"categories":3530},[147],{"categories":3532},[147],{"categories":3534},[147],{"categories":3536},[3537],"Frameworks & Tooling",{"categories":3539},[147],{"categories":3541},[147],{"categories":3543},[173],{"categories":3545},[147],{"categories":3547},[147],{"categories":3549},[],{"categories":3551},[176],{"categories":3553},[176],{"categories":3555},[147],{"categories":3557},[150],{"categories":3559},[147],{"categories":3561},[111],{"categories":3563},[147],{"categories":3565},[253],{"categories":3567},[],{"categories":3569},[2016],{"categories":3571},[147],{"categories":3573},[173],{"categories":3575},[147],{"categories":3577},[331],{"categories":3579},[331],{"categories":3581},[],{"categories":3583},[147],{"categories":3585},[111],{"categories":3587},[111],{"categories":3589},[147],{"categories":3591},[147],{"categories":3593},[198],{"categories":3595},[111],{"categories":3597},[198],{"categories":3599},[147],{"categories":3601},[111],{"categories":3603},[],{"categories":3605},[253],{"categories":3607},[147],{"categories":3609},[147],{"categories":3611},[],{"categories":3613},[147],{"categories":3615},[147],{"categories":3617},[111],{"categories":3619},[147],{"categories":3621},[147],{"categories":3623},[147],{"categories":3625},[],{"categories":3627},[155],{"categories":3629},[173],{"categories":3631},[147],{"categories":3633},[173],{"categories":3635},[331],{"categories":3637},[147],{"categories":3639},[147],{"categories":3641},[147],{"categories":3643},[173],{"categories":3645},[147],{"categories":3647},[155],{"categories":3649},[147],{"categories":3651},[2016],{"categories":3653},[],{"categories":3655},[111],{"categories":3657},[150],{"categories":3659},[147],{"categories":3661},[150],{"categories":3663},[147],{"categories":3665},[],{"categories":3667},[111],{"categories":3669},[147],{"categories":3671},[147],{"categories":3673},[3674],"AI Design Tooling",{"categories":3676},[253],{"categories":3678},[147],{"categories":3680},[147],{"categories":3682},[173],{"categories":3684},[253],{"categories":3686},[147],{"categories":3688},[147],{"categories":3690},[173],{"categories":3692},[111],{"categories":3694},[198],{"categories":3696},[162],{"categories":3698},[173],{"categories":3700},[147],{"categories":3702},[147],{"categories":3704},[147],{"categories":3706},[111],{"categories":3708},[147],{"categories":3710},[],{"categories":3712},[111],{"categories":3714},[147],{"categories":3716},[147],{"categories":3718},[111],{"categories":3720},[147],{"categories":3722},[147],{"categories":3724},[147],{"categories":3726},[111],{"categories":3728},[],{"categories":3730},[111],{"categories":3732},[3537],{"categories":3734},[147],{"categories":3736},[147],{"categories":3738},[111],{"categories":3740},[111],{"categories":3742},[173],{"categories":3744},[173],{"categories":3746},[147],{"categories":3748},[147],{"categories":3750},[],{"categories":3752},[173],{"categories":3754},[147],{"categories":3756},[147],{"categories":3758},[111],{"categories":3760},[155],{"categories":3762},[147],{"categories":3764},[],{"categories":3766},[147],{"categories":3768},[147],{"categories":3770},[2535],{"categories":3772},[],{"categories":3774},[147],{"categories":3776},[147],{"categories":3778},[147],{"categories":3780},[147],{"categories":3782},[253],{"categories":3784},[147],{"categories":3786},[],{"categories":3788},[147],{"categories":3790},[147],{"categories":3792},[147],{"categories":3794},[147],{"categories":3796},[288],{"categories":3798},[198],{"categories":3800},[147],{"categories":3802},[147],{"categories":3804},[2016],{"categories":3806},[147],{"categories":3808},[150],{"categories":3810},[147],{"categories":3812},[147],{"categories":3814},[176],{"categories":3816},[111],{"categories":3818},[147],{"categories":3820},[147],{"categories":3822},[198],{"categories":3824},[111],{"categories":3826},[162],{"categories":3828},[],{"categories":3830},[147],{"categories":3832},[147],{"categories":3834},[253],{"categories":3836},[147],{"categories":3838},[288],{"categories":3840},[111],{"categories":3842},[147],{"categories":3844},[111],{"categories":3846},[147],{"categories":3848},[],{"categories":3850},[],{"categories":3852},[],{"categories":3854},[150],{"categories":3856},[198],{"categories":3858},[111],{"categories":3860},[147],{"categories":3862},[147],{"categories":3864},[147],{"categories":3866},[147],{"categories":3868},[147],{"categories":3870},[462],{"categories":3872},[147],{"categories":3874},[253],{"categories":3876},[111],{"categories":3878},[147],{"categories":3880},[],{"categories":3882},[147],{"categories":3884},[111],{"categories":3886},[111],{"categories":3888},[],{"categories":3890},[147],{"categories":3892},[111],{"categories":3894},[147],{"categories":3896},[],{"categories":3898},[162],{"categories":3900},[147],{"categories":3902},[147],{"categories":3904},[147],{"categories":3906},[198],{"categories":3908},[253],{"categories":3910},[111],{"categories":3912},[253],{"categories":3914},[111],{"categories":3916},[147],{"categories":3918},[155],{"categories":3920},[],{"categories":3922},[],{"categories":3924},[147],{"categories":3926},[147],{"categories":3928},[147],{"categories":3930},[150],{"categories":3932},[147],{"categories":3934},[111],{"categories":3936},[198],{"categories":3938},[],{"categories":3940},[253],{"categories":3942},[111],{"categories":3944},[],{"categories":3946},[173],{"categories":3948},[147],{"categories":3950},[173],{"categories":3952},[253],{"categories":3954},[173],{"categories":3956},[147],{"categories":3958},[],{"categories":3960},[147],{"categories":3962},[147],{"categories":3964},[111],{"categories":3966},[],{"categories":3968},[147],{"categories":3970},[147],{"categories":3972},[288],{"categories":3974},[147],{"categories":3976},[147],{"categories":3978},[147],{"categories":3980},[331],{"categories":3982},[173],{"categories":3984},[147],{"categories":3986},[111],{"categories":3988},[],{"categories":3990},[147],{"categories":3992},[111],{"categories":3994},[147],{"categories":3996},[150],{"categories":3998},[593],{"categories":4000},[147],{"categories":4002},[147],{"categories":4004},[147],{"categories":4006},[111],{"categories":4008},[147],{"categories":4010},[111],{"categories":4012},[147],{"categories":4014},[147],{"categories":4016},[147],{"categories":4018},[111],{"categories":4020},[162],{"categories":4022},[147],{"categories":4024},[147],{"categories":4026},[],{"categories":4028},[147],{"categories":4030},[147],{"categories":4032},[150],{"categories":4034},[147],{"categories":4036},[155],{"categories":4038},[173],{"categories":4040},[253],{"categories":4042},[],{"categories":4044},[147],{"categories":4046},[],{"categories":4048},[111],{"categories":4050},[147],{"categories":4052},[111],{"categories":4054},[],{"categories":4056},[111],{"categories":4058},[147],{"categories":4060},[173],{"categories":4062},[253],{"categories":4064},[198],{"categories":4066},[147],{"categories":4068},[198],{"categories":4070},[111],{"categories":4072},[147],{"categories":4074},[253],{"categories":4076},[147],{"categories":4078},[],{"categories":4080},[147],{"categories":4082},[187],{"categories":4084},[111],{"categories":4086},[147],{"categories":4088},[253],{"categories":4090},[198],{"categories":4092},[147],{"categories":4094},[155],{"categories":4096},[173],{"categories":4098},[147],{"categories":4100},[147],{"categories":4102},[147],{"categories":4104},[147],{"categories":4106},[147],{"categories":4108},[198],{"categories":4110},[173],{"categories":4112},[288],{"categories":4114},[],{"categories":4116},[],{"categories":4118},[176],{"categories":4120},[524],{"categories":4122},[147],{"categories":4124},[111],{"categories":4126},[147,173],{"categories":4128},[198],{"categories":4130},[147],{"categories":4132},[147],{"categories":4134},[147],{"categories":4136},[147],{"categories":4138},[147],{"categories":4140},[147],{"categories":4142},[147],{"categories":4144},[111],{"categories":4146},[147],{"categories":4148},[147],{"categories":4150},[111],{"categories":4152},[147],{"categories":4154},[147],{"categories":4156},[147],{"categories":4158},[],{"categories":4160},[147],{"categories":4162},[1370],{"categories":4164},[173],{"categories":4166},[253],{"categories":4168},[147],{"categories":4170},[147],{"categories":4172},[147],{"categories":4174},[147],{"categories":4176},[176],{"categories":4178},[111],{"categories":4180},[288],{"categories":4182},[331],{"categories":4184},[],{"categories":4186},[173],{"categories":4188},[147],{"categories":4190},[155],{"categories":4192},[111],{"categories":4194},[147],{"categories":4196},[150],{"categories":4198},[111],{"categories":4200},[147],{"categories":4202},[111],{"categories":4204},[111],{"categories":4206},[162],{"categories":4208},[173],{"categories":4210},[147],{"categories":4212},[147],{"categories":4214},[],{"categories":4216},[],{"categories":4218},[],{"categories":4220},[331],{"categories":4222},[147],{"categories":4224},[198],{"categories":4226},[147],{"categories":4228},[147],{"categories":4230},[147],{"categories":4232},[147],{"categories":4234},[173],{"categories":4236},[147],{"categories":4238},[],{"categories":4240},[147],{"categories":4242},[176],{"categories":4244},[155],{"categories":4246},[111],{"categories":4248},[147],{"categories":4250},[],{"categories":4252},[147],{"categories":4254},[111],{"categories":4256},[173],{"categories":4258},[147],{"categories":4260},[147],{"categories":4262},[147],{"categories":4264},[331],{"categories":4266},[],{"categories":4268},[253],{"categories":4270},[253],{"categories":4272},[147],{"categories":4274},[111