[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-f8ed3fd91a394645-generative-video-shifting-from-quality-to-real-tim-summary":3,"summaries-facets-categories":134,"summary-related-f8ed3fd91a394645-generative-video-shifting-from-quality-to-real-tim-summary":7840},{"id":4,"title":5,"ai":6,"body":13,"categories":92,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":97,"navigation":113,"path":114,"published_at":115,"question":94,"scraped_at":116,"seo":117,"sitemap":118,"source_id":119,"source_name":120,"source_type":121,"source_url":122,"stem":123,"tags":124,"thumbnail_url":129,"tldr":130,"tweet":131,"unknown_tags":132,"__hash__":133},"summaries\u002Fsummaries\u002Ff8ed3fd91a394645-generative-video-shifting-from-quality-to-real-tim-summary.md","Generative Video: Shifting from Quality to Real-Time Efficiency",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5346,667,3101,0.002337,{"type":14,"value":15,"toc":85},"minimark",[16,21,25,29,32,55,59,62,82],[17,18,20],"h2",{"id":19},"the-shift-from-quality-to-efficiency","The Shift from Quality to Efficiency",[22,23,24],"p",{},"While the industry has focused heavily on the \"quality axis\"—chasing photorealism in static clips—a more significant shift is occurring in efficiency and long-horizon generation. Modern distilled models, such as the 14 billion parameter Helios model, now offer performance comparable to frontier models from a year ago but at roughly 1\u002F100th of the production cost. This efficiency allows for continuous, real-time video generation rather