],{"categories":4276},[],{"categories":4278},[173],{"categories":4280},[147],{"categories":4282},[253],{"categories":4284},[147],{"categories":4286},[155],{"categories":4288},[111],{"categories":4290},[147],{"categories":4292},[],{"categories":4294},[198],{"categories":4296},[147],{"categories":4298},[147],{"categories":4300},[147],{"categories":4302},[147],{"categories":4304},[147],{"categories":4306},[253],{"categories":4308},[111],{"categories":4310},[198],{"categories":4312},[],{"categories":4314},[111],{"categories":4316},[147],{"categories":4318},[155],{"categories":4320},[111],{"categories":4322},[253],{"categories":4324},[147],{"categories":4326},[147],{"categories":4328},[147],{"categories":4330},[524],{"categories":4332},[147],{"categories":4334},[111],{"categories":4336},[],{"categories":4338},[147],{"categories":4340},[147],{"categories":4342},[331],{"categories":4344},[198],{"categories":4346},[176],{"categories":4348},[639],{"categories":4350},[176],{"categories":4352},[176],{"categories":4354},[147],{"categories":4356},[],{"categories":4358},[],{"categories":4360},[],{"categories":4362},[111],{"categories":4364},[147],{"categories":4366},[147],{"categories":4368},[111],{"categories":4370},[111],{"categories":4372},[173],{"categories":4374},[147],{"categories":4376},[495],{"categories":4378},[173],{"categories":4380},[147],{"categories":4382},[111],{"categories":4384},[147],{"categories":4386},[147],{"categories":4388},[147],{"categories":4390},[155],{"categories":4392},[147],{"categories":4394},[147],{"categories":4396},[147],{"categories":4398},[147],{"categories":4400},[111],{"categories":4402},[162],{"categories":4404},[147],{"categories":4406},[],{"categories":4408},[],{"categories":4410},[147],{"categories":4412},[],{"categories":4414},[147],{"categories":4416},[111],{"categories":4418},[253],{"categories":4420},[147],{"categories":4422},[147],{"categories":4424},[111],{"categories":4426},[],{"categories":4428},[111],{"categories":4430},[147],{"categories":4432},[147],{"categories":4434},[162],{"categories":4436},[147],{"categories":4438},[253],{"categories":4440},[147],{"categories":4442},[111],{"categories":4444},[155],{"categories":4446},[147],{"categories":4448},[147],{"categories":4450},[111],{"categories":4452},[147],{"categories":4454},[288],{"categories":4456},[111],{"categories":4458},[147],{"categories":4460},[147],{"categories":4462},[147],{"categories":4464},[979],{"categories":4466},[147],{"categories":4468},[111],{"categories":4470},[147],{"categories":4472},[173],{"categories":4474},[147],{"categories":4476},[593],{"categories":4478},[253],{"categories":4480},[],{"categories":4482},[147],{"categories":4484},[147],{"categories":4486},[198],{"categories":4488},[524],{"categories":4490},[111],{"categories":4492},[147],{"categories":4494},[],{"categories":4496},[198],{"categories":4498},[439],{"categories":4500},[111],{"categories":4502},[111],{"categories":4504},[111],{"categories":4506},[147],{"categories":4508},[147],{"categories":4510},[111],{"categories":4512},[147],{"categories":4514},[],{"categories":4516},[155],{"categories":4518},[147],{"categories":4520},[253],{"categories":4522},[155],{"categories":4524},[111],{"categories":4526},[173],{"categories":4528},[],{"categories":4530},[173],{"categories":4532},[147],{"categories":4534},[147],{"categories":4536},[150],{"categories":4538},[147],{"categories":4540},[198],{"categories":4542},[331],{"categories":4544},[187],{"categories":4546},[111],{"categories":4548},[111],{"categories":4550},[147],{"categories":4552},[147],{"categories":4554},[111],{"categories":4556},[147],{"categories":4558},[150],{"categories":4560},[],{"categories":4562},[111],{"categories":4564},[147],{"categories":4566},[147],{"categories":4568},[147],{"categories":4570},[111],{"categories":4572},[147],{"categories":4574},[],{"categories":4576},[147],{"categories":4578},[],{"categories":4580},[253],{"categories":4582},[111],{"categories":4584},[111],{"categories":4586},[147,155],{"categories":4588},[111],{"categories":4590},[147],{"categories":4592},[],{"categories":4594},[150],{"categories":4596},[176],{"categories":4598},[155],{"categories":4600},[111],{"categories":4602},[147],{"categories":4604},[173],{"categories":4606},[147],{"categories":4608},[147],{"categories":4610},[111],{"categories":4612},[147],{"categories":4614},[147],{"categories":4616},[147],{"categories":4618},[198],{"categories":4620},[1370],{"categories":4622},[111],{"categories":4624},[147],{"categories":4626},[],{"categories":4628},[],{"categories":4630},[147],{"categories":4632},[111],{"categories":4634},[147],{"categories":4636},[147],{"categories":4638},[331],{"categories":4640},[],{"categories":4642},[147],{"categories":4644},[111],{"categories":4646},[187],{"categories":4648},[111],{"categories":4650},[147],{"categories":4652},[524],{"categories":4654},[],{"categories":4656},[462],{"categories":4658},[147],{"categories":4660},[111],{"categories":4662},[147],{"categories":4664},[147],{"categories":4666},[147],{"categories":4668},[288],{"categories":4670},[147],{"categories":4672},[111],{"categories":4674},[147],{"categories":4676},[176],{"categories":4678},[162],{"categories":4680},[111],{"categories":4682},[147],{"categories":4684},[524],{"categories":4686},[147],{"categories":4688},[331],{"categories":4690},[155],{"categories":4692},[],{"categories":4694},[147],{"categories":4696},[147],{"categories":4698},[147],{"categories":4700},[288],{"categories":4702},[253],{"categories":4704},[147],{"categories":4706},[147],{"categories":4708},[147],{"categories":4710},[],{"categories":4712},[288],{"categories":4714},[198],{"categories":4716},[147],{"categories":4718},[147],{"categories":4720},[147],{"categories":4722},[639],{"categories":4724},[150],{"categories":4726},[147],{"categories":4728},[162],{"categories":4730},[147],{"categories":4732},[147],{"categories":4734},[],{"categories":4736},[],{"categories":4738},[253],{"categories":4740},[147],{"categories":4742},[147],{"categories":4744},[176],{"categories":4746},[288],{"categories":4748},[111],{"categories":4750},[147],{"categories":4752},[147],{"categories":4754},[288],{"categories":4756},[155],{"categories":4758},[198],{"categories":4760},[147],{"categories":4762},[],{"categories":4764},[147],{"categories":4766},[147],{"categories":4768},[],{"categories":4770},[147],{"categories":4772},[147],{"categories":4774},[666],{"categories":4776},[147],{"categories":4778},[147],{"categories":4780},[111],{"categories":4782},[173],{"categories":4784},[524],{"categories":4786},[147],{"categories":4788},[155],{"categories":4790},[147],{"categories":4792},[147],{"categories":4794},[],{"categories":4796},[147,173],{"categories":4798},[198],{"categories":4800},[111],{"categories":4802},[173],{"categories":4804},[111],{"categories":4806},[1021],{"categories":4808},[173],{"categories":4810},[173],{"categories":4812},[111],{"categories":4814},[147],{"categories":4816},[150],{"categories":4818},[147],{"categories":4820},[],{"categories":4822},[],{"categories":4824},[111],{"categories":4826},[147],{"categories":4828},[173],{"categories":4830},[111],{"categories":4832},[147],{"categories":4834},[150],{"categories":4836},[173],{"categories":4838},[173],{"categories":4840},[147],{"categories":4842},[288],{"categories":4844},[147],{"categories":4846},[147],{"categories":4848},[173],{"categories":4850},[147],{"categories":4852},[],{"categories":4854},[147],{"categories":4856},[147],{"categories":4858},[253,147],{"categories":4860},[331],{"categories":4862},[150],{"categories":4864},[147],{"categories":4866},[],{"categories":4868},[147],{"categories":4870},[147],{"categories":4872},[155],{"categories":4874},[147],{"categories":4876},[155],{"categories":4878},[147],{"categories":4880},[147],{"categories":4882},[439],{"categories":4884},[147],{"categories":4886},[155],{"categories":4888},[173],{"categories":4890},[176],{"categories":4892},[111],{"categories":4894},[147],{"categories":4896},[173],{"categories":4898},[147],{"categories":4900},[147],{"categories":4902},[198],{"categories":4904},[147],{"categories":4906},[288],{"categories":4908},[253],{"categories":4910},[147],{"categories":4912},[147],{"categories":4914},[162],{"categories":4916},[147],{"categories":4918},[147],{"categories":4920},[150],{"categories":4922},[147],{"categories":4924},[111],{"categories":4926},[111],{"categories":4928},[173],{"categories":4930},[147],{"categories":4932},[198],{"categories":4934},[173],{"categories":4936},[173],{"categories":4938},[147],{"categories":4940},[147],{"categories":4942},[],{"categories":4944},[],{"categories":4946},[176],{"categories":4948},[147],{"categories":4950},[173],{"categories":4952},[147],{"categories":4954},[253],{"categories":4956},[524],{"categories":4958},[462],{"categories":4960},[439],{"categories":4962},[147],{"categories":4964},[147],{"categories":4966},[173],{"categories":4968},[147],{"categories":4970},[176],{"categories":4972},[147],{"categories":4974},[147],{"categories":4976},[147],{"categories":4978},[147],{"categories":4980},[147],{"categories":4982},[147],{"categories":4984},[147],{"categories":4986},[111],{"categories":4988},[150],{"categories":4990},[162],{"categories":4992},[111],{"categories":4994},[147,155],{"categories":4996},[],{"categories":4998},[253],{"categories":5000},[],{"categories":5002},[162],{"categories":5004},[147],{"categories":5006},[198],{"categories":5008},[150],{"categories":5010},[147],{"categories":5012},[150],{"categories":5014},[111],{"categories":5016},[176],{"categories":5018},[111],{"categories":5020},[155],{"categories":5022},[162],{"categories":5024},[147],{"categories":5026},[111],{"categories":5028},[147],{"categories":5030},[162],{"categories":5032},[147],{"categories":5034},[147],{"categories":5036},[155],{"categories":5038},[111],{"categories":5040},[173],{"categories":5042},[288],{"categories":5044},[147],{"categories":5046},[147],{"categories":5048},[],{"categories":5050},[198],{"categories":5052},[147],{"categories":5054},[147],{"categories":5056},[147],{"categories":5058},[147],{"categories":5060},[147],{"categories":5062},[147],{"categories":5064},[173],{"categories":5066},[198],{"categories":5068},[173],{"categories":5070},[173],{"categories":5072},[147],{"categories":5074},[147],{"categories":5076},[147],{"categories":5078},[147],{"categories":5080},[462],{"categories":5082},[147],{"categories":5084},[111],{"categories":5086},[111],{"categories":5088},[198],{"categories":5090},[147],{"categories":5092},[147],{"categories":5094},[147],{"categories":5096},[111],{"categories":5098},[147],{"categories":5100},[147],{"categories":5102},[147],{"categories":5104},[3537],{"categories":5106},[5107],"Clinical AI",{"categories":5109},[253],{"categories":5111},[147],{"categories":5113},[147],{"categories":5115},[147],{"categories":5117},[147],{"categories":5119},[331],{"categories":5121},[2818],{"categories":5123},[147],{"categories":5125},[162],{"categories":5127},[253],{"categories":5129},[147],{"categories":5131},[111],{"categories":5133},[147],{"categories":5135},[147],{"categories":5137},[198],{"categories":5139},[147],{"categories":5141},[111],{"categories":5143},[173],{"categories":5145},[288],{"categories":5147},[147],{"categories":5149},[147],{"categories":5151},[155],{"categories":5153},[147],{"categories":5155},[147],{"categories":5157},[593],{"categories":5159},[147],{"categories":5161},[],{"categories":5163},[111],{"categories":5165},[147],{"categories":5167},[173],{"categories":5169},[150],{"categories":5171},[147],{"categories":5173},[],{"categories":5175},[],{"categories":5177},[147],{"categories":5179},[],{"categories":5181},[155],{"categories":5183},[147],{"categories":5185},[147],{"categories":5187},[111],{"categories":5189},[111],{"categories":5191},[147],{"categories":5193},[198],{"categories":5195},[198],{"categories":5197},[198],{"categories":5199},[198],{"categories":5201},[],{"categories":5203},[150],{"categories":5205},[111],{"categories":5207},[198],{"categories":5209},[147],{"categories":5211},[666],{"categories":5213},[162],{"categories":5215},[111],{"categories":5217},[147],{"categories":5219},[150],{"categories":5221},[147],{"categories":5223},[111],{"categories":5225},[147],{"categories":5227},[147],{"categories":5229},[147],{"categories":5231},[147],{"categories":5233},[147],{"categories":5235},[147,111],{"categories":5237},[111],{"categories":5239},[331],{"categories":5241},[198],{"categories":5243},[111],{"categories":5245},[198],{"categories":5247},[111],{"categories":5249},[147],{"categories":5251},[],{"categories":5253},[198],{"categories":5255},[288],{"categories":5257},[150],{"categories":5259},[147],{"categories":5261},[147],{"categories":5263},[],{"categories":5265},[173],{"categories":5267},[],{"categories":5269},[150],{"categories":5271},[111],{"categories":5273},[198],{"categories":5275},[147],{"categories":5277},[198],{"categories":5279},[150],{"categories":5281},[198],{"categories":5283},[198],{"categories":5285},[],{"categories":5287},[155],{"categories":5289},[111],{"categories":5291},[198],{"categories":5293},[198],{"categories":5295},[198],{"categories":5297},[198],{"categories":5299},[198],{"categories":5301},[198],{"categories":5303},[198],{"categories":5305},[198],{"categories":5307},[198],{"categories":5309},[198],{"categories":5311},[176],{"categories":5313},[150],{"categories":5315},[147],{"categories":5317},[147],{"categories":5319},[111],{"categories":5321},[111],{"categories":5323},[],{"categories":5325},[147],{"categories":5327},[147,150],{"categories":5329},[],{"categories":5331},[111],{"categories":5333},[147],{"categories":5335},[198],{"categories":5337},[111],{"categories":5339},[111],{"categories":5341},[1021],{"categories":5343},[147],{"categories":5345},[147],{"categories":5347},[147],{"categories":5349},[147],{"categories":5351},[162],{"categories":5353},[147],{"categories":5355},[147],{"categories":5357},[439],{"categories":5359},[147],{"categories":5361},[147],{"categories":5363},[111],{"categories":5365},[147],{"categories":5367},[147],{"categories":5369},[147],{"categories":5371},[147],{"categories":5373},[155],{"categories":5375},[162],{"categories":5377},[111],{"categories":5379},[111],{"categories":5381},[],{"categories":5383},[111],{"categories":5385},[253],{"categories":5387},[198],{"categories":5389},[147],{"categories":5391},[],{"categories":5393},[147],{"categories":5395},[162],{"categories":5397},[162],{"categories":5399},[],{"categories":5401},[173],{"categories":5403},[147],{"categories":5405},[111],{"categories":5407},[253],{"categories":5409},[147],{"categories":5411},[147],{"categories":5413},[],{"categories":5415},[147],{"categories":5417},[147],{"categories":5419},[],{"categories":5421},[288],{"categories":5423},[147],{"categories":5425},[111],{"categories":5427},[],{"categories":5429},[],{"categories":5431},[147],{"categories":5433},[198],{"categories":5435},[150],{"categories":5437},[147],{"categories":5439},[147],{"categories":5441},[155],{"categories":5443},[147],{"categories":5445},[147],{"categories":5447},[111],{"categories":5449},[147],{"categories":5451},[155],{"categories":5453},[155],{"categories":5455},[253],{"categories":5457},[],{"categories":5459},[147],{"categories":5461},[198],{"categories":5463},[],{"categories":5465},[147],{"categories":5467},[147],{"categories":5469},[253],{"categories":5471},[147],{"categories":5473},[147],{"categories":5475},[288],{"categories":5477},[147],{"categories":5479},[331],{"categories":5481},[],{"categories":5483},[111],{"categories":5485},[147],{"categories":5487},[288],{"categories":5489},[173],{"categories":5491},[],{"categories":5493},[147],{"categories":5495},[],{"categories":5497},[111],{"categories":5499},[253],{"categories":5501},[173],{"categories":5503},[],{"categories":5505},[3537],{"categories":5507},[155],{"categories":5509},[150],{"categories":5511},[147],{"categories":5513},[111],{"categories":5515},[176],{"categories":5517},[111],{"categories":5519},[147],{"categories":5521},[253],{"categories":5523},[147],{"categories":5525},[147],{"categories":5527},[173],{"categories":5529},[],{"categories":5531},[],{"categories":5533},[147],{"categories":5535},[150],{"categories":5537},[147],{"categories":5539},[288],{"categories":5541},[],{"categories":5543},[111],{"categories":5545},[111],{"categories":5547},[147],{"categories":5549},[111],{"categories":5551},[147],{"categories":5553},[198],{"categories":5555},[147],{"categories":5557},[173],{"categories":5559},[147],{"categories":5561},[147],{"categories":5563},[111],{"categories":5565},[162],{"categories":5567},[147],{"categories":5569},[147],{"categories":5571},[147],{"categories":5573},[147],{"categories":5575},[111],{"categories":5577},[147],{"categories":5579},[162],{"categories":5581},[288],{"categories":5583},[198],{"categories":5585},[],{"categories":5587},[288],{"categories":5589},[147],{"categories":5591},[],{"categories":5593},[173],{"categories":5595},[111],{"categories":5597},[],{"categories":5599},[147],{"categories":5601},[147],{"categories":5603},[147],{"categories":5605},[147],{"categories":5607},[147],{"categories":5609},[111],{"categories":5611},[155],{"categories":5613},[150],{"categories":5615},[147],{"categories":5617},[147],{"categories":5619},[111],{"categories":5621},[147],{"categories":5623},[253],{"categories":5625},[173],{"categories":5627},[173],{"categories":5629},[147],{"categories":5631},[176],{"categories":5633},[111],{"categories":5635},[147],{"categories":5637},[147],{"categories":5639},[111],{"categories":5641},[147],{"categories":5643},[147],{"categories":5645},[147],{"categories":5647},[111],{"categories":5649},[155],{"categories":5651},[147],{"categories":5653},[253],{"categories":5655},[173],{"categories":5657},[111],{"categories":5659},[147],{"categories":5661},[162],{"categories":5663},[147],{"categories":5665},[162],{"categories":5667},[111],{"categories":5669},[147],{"categories":5671},[147],{"categories":5673},[198],{"categories":5675},[147],{"categories":5677},[],{"categories":5679},[150],{"categories":5681},[147],{"categories":5683},[147],{"categories":5685},[147],{"categories":5687},[173],{"categories":5689},[173],{"categories":5691},[147],{"categories":5693},[173],{"categories":5695},[147],{"categories":5697},[111],{"categories":5699},[147],{"categories":5701},[147],{"categories":5703},[147],{"categories":5705},[147],{"categories":5707},[147],{"categories":5709},[],{"categories":5711},[147],{"categories":5713},[253],{"categories":5715},[111],{"categories":5717},[155],{"categories":5719},[198],{"categories":5721},[147],{"categories":5723},[111],{"categories":5725},[147],{"categories":5727},[111],{"categories":5729},[147],{"categories":5731},[147],{"categories":5733},[253],{"categories":5735},[111],{"categories":5737},[147],{"categories":5739},[288],{"categories":5741},[155],{"categories":5743},[147],{"categories":5745},[176],{"categories":5747},[147],{"categories":5749},[147],{"categories":5751},[198],{"categories":5753},[147],{"categories":5755},[147],{"categories":5757},[147],{"categories":5759},[147],{"categories":5761},[111],{"categories":5763},[331],{"categories":5765},[147],{"categories":5767},[173],{"categories":5769},[111],{"categories":5771},[176],{"categories":5773},[],{"categories":5775},[111],{"categories":5777},[173],{"categories":5779},[147],{"categories":5781},[147],{"categories":5783},[147],{"categories":5785},[2638],{"categories":5787},[147],{"categories":5789},[253],{"categories":5791},[366],{"categories":5793},[147],{"categories":5795},[147],{"categories":5797},[147],{"categories":5799},[147],{"categories":5801},[147],{"categories":5803},[150],{"categories":5805},[111],{"categories":5807},[147],{"categories":5809},[147],{"categories":5811},[173],{"categories":5813},[155],{"categories":5815},[147],{"categories":5817},[147],{"categories":5819},[173],{"categories":5821},[147],{"categories":5823},[],{"categories":5825},[111],{"categories":5827},[111],{"categories":5829},[147],{"categories":5831},[147],{"categories":5833},[147],{"categories":5835},[176],{"categories":5837},[],{"categories":5839},[198],{"categories":5841},[],{"categories":5843},[198],{"categories":5845},[147],{"categories":5847},[147],{"categories":5849},[147],{"categories":5851},[111],{"categories":5853},[147],{"categories":5855},[111],{"categories":5857},[111],{"categories":5859},[],{"categories":5861},[147],{"categories":5863},[198],{"categories":5865},[147],{"categories":5867},[],{"categories":5869},[147],{"categories":5871},[147],{"categories":5873},[],{"categories":5875},[147],{"categories":5877},[147],{"categories":5879},[253],{"categories":5881},[173],{"categories":5883},[111],{"categories":5885},[147],{"categories":5887},[147],{"categories":5889},[147],{"categories":5891},[147],{"categories":5893},[147],{"categories":5895},[288],{"categories":5897},[147],{"categories":5899},[147],{"categories":5901},[147],{"categories":5903},[150],{"categories":5905},[147],{"categories":5907},[147],{"categories":5909},[],{"categories":5911},[147],{"categories":5913},[147],{"categories":5915},[147],{"categories":5917},[],{"categories":5919},[111],{"categories":5921},[150],{"categories":5923},[147],{"categories":5925},[147],{"categories":5927},[147],{"categories":5929},[111],{"categories":5931},[147],{"categories":5933},[198],{"categories":5935},[147],{"categories":5937},[173],{"categories":5939},[162],{"categories":5941},[111],{"categories":5943},[524],{"categories":5945},[147],{"categories":5947},[147],{"categories":5949},[147],{"categories":5951},[147],{"categories":5953},[173],{"categories":5955},[198],{"categories":5957},[253],{"categories":5959},[147],{"categories":5961},[147],{"categories":5963},[147],{"categories":5965},[147],{"categories":5967},[147],{"categories":5969},[147],{"categories":5971},[198],{"categories":5973},[147],{"categories":5975},[253],{"categories":5977},[147],{"categories":5979},[147],{"categories":5981},[198],{"categories":5983},[253],{"categories":5985},[147],{"categories":5987},[198],{"categories":5989},[147],{"categories":5991},[111],{"categories":5993},[111],{"categories":5995},[111],{"categories":5997},[147],{"categories":5999},[173],{"categories":6001},[198],{"categories":6003},[111],{"categories":6005},[111],{"categories":6007},[147],{"categories":6009},[173],{"categories":6011},[253],{"categories":6013},[147],{"categories":6015},[147],{"categories":6017},[111],{"categories":6019},[147],{"categories":6021},[],{"categories":6023},[111],{"categories":6025},[],{"categories":6027},[147],{"categories":6029},[147],{"categories":6031},[],{"categories":6033},[],{"categories":6035},[111],{"categories":6037},[155],{"categories":6039},[111],{"categories":6041},[6042],"Liability & Ethics",{"categories":6044},[147],{"categories":6046},[147],{"categories":6048},[147],{"categories":6050},[111],{"categories":6052},[150],{"categories":6054},[111],{"categories":6056},[155],{"categories":6058},[288],{"categories":6060},[147],{"categories":6062},[111],{"categories":6064},[147],{"categories":6066},[147],{"categories":6068},[147],{"categories":6070},[],{"categories":6072},[639],{"categories":6074},[111],{"categories":6076},[],{"categories":6078},[147],{"categories":6080},[150],{"categories":6082},[111],{"categories":6084},[147],{"categories":6086},[],{"categories":6088},[111],{"categories":6090},[147],{"categories":6092},[147],{"categories":6094},[173],{"categories":6096},[147],{"categories":6098},[198],{"categories":6100},[147],{"categories":6102},[147],{"categories":6104},[162],{"categories":6106},[147],{"categories":6108},[111],{"categories":6110},[147],{"categories":6112},[147],{"categories":6114},[147],{"categories":6116},[198],{"categories":6118},[111],{"categories":6120},[173],{"categories":6122},[253],{"categories":6124},[150],{"categories":6126},[147],{"categories":6128},[147],{"categories":6130},[147],{"categories":6132},[],{"categories":6134},[111],{"categories":6136},[111],{"categories":6138},[111],{"categories":6140},[524],{"categories":6142},[111],{"categories":6144},[253],{"categories":6146},[111],{"categories":6148},[331],{"categories":6150},[173],{"categories":6152},[198],{"categories":6154},[147],{"categories":6156},[253],{"categories":6158},[147],{"categories":6160},[150],{"categories":6162},[],{"categories":6164},[147],{"categories":6166},[111],{"categories":6168},[147],{"categories":6170},[147],{"categories":6172},[147],{"categories":6174},[147],{"categories":6176},[111],{"categories":6178},[147],{"categories":6180},[147],{"categories":6182},[253],{"categories":6184},[111],{"categories":6186},[],{"categories":6188},[111],{"categories":6190},[162],{"categories":6192},[147],{"categories":6194},[198],{"categories":6196},[111],{"categories":6198},[155],{"categories":6200},[],{"categories":6202},[147],{"categories":6204},[147],{"categories":6206},[162],{"categories":6208},[147],{"categories":6210},[111],{"categories":6212},[198],{"categories":6214},[150],{"categories":6216},[331],{"categories":6218},[147],{"categories":6220},[147],{"categories":6222},[147],{"categories":6224},[198],{"categories":6226},[155],{"categories":6228},[147],{"categories":6230},[253],{"categories":6232},[198],{"categories":6234},[331],{"categories":6236},[147],{"categories":6238},[111],{"categories":6240},[],{"categories":6242},[593],{"categories":6244},[],{"categories":6246},[147],{"categories":6248},[331],{"categories":6250},[147],{"categories":6252},[176],{"categories":6254},[147],{"categories":6256},[111],{"categories":6258},[111],{"categories":6260},[6261],"Design News & Tools",{"categories":6263},[147],{"categories":6265},[147],{"categories":6267},[198],{"categories":6269},[147],{"categories":6271},[147],{"categories":6273},[147],{"categories":6275},[150],{"categories":6277},[111],{"categories":6279},[147],{"categories":6281},[253],{"categories":6283},[111],{"categories":6285},[111],{"categories":6287},[253],{"categories":6289},[147],{"categories":6291},[147],{"categories":6293},[147],{"categories":6295},[524],{"categories":6297},[111],{"categories":6299},[147],{"categories":6301},[111],{"categories":6303},[147],{"categories":6305},[147],{"categories":6307},[524],{"categories":6309},[147],{"categories":6311},[288],{"categories":6313},[147],{"categories":6315},[111],{"categories":6317},[111],{"categories":6319},[],{"categories":6321},[147],{"categories":6323},[147],{"categories":6325},[147],{"categories":6327},[198],{"categories":6329},[147],{"categories":6331},[150],{"categories":6333},[],{"categories":6335},[147],{"categories":6337},[147],{"categories":6339},[147],{"categories":6341},[173],{"categories":6343},[666],{"categories":6345},[173],{"categories":6347},[253],{"categories":6349},[147],{"categories":6351},[147,111],{"categories":6353},[288,155],{"categories":6355},[173],{"categories":6357},[147],{"categories":6359},[147],{"categories":6361},[147],{"categories":6363},[147],{"categories":6365},[],{"categories":6367},[173],{"categories":6369},[111],{"categories":6371},[147],{"categories":6373},[147],{"categories":6375},[],{"categories":6377},[147],{"categories":6379},[173],{"categories":6381},[147],{"categories":6383},[173],{"categories":6385},[147],{"categories":6387},[],{"categories":6389},[111],{"categories":6391},[147],{"categories":6393},[155],{"categories":6395},[147],{"categories":6397},[198],{"categories":6399},[147],{"categories":6401},[],{"categories":6403},[147],{"categories":6405},[111],{"categories":6407},[147],{"categories":6409},[],{"categories":6411},[253],{"categories":6413},[147],{"categories":6415},[147],{"categories":6417},[111],{"categories":6419},[147],{"categories":6421},[147],{"categories":6423},[147],{"categories":6425},[150],{"categories":6427},[147],{"categories":6429},[111],{"categories":6431},[147],{"categories":6433},[],{"categories":6435},[147],{"categories":6437},[331],{"categories":6439},[288],{"categories":6441},[155],{"categories":6443},[155],{"categories":6445},[147],{"categories":6447},[147],{"categories":6449},[150],{"categories":6451},[150],{"categories":6453},[147],{"categories":6455},[111],{"categories":6457},[147],{"categories":6459},[147],{"categories":6461},[147],{"categories":6463},[147],{"categories":6465},[173],{"categories":6467},[147],{"categories":6469},[150],{"categories":6471},[147],{"categories":6473},[147],{"categories":6475},[111],{"categories":6477},[147],{"categories":6479},[288],{"categories":6481},[147],{"categories":6483},[198],{"categories":6485},[147],{"categories":6487},[147],{"categories":6489},[111],{"categories":6491},[162],{"categories":6493},[147],{"categories":6495},[111],{"categories":6497},[147],{"categories":6499},[111],{"categories":6501},[],{"categories":6503},[173],{"categories":6505},[],{"categories":6507},[173],{"categories":6509},[111],{"categories":6511},[150],{"categories":6513},[147],{"categories":6515},[],{"categories":6517},[176],{"categories":6519},[331],{"categories":6521},[147],{"categories":6523},[173],{"categories":6525},[147],{"categories":6527},[],{"categories":6529},[198],{"categories":6531},[111],{"categories":6533},[173],{"categories":6535},[253],{"categories":6537},[155],{"categories":6539},[147],{"categories":6541},[147],{"categories":6543},[111],{"categories":6545},[173],{"categories":6547},[111],{"categories":6549},[198],{"categories":6551},[147],{"categories":6553},[162],{"categories":6555},[150],{"categories":6557},[162],{"categories":6559},[198],{"categories":6561},[147],{"categories":6563},[147],{"categories":6565},[173],{"categories":6567},[147],{"categories":6569},[253],{"categories":6571},[155],{"categories":6573},[147],{"categories":6575},[147],{"categories":6577},[147],{"categories":6579},[147],{"categories":6581},[147],{"categories":6583},[147],{"categories":6585},[111],{"categories":6587},[147],{"categories":6589},[147],{"categories":6591},[147],{"categories":6593},[111],{"categories":6595},[147],{"categories":6597},[147],{"categories":6599},[150],{"categories":6601},[147],{"categories":6603},[111],{"categories":6605},[111],{"categories":6607},[253],{"categories":6609},[111],{"categories":6611},[147],{"categories":6613},[111],{"categories":6615},[147],{"categories":6617},[150],{"categories":6619},[111],{"categories":6621},[253],{"categories":6623},[],{"categories":6625},[147],{"categories":6627},[176],{"categories":6629},[524],{"categories":6631},[147],{"categories":6633},[111],{"categories":6635},[147],{"categories":6637},[147],{"categories":6639},[173],{"categories":6641},[147],{"categories":6643},[],{"categories":6645},[147],{"categories":6647},[111],{"categories":6649},[155],{"categories":6651},[147],{"categories":6653},[288],{"categories":6655},[253],{"categories":6657},[147],{"categories":6659},[173],{"categories":6661},[147],{"categories":6663},[147],{"categories":6665},[198],{"categories":6667},[111],{"categories":6669},[147],{"categories":6671},[288],{"categories":6673},[111],{"categories":6675},[155],{"categories":6677},[155],{"categories":6679},[147],{"categories":6681},[147],{"categories":6683},[147],{"categories":6685},[147],{"categories":6687},[147],{"categories":6689},[147],{"categories":6691},[150],{"categories":6693},[147],{"categories":6695},[],{"categories":6697},[147],{"categories":6699},[147],{"categories":6701},[111],{"categories":6703},[147],{"categories":6705},[111],{"categories":6707},[147],{"categories":6709},[147],{"categories":6711},[147],{"categories":6713},[147],{"categories":6715},[147],{"categories":6717},[147],{"categories":6719},[173],{"categories":6721},[],{"categories":6723},[150],{"categories":6725},[147],{"categories":6727},[147],{"categories":6729},[111],{"categories":6731},[111],{"categories":6733},[],{"categories":6735},[173],{"categories":6737},[173],{"categories":6739},[147],{"categories":6741},[288],{"categories":6743},[155],{"categories":6745},[253],{"categories":6747},[147],{"categories":6749},[],{"categories":6751},[147],{"categories":6753},[111],{"categories":6755},[150],{"categories":6757},[147],{"categories":6759},[147],{"categories":6761},[173],{"categories":6763},[150],{"categories":6765},[147],{"categories":6767},[147],{"categories":6769},[198],{"categories":6771},[176],{"categories":6773},[147],{"categories":6775},[198],{"categories":6777},[147],{"categories":6779},[111],{"categories":6781},[147],{"categories":6783},[147],{"categories":6785},[],{"categories":6787},[198],{"categories":6789},[111],{"categories":6791},[253],{"categories":6793},[176],{"categories":6795},[147],{"categories":6797},[147],{"categories":6799},[147],{"categories":6801},[],{"categories":6803},[111],{"categories":6805},[111],{"categories":6807},[111],{"categories":6809},[3537],{"categories":6811},[198],{"categories":6813},[147],{"categories":6815},[173],{"categories":6817},[147],{"categories":6819},[147],{"categories":6821},[147],{"categories":6823},[147],{"categories":6825},[147],{"categories":6827},[111],{"categories":6829},[147],{"categories":6831},[155],{"categories":6833},[147],{"categories":6835},[150],{"categories":6837},[2016],{"categories":6839},[331],{"categories":6841},[150],{"categories":6843},[],{"categories":6845},[162],{"categories":6847},[147],{"categories":6849},[],{"categories":6851},[147],{"categories":6853},[198],{"categories":6855},[111],{"categories":6857},[253],{"categories":6859},[147],{"categories":6861},[111],{"categories":6863},[147],{"categories":6865},[147],{"categories":6867},[147],{"categories":6869},[147],{"categories":6871},[198],{"categories":6873},[],{"categories":6875},[147],{"categories":6877},[111],{"categories":6879},[147],{"categories":6881},[111],{"categories":6883},[111],{"categories":6885},[],{"categories":6887},[147],{"categories":6889},[],{"categories":6891},[198],{"categories":6893},[150],{"categories":6895},[147],{"categories":6897},[253],{"categories":6899},[147],{"categories":6901},[111],{"categories":6903},[198],{"categories":6905},[147],{"categories":6907},[198],{"categories":6909},[],{"categories":6911},[198],{"categories":6913},[147],{"categories":6915},[150],{"categories":6917},[111],{"categories":6919},[524],{"categories":6921},[147],{"categories":6923},[111],{"categories":6925},[147],{"categories":6927},[],{"categories":6929},[173],{"categories":6931},[111],{"categories":6933},[162],{"categories":6935},[111],{"categories":6937},[147],{"categories":6939},[150],{"categories":6941},[147],{"categories":6943},[147],{"categories":6945},[],{"categories":6947},[],{"categories":6949},[],{"categories":6951},[253],{"categories":6953},[147],{"categories":6955},[111],{"categories":6957},[147],{"categories":6959},[147],{"categories":6961},[],{"categories":6963},[],{"categories":6965},[],{"categories":6967},[147],{"categories":6969},[111],{"categories":6971},[253],{"categories":6973},[147],{"categories":6975},[147],{"categories":6977},[],{"categories":6979},[111],{"categories":6981},[147],{"categories":6983},[147],{"categories":6985},[150],{"categories":6987},[],{"categories":6989},[],{"categories":6991},[147],{"categories":6993},[147],{"categories":6995},[147],{"categories":6997},[111],{"categories":6999},[253],{"categories":7001},[147],{"categories":7003},[198],{"categories":7005},[],{"categories":7007},[147],{"categories":7009},[147],{"categories":7011},[288],{"categories":7013},[198],{"categories":7015},[288],{"categories":7017},[173],{"categories":7019},[176],{"categories":7021},[147],{"categories":7023},[147],{"categories":7025},[],{"categories":7027},[],{"categories":7029},[111],{"categories":7031},[],{"categories":7033},[147],{"categories":7035},[524],{"categories":7037},[147],{"categories":7039},[147],{"categories":7041},[147],{"categories":7043},[147],{"categories":7045},[],{"categories":7047},[111],{"categories":7049},[147],{"categories":7051},[147],{"categories":7053},[],{"categories":7055},[111],{"categories":7057},[111],{"categories":7059},[147],{"categories":7061},[198],{"categories":7063},[147],{"categories":7065},[288],{"categories":7067},[147],{"categories":7069},[111],{"categories":7071},[155],{"categories":7073},[162],{"categories":7075},[147],{"categories":7077},[147],{"categories":7079},[111],{"categories":7081},[176],{"categories":7083},[111],{"categories":7085},[111],{"categories":7087},[],{"categories":7089},[147],{"categories":7091},[111],{"categories":7093},[],{"categories":7095},[147],{"categories":7097},[],{"categories":7099},[198],{"categories":7101},[155],{"categories":7103},[],{"categories":7105},[147],{"categories":7107},[147],{"categories":7109},[147],{"categories":7111},[],{"categories":7113},[111],{"categories":7115},[253],{"categories":7117},[150],{"categories":7119},[147],{"categories":7121},[],{"categories":7123},[155],{"categories":7125},[288],{"categories":7127},[147],{"categories":7129},[173],{"categories":7131},[150],{"categories":7133},[176],{"categories":7135},[155],{"categories":7137},[173],{"categories":7139},[111],{"categories":7141},[173],{"categories":7143},[],{"categories":7145},[147],{"categories":7147},[162],{"categories":7149},[162],{"categories":7151},[147],{"categories":7153},[],{"categories":7155},[111],{"categories":7157},[111],{"categories":7159},[150],{"categories":7161},[253],{"categories":7163},[147],{"categories":7165},[147],{"categories":7167},[150],{"categories":7169},[111],{"categories":7171},[331],{"categories":7173},[147],{"categories":7175},[147],{"categories":7177},[147],{"categories":7179},[147],{"categories":7181},[147],{"categories":7183},[150],{"categories":7185},[147],{"categories":7187},[173],{"categories":7189},[176],{"categories":7191},[111],{"categories":7193},[],{"categories":7195},[147],{"categories":7197},[147],{"categories":7199},[147],{"categories":7201},[173],{"categories":7203},[111],{"categories":7205},[198],{"categories":7207},[173],{"categories":7209},[147],{"categories":7211},[162],{"categories":7213},[147],{"categories":7215},[],{"categories":7217},[253],{"categories":7219},[173],{"categories":7221},[198],{"categories":7223},[147],{"categories":7225},[147],{"categories":7227},[150],{"categories":7229},[111],{"categories":7231},[147],{"categories":7233},[147],{"categories":7235},[111],{"categories":7237},[162],{"categories":7239},[147],{"categories":7241},[111],{"categories":7243},[147],{"categories":7245},[155],{"categories":7247},[147],{"categories":7249},[111],{"categories":7251},[111,331],{"categories":7253},[147],{"categories":7255},[147],{"categories":7257},[111],{"categories":7259},[173],{"categories":7261},[147],{"categories":7263},[147],{"categories":7265},[147],{"categories":7267},[176],{"categories":7269},[111],{"categories":7271},[288],{"categories":7273},[111],{"categories":7275},[155],{"categories":7277},[],{"categories":7279},[111],{"categories":7281},[147],{"categories":7283},[155],{"categories":7285},[],{"categories":7287},[],{"categories":7289},[147],{"categories":7291},[173],{"categories":7293},[147],{"categories":7295},[147],{"categories":7297},[147],{"categories":7299},[111],{"categories":7301},[147],{"categories":7303},[176],{"categories":7305},[288],{"categories":7307},[147],{"categories":7309},[147],{"categories":7311},[147],{"categories":7313},[147],{"categories":7315},[111],{"categories":7317},[],{"categories":7319},[111],{"categories":7321},[198],{"categories":7323},[147],{"categories":7325},[111],{"categories":7327},[111],{"categories":7329},[147],{"categories":7331},[],{"categories":7333},[198],{"categories":7335},[173],{"categories":7337},[3537],{"categories":7339},[150],{"categories":7341},[173],{"categories":7343},[147],{"categories":7345},[111],{"categories":7347},[147],{"categories":7349},[147],{"categories":7351},[288],{"categories":7353},[173],{"categories":7355},[176],{"categories":7357},[],{"categories":7359},[198],{"categories":7361},[147],{"categories":7363},[147],{"categories":7365},[],{"categories":7367},[111],{"categories":7369},[147],{"categories":7371},[147],{"categories":7373},[147],{"categories":7375},[147],{"categories":7377},[111],{"categories":7379},[147],{"categories":7381},[147],{"categories":7383},[147],{"categories":7385},[147],{"categories":7387},[147],{"categories":7389},[162],{"categories":7391},[147],{"categories":7393},[111],{"categories":7395},[147],{"categories":7397},[147],{"categories":7399},[147],{"categories":7401},[147],{"categories":7403},[147],{"categories":7405},[147],{"categories":7407},[147],{"categories":7409},[155],{"categories":7411},[],{"categories":7413},[162],{"categories":7415},[147],{"categories":7417},[198],{"categories":7419},[111],{"categories":7421},[147],{"categories":7423},[173],{"categories":7425},[],{"categories":7427},[173],{"categories":7429},[173],{"categories":7431},[111],{"categories":7433},[173],{"categories":7435},[147],{"categories":7437},[147],{"categories":7439},[147],{"categories":7441},[111],{"categories":7443},[173],{"categories":7445},[147],{"categories":7447},[147],{"categories":7449},[147],{"categories":7451},[111],{"categories":7453},[198],{"categories":7455},[147],{"categories":7457},[147],{"categories":7459},[147],{"categories":7461},[155],{"categories":7463},[147],{"categories":7465},[111],{"categories":7467},[253],{"categories":7469},[],{"categories":7471},[147],{"categories":7473},[147],{"categories":7475},[176],{"categories":7477},[147],{"categories":7479},[111],{"categories":7481},[147],{"categories":7483},[147],{"categories":7485},[],{"categories":7487},[147],{"categories":7489},[147],{"categories":7491},[198],{"categories":7493},[147],{"categories":7495},[147],{"categories":7497},[111],{"categories":7499},[288],{"categories":7501},[],{"categories":7503},[],{"categories":7505},[173],{"categories":7507},[147],{"categories":7509},[147],{"categories":7511},[162],{"categories":7513},[198],{"categories":7515},[147],{"categories":7517},[173],{"categories":7519},[198],{"categories":7521},[147],{"categories":7523},[147],{"categories":7525},[288],{"categories":7527},[176],{"categories":7529},[147],{"categories":7531},[147],{"categories":7533},[150],{"categories":7535},[111],{"categories":7537},[147],{"categories":7539},[147],{"categories":7541},[111],{"categories":7543},[155],{"categories":7545},[111],{"categories":7547},[173],{"categories":7549},[147],{"categories":7551},[155],{"categories":7553},[],{"categories":7555},[147],{"categories":7557},[176],{"categories":7559},[147],{"categories":7561},[147],{"categories":7563},[],{"categories":7565},[198],{"categories":7567},[147],{"categories":7569},[111],{"categories":7571},[176],{"categories":7573},[147],{"categories":7575},[173],{"categories":7577},[173],{"categories":7579},[173],{"categories":7581},[147],{"categories":7583},[111],{"categories":7585},[111],{"categories":7587},[147],{"categories":7589},[111],{"categories":7591},[147],{"categories":7593},[147],{"categories":7595},[253],{"categories":7597},[176],{"categories":7599},[176],{"categories":7601},[],{"categories":7603},[198],{"categories":7605},[147],{"categories":7607},[147],{"categories":7609},[173],{"categories":7611},[],{"categories":7613},[198],{"categories":7615},[198],{"categories":7617},[198],{"categories":7619},[],{"categories":7621},[111],{"categories":7623},[147],{"categories":7625},[],{"categories":7627},[150],{"categories":7629},[155],{"categories":7631},[],{"categories":7633},[147],{"categories":7635},[147],{"categories":7637},[],{"categories":7639},[173],{"categories":7641},[],{"categories":7643},[],{"categories":7645},[],{"categories":7647},[],{"categories":7649},[147],{"categories":7651},[198],{"categories":7653},[],{"categories":7655},[],{"categories":7657},[147],{"categories":7659},[147],{"categories":7661},[147],{"categories":7663},[176],{"categories":7665},[147],{"categories":7667},[176],{"categories":7669},[],{"categories":7671},[176],{"categories":7673},[176],{"categories":7675},[331],{"categories":7677},[111],{"categories":7679},[173],{"categories":7681},[],{"categories":7683},[],{"categories":7685},[176],{"categories":7687},[173],{"categories":7689},[173],{"categories":7691},[173],{"categories":7693},[],{"categories":7695},[150],{"categories":7697},[173],{"categories":7699},[173],{"categories":7701},[150],{"categories":7703},[173],{"categories":7705},[155],{"categories":7707},[173],{"categories":7709},[173],{"categories":7711},[173],{"categories":7713},[176],{"categories":7715},[198],{"categories":7717},[198],{"categories":7719},[147],{"categories":7721},[173],{"categories":7723},[176],{"categories":7725},[331],{"categories":7727},[176],{"categories":7729},[176],{"categories":7731},[176],{"categories":7733},[],{"categories":7735},[155],{"categories":7737},[],{"categories":7739},[331],{"categories":7741},[173],{"categories":7743},[173],{"categories":7745},[173],{"categories":7747},[111],{"categories":7749},[198,155],{"categories":7751},[176],{"categories":7753},[],{"categories":7755},[],{"categories":7757},[176],{"categories":7759},[],{"categories":7761},[176],{"categories":7763},[198],{"categories":7765},[111],{"categories":7767},[],{"categories":7769},[173],{"categories":7771},[147],{"categories":7773},[253],{"categories":7775},[],{"categories":7777},[147],{"categories":7779},[],{"categories":7781},[198],{"categories":7783},[150],{"categories":7785},[176],{"categories":7787},[],{"categories":7789},[173],{"categories":7791},[198],[7793,7868,7935,8020],{"id":7794,"title":7795,"ai":7796,"body":7802,"categories":7839,"created_at":112,"date_modified":112,"description":104,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":7840,"navigation":123,"path":7854,"published_at":7855,"question":112,"scraped_at":7856,"seo":7857,"sitemap":7858,"source_id":7859,"source_name":7860,"source_type":7861,"source_url":7862,"stem":7863,"tags":7864,"thumbnail_url":112,"tldr":7865,"tweet":112,"unknown_tags":7866,"__hash__":7867},"summaries\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary.md","Codex Chrome Extension Gives AI Agents Signed-In Browser Access",{"provider":7,"model":7797,"input_tokens":7798,"output_tokens":7799,"processing_time_ms":7800,"cost_usd":7801},"x-ai\u002Fgrok-4.1-fast",7445,1582,27656,0.0022575,{"type":14,"value":7803,"toc":7834},[7804,7808,7811,7815,7827,7831],[17,7805,7807],{"id":7806},"multi-tier-browser-strategy-for-agent-tasks","Multi-Tier Browser Strategy for Agent Tasks",[22,7809,7810],{},"Codex handles browser tasks across three tiers based on needs: dedicated plugins for services like GitHub, Slack, Figma, and Notion; the new Chrome extension for signed-in sites requiring real browser state (e.g., LinkedIn, Salesforce, Gmail, internal tools); and the in-app sandboxed browser for localhost, local dev servers, file previews, or public pages. The agent automatically picks the right tier, preventing interference with your main browsing—Chrome actions occur in isolated tab groups, allowing parallel use of DevTools or tab context collection. This setup streamlines workflows previously blocked by API gaps, enabling web app testing and context gathering from open tabs without disrupting your session.",[17,7812,7814],{"id":7813},"prompt-driven-chrome-invocation","Prompt-Driven Chrome Invocation",[22,7816,7817,7818,7822,7823,7826],{},"Invoke the Chrome extension directly in prompts with ",[7819,7820,7821],"code",{},"@Chrome",", such as ",[7819,7824,7825],{},"@Chrome open Salesforce and update the account from these call notes",". If Chrome is closed, Codex opens it. Combine with existing tools for hybrid tasks, like pulling data from signed-in CRM then processing locally. Available on macOS and Windows (not EU\u002FUK), installation involves five steps to link Codex to your browser profile, detailed in docs.",[17,7828,7830],{"id":7829},"permissions-and-security-trade-offs","Permissions and Security Trade-offs",[22,7832,7833],{},"The extension demands broad permissions (history, bookmarks, page data) for agent control, balanced by per-site confirmations, allow\u002Fblock lists, and manual session approvals for sensitive features. Risks include prompt injection from malicious sites; mitigate by disabling Memories to isolate sessions and prevent cross-contamination. OpenAI stores browser data only when explicitly added to chat context via screenshots or summaries, prioritizing privacy. Developers gain production-ready access to authenticated web flows but must weigh isolation needs against convenience.",{"title":104,"searchDepth":105,"depth":105,"links":7835},[7836,7837,7838],{"id":7806,"depth":105,"text":7807},{"id":7813,"depth":105,"text":7814},{"id":7829,"depth":105,"text":7830},[111],{"content_references":7841,"triage":7851},[7842,7847],{"type":7843,"title":7844,"url":7845,"context":7846},"tool","Codex Chrome Extension","https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fcodex\u002Fhehggadaopoacecdllhhajmbjkdcmajg","recommended",{"type":7848,"title":7849,"url":7850,"context":7846},"other","Full Docs","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fapp\u002Fchrome-extension",{"relevance":118,"novelty":119,"quality":119,"actionability":119,"composite":7852,"reasoning":7853},4.35,"Category: AI Automation. The article discusses a practical application of AI agents using a Chrome extension to enhance productivity by automating tasks across various platforms, addressing the audience's need for actionable AI tools. It provides specific details on how to invoke the extension and its implications for workflow optimization, making it relevant and actionable.","\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary","2026-05-08 22:22:41","2026-05-09 15:37:21",{"title":7795,"description":104},{"loc":7854},"cfba085e5ebce4be","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F08\u002Fopenai-adds-chrome-extension-to-codex-letting-its-ai-agent-access-linkedin-salesforce-gmail-and-internal-tools-via-signed-in-sessions\u002F","summaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary",[136,135,138],"OpenAI's Codex Chrome extension lets its AI agent use your signed-in Chrome sessions for tasks on LinkedIn, Salesforce, Gmail, and internal tools, auto-selecting from plugins, Chrome, or in-app browser tiers.",[],"b7vWCFyxTpPqPIKmgqGrusNZz3iLtfcELDKk-vQ1qUY",{"id":7869,"title":7870,"ai":7871,"body":7876,"categories":7911,"created_at":112,"date_modified":112,"description":104,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":7912,"navigation":123,"path":7921,"published_at":7922,"question":112,"scraped_at":7923,"seo":7924,"sitemap":7925,"source_id":7926,"source_name":7927,"source_type":7861,"source_url":7928,"stem":7929,"tags":7930,"thumbnail_url":112,"tldr":7931,"tweet":7932,"unknown_tags":7933,"__hash__":7934},"summaries\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary.md","Codex Chrome Extension Automates Browsers via Natural Language",{"provider":7,"model":7797,"input_tokens":7872,"output_tokens":7873,"processing_time_ms":7874,"cost_usd":7875},4605,1353,17124,0.00157485,{"type":14,"value":7877,"toc":7906},[7878,7882,7885,7889,7892,7896],[17,7879,7881],{"id":7880},"setup-connect-extension-directly-in-codex","Setup: Connect Extension Directly in Codex",[22,7883,7884],{},"Install the Codex Chrome extension on any Chromium-based browser (Chrome, Brave, Edge) without manual Chrome Web Store steps. In the Codex app, navigate to favorite apps, select the Chrome extension option—which links to OpenAI's setup page—and add it. This grants Codex browser control permissions. A dedicated browser skill enhances efficiency for tasks like navigation and interaction. Once connected, Codex handles automation hands-free, clicking elements and filling forms based on natural language prompts.",[17,7886,7888],{"id":7887},"capabilities-automate-web-workflows-and-ui-testing","Capabilities: Automate Web Workflows and UI Testing",[22,7890,7891],{},"Codex turns browsers into agent-controlled environments for complex tasks. Use prompts like \"use your Chrome extension, go to this website, and post a question to the council: is a hot dog a sandwich?\" to trigger actions: open tabs, click buttons (e.g., start new discussion), type queries, and submit. It operates independently—user hands-off—while providing status updates for confirmation (e.g., \"yes\" to proceed). This excels for UI testing, debugging live apps, or repetitive web ops, outperforming manual scripting by handling dynamic sites via vision and reasoning.",[17,7893,7895],{"id":7894},"real-world-test-interacting-with-llm-council-plus","Real-World Test: Interacting with LLM Council Plus",[22,7897,7898,7899,7905],{},"In a demo, Codex queried a custom LLM Council Plus deployment—a fork of Andrej Karpathy's project supporting up to 8 models. The council featured DeepSeek V4 Flash, Granite 4.1 on Llama, and Gemini 3.1 as chairman. Codex navigated the site, initiated a debate on \"hot dog as sandwich,\" routed the query, awaited peer-ranked responses (models anonymously score each other to reduce bias), and retrieved the verdict: \"technically and legally no, though culinarily debated.\" This validates Codex for end-to-end agent-browser loops, settling AI debates autonomously. Repo: ",[7900,7901,7902],"a",{"href":7902,"rel":7903},"https:\u002F\u002Fgithub.com\u002Fjacob-bd\u002Fllm-council-plus",[7904],"nofollow",".",{"title":104,"searchDepth":105,"depth":105,"links":7907},[7908,7909,7910],{"id":7880,"depth":105,"text":7881},{"id":7887,"depth":105,"text":7888},{"id":7894,"depth":105,"text":7895},[111],{"content_references":7913,"triage":7919},[7914,7916],{"type":7843,"title":7844,"url":7850,"context":7915},"mentioned",{"type":7848,"title":7917,"author":7918,"url":7902,"context":7915},"LLM Council Plus GitHub Repo","jacob-bd",{"relevance":118,"novelty":119,"quality":119,"actionability":119,"composite":7852,"reasoning":7920},"Category: AI Automation. The article provides a detailed overview of how to use OpenAI's Codex extension for automating browser tasks, which directly addresses the audience's need for practical applications of AI tools. It includes specific examples of commands and workflows that users can implement, enhancing its actionability.","\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary","2026-05-07 22:26:16","2026-05-08 11:19:36",{"title":7870,"description":104},{"loc":7921},"afd53b896c7cfd18","Gen AI Spotlight","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=xTIrCNO7RkY","summaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary",[135,136,138],"Install OpenAI's Codex extension on Chromium browsers like Brave to control web tasks—navigate sites, post queries—with plain English commands, as demoed debugging an LLM Council app.","Quick demo of installing OpenAI's Codex Chrome extension on Brave, then using it to navigate the creator's LLM Council site (a Karpathy fork) and post the \"hot dog sandwich\" question for a model debate.",[],"28TAyJ5i_QgUnOk6HRI8LF3iZeKp4R_FWJXWsvehYII",{"id":7936,"title":7937,"ai":7938,"body":7943,"categories":7971,"created_at":112,"date_modified":112,"description":104,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":7972,"navigation":123,"path":8008,"published_at":8009,"question":112,"scraped_at":8009,"seo":8010,"sitemap":8011,"source_id":8012,"source_name":8013,"source_type":7861,"source_url":8014,"stem":8015,"tags":8016,"thumbnail_url":112,"tldr":8017,"tweet":112,"unknown_tags":8018,"__hash__":8019},"summaries\u002Fsummaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary.md","Genspark's Agent Orchestration: Vision Strong, Execution Lags",{"provider":7,"model":7797,"input_tokens":7939,"output_tokens":7940,"processing_time_ms":7941,"cost_usd":7942},8515,1637,25191,0.002499,{"type":14,"value":7944,"toc":7966},[7945,7949,7952,7956,7959,7963],[17,7946,7948],{"id":7947},"super-agent-orchestration-turns-tools-into-end-to-end-systems","Super Agent Orchestration Turns Tools into End-to-End Systems",[22,7950,7951],{},"Genspark's core strength lies in its Super Agent, which interprets user intent, plans tasks, selects from 70+ models (OpenAI, Anthropic, Google, etc.), and coordinates sub-agents in parallel without user intervention. This multi-agent layer enables shared memory, assets, and context, where outputs like presentations or emails become inputs for subsequent agents—replacing disconnected tools with continuous flows. COO Wen Sang emphasizes this as the 'secret sauce': agents hand off work automatically, reducing 'in-between' manual steps. For pricing, Genspark matches competitors ($20 mid-tier, $200 pro) but auto-routes to optimal models, simplifying daily reliance. Moat: scalable orchestration for production, as models commoditize. Vision: $1B ARR by 2026 as 'operating system of intent-driven work,' shifting AI to proactive execution that amplifies human judgment and creativity.",[17,7953,7955],{"id":7954},"voice-and-media-agents-enable-hands-free-creation","Voice and Media Agents Enable Hands-Free Creation",[22,7957,7958],{},"Speakly dictation integrates deeply with Genspark, triggering agents and workflows directly from voice—3-4x faster than typing by moving from intent to action. Features auto-correct fillers\u002Fbacktracking, agent mode for Super Agent tasks from any screen, translation across languages, and custom styles (e.g., 'Buzzwords' or 'Twitter' modes). AI Music Agent generates tracks via third-party models, coordinating pre-analysis (e.g., YouTube video review yields second-by-second soundtrack plans before generation). AI Audio Agent produces voiceovers\u002Fpodcasts similarly, scripting debates from video analysis with distinct voices\u002Fpersonalities. Upgrades like AI Inbox automate digests, Slack integration, social analysis (30-50% manual email reduction); enhanced Slides\u002FImages\u002FVideo leverage better models. Tests show reliable simple outputs, like custom soundtracks or podcasts from launch videos.",[17,7960,7962],{"id":7961},"complex-tasks-expose-execution-limits","Complex Tasks Expose Execution Limits",[22,7964,7965],{},"Pushing orchestration with an 8-minute animated interview from Q&A transcript (needing music, voiceovers, images, video clips, assembly) reveals gaps: solid planning but Veo 3 mismatches (generates own audio, 8-second clips unsuitable for stitching), looping backtracks, and 10K-credit exhaustion on one project. Retry produced clips but no auto-assembly, requiring user guidance; final video had static characters, broken layouts, off-screen text. Simpler text\u002Flow-cost tasks succeed consistently; rich media remains friction-heavy and costly, hindering 'minimal oversight' promise despite $300M+ funding and $155M ARR traction.",{"title":104,"searchDepth":105,"depth":105,"links":7967},[7968,7969,7970],{"id":7947,"depth":105,"text":7948},{"id":7954,"depth":105,"text":7955},{"id":7961,"depth":105,"text":7962},[111],{"content_references":7973,"triage":8005},[7974,7977,7980,7983,7986,7989,7993,7996,7999,8002],{"type":7843,"title":7975,"url":7976,"context":7846},"Speakly","https:\u002F\u002Fwww.speakly.ai\u002Fen",{"type":7843,"title":7978,"url":7979,"context":7915},"Wispr Flow","https:\u002F\u002Fwisprflow.ai\u002F",{"type":7843,"title":7981,"url":7982,"context":7915},"Superwhisper","https:\u002F\u002Fsuperwhisper.com\u002F",{"type":7843,"title":7984,"url":7985,"context":7915},"Suno","https:\u002F\u002Fsuno.com\u002Fhome",{"type":7843,"title":7987,"url":7988,"context":7915},"ElevenLabs","https:\u002F\u002Felevenlabs.io\u002F",{"type":7990,"title":7991,"url":7992,"context":7915},"report","Genspark AI Workspace 3","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-3",{"type":7990,"title":7994,"url":7995,"context":7915},"Genspark AI Workspace 4","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-4",{"type":7990,"title":7997,"url":7998,"context":7915},"Genspark AI Workspace 2.0","https:\u002F\u002Fmainfunc.ai\u002Fblog\u002Fgenspark_ai_workspace_2",{"type":7848,"title":8000,"url":8001,"context":7915},"Genspark Series B Funding","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgenspark-ai-tool-unicorn-superagent-ai-workspace",{"type":7848,"title":8003,"url":8004,"context":7915},"Genspark's Stunning AI Pivot to Super Agent","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgensparks-stunning-ai-pivot-to-super-agent",{"relevance":119,"novelty":120,"quality":119,"actionability":120,"composite":8006,"reasoning":8007},3.6,"Category: AI Automation. The article discusses Genspark's Super Agent and its orchestration of multiple AI models, addressing the audience's interest in practical AI tools for automation. It highlights specific features and capabilities, but the execution challenges mentioned may limit immediate applicability.","\u002Fsummaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary","2026-05-07 11:23:59",{"title":7937,"description":104},{"loc":8008},"bba5272df348d3bf","Why Try AI","https:\u002F\u002Fwww.whytryai.com\u002Fp\u002Fgensparks-workspace","summaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary",[136,135,138],"Genspark's Super Agent coordinates 70+ AI models for hands-free workflows 3-4x faster than typing, cutting email tasks by 30-50%, but complex video projects fail due to model mismatches, short clips, and high credit costs.",[],"zxuhhHuE6DODcesUH7OvJeEXOM476YIdS0BG-NACCek",{"id":8021,"title":8022,"ai":8023,"body":8028,"categories":8087,"created_at":112,"date_modified":112,"description":104,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":8088,"navigation":123,"path":8092,"published_at":8093,"question":112,"scraped_at":8094,"seo":8095,"sitemap":8096,"source_id":8097,"source_name":8098,"source_type":7861,"source_url":8099,"stem":8100,"tags":8101,"thumbnail_url":112,"tldr":8102,"tweet":112,"unknown_tags":8103,"__hash__":8104},"summaries\u002Fsummaries\u002Fc93eaf3a2d5bfc0f-hermes-kanban-enables-durable-multi-agent-workflow-summary.md","Hermes Kanban Enables Durable Multi-Agent Workflows",{"provider":7,"model":7797,"input_tokens":8024,"output_tokens":8025,"processing_time_ms":8026,"cost_usd":8027},6103,1575,16455,0.00171725,{"type":14,"value":8029,"toc":8082},[8030,8034,8037,8040,8044,8050,8056,8062,8072,8076,8079],[17,8031,8033],{"id":8032},"persistent-coordination-over-ephemeral-delegation","Persistent Coordination Over Ephemeral Delegation",[22,8035,8036],{},"Hermes distinguishes short-lived delegation (function-call style sub-agents that return immediately) from Kanban work queues for durable, multi-role workflows. Kanban tasks persist in a local SQLite database (hermes\u002Fcon.db), shared across profiles, with fields for status (Triage, Todo, Ready, In Progress, Blocked, Done), assignee, parent\u002Fchild dependencies, comments, run history, and structured handoff data. Dependencies auto-promote child tasks upon parent completion, preventing premature execution—e.g., API implementation waits for schema design, tests wait for API. Handoffs carry summaries and metadata (e.g., changed files, decisions) to downstream agents, avoiding chat log digging. Use delegation for quick subtasks; Kanban for cross-boundary work needing restarts, human input, or audits.",[22,8038,8039],{},"v0.11's pluggable transport layers enabled broader providers (AWS Bedrock, NVIDIA NIM, Grok API, Google Gemini, Versel AI Gateway, GPT-4.5 via Codex) and smarter delegation with orchestrator sub-agents. v0.12's autonomous Curator grades\u002Fprunes skill libraries on schedule; upgraded self-improvement loops use rubric-based reviews, prefer updating recent skills, handle references\u002Ftemplates, inherit parent runtime. Providers expanded (GMI Cloud, Azure AI Foundry, Mistral O1, Tencent TokenHub, LM Studio); gateways added (Microsoft Teams, WeCom); tools bundled (Spotify, Google Meet, ComfyUI, TouchDesigner). Dashboard gains models tab; 57% faster 2e cold starts; local Piper TTS.",[17,8041,8043],{"id":8042},"four-workflow-patterns-for-shipping-work","Four Workflow Patterns for Shipping Work",[22,8045,8046,8049],{},[32,8047,8048],{},"Solo feature shipping",": Chain dependent tasks (design schema → implement API → write tests). Completion handoffs metadata like DB tables or files, ensuring context flows without re-researching.",[22,8051,8052,8055],{},[32,8053,8054],{},"Fleet farming",": Queue independent tasks for specialist profiles (translator, transcriber, copywriter). Dispatcher assigns via embedded gateway; lanes-by-profile view tracks parallel progress, with handoffs for analytics (e.g., tokens translated).",[22,8057,8058,8061],{},[32,8059,8060],{},"RDO pipeline with retries",": PM specs → engineer implements → reviewer checks. Blocks on feedback (e.g., missing password check); unblock\u002Fretry preserves run history (outcomes, summaries, metadata per attempt). Reviewers access parent summaries\u002Ffiles before diffs, mimicking real engineering.",[22,8063,8064,8067,8068,8071],{},[32,8065,8066],{},"Dispatcher commands",": ",[7819,8069,8070],{},"hermes kanban"," launches dashboard with filters (search, tenant, assignee), lanes toggle, nudge button for immediate dispatch ticks.",[17,8073,8075],{"id":8074},"crash-recovery-and-scoped-reliability","Crash Recovery and Scoped Reliability",[22,8077,8078],{},"Circuit breakers limit retries on spawn failures (e.g., missing API keys), marking tasks Blocked with 'gave up' to avoid infinite loops. Mid-task crashes (OOM, network) release claims, revert to Ready for fresh workers; history logs issues (e.g., 'crashed: OOM' → 'completed: chunked strategy'). Single-host design (local SQLite, same-machine workers) suits personal coordination, not multi-server enterprise—expose dashboard cautiously (avoid 0.0.0.0). v0.11's Ink-based TUI adds sticky composer, live streaming, status bar, light theme; SL steer nudges post-tool-call; extensible dashboard\u002Fplugins.",[22,8080,8081],{},"This builds production-grade agent systems: visibility into stuck tasks, failure traces as data, role handoffs with context—far beyond chat logs.",{"title":104,"searchDepth":105,"depth":105,"links":8083},[8084,8085,8086],{"id":8032,"depth":105,"text":8033},{"id":8042,"depth":105,"text":8043},{"id":8074,"depth":105,"text":8075},[111],{"content_references":8089,"triage":8090},[],{"relevance":118,"novelty":119,"quality":119,"actionability":119,"composite":7852,"reasoning":8091},"Category: AI Automation. The article provides a detailed overview of Hermes Kanban's capabilities for managing multi-agent workflows, addressing practical applications for product builders. It introduces specific features like local SQLite databases for task management and structured handoffs, which are directly applicable to improving workflow efficiency.","\u002Fsummaries\u002Fc93eaf3a2d5bfc0f-hermes-kanban-enables-durable-multi-agent-workflow-summary","2026-05-04 10:42:27","2026-05-04 16:10:03",{"title":8022,"description":104},{"loc":8092},"cc820414e14838b7","AICodeKing","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8beheGoYTHM","summaries\u002Fc93eaf3a2d5bfc0f-hermes-kanban-enables-durable-multi-agent-workflow-summary",[136,135,138],"Hermes v0.11\u002F0.12 shift from chat agents to persistent systems via Kanban boards: local SQLite tasks with dependencies, structured handoffs, retries, blockers, and crash recovery for workflows like feature shipping or PM-engineer-reviewer pipelines.",[],"M-_bP9hOD2fTVeQZY-vsGGOTrCj53AxmnWktvsQ425Q"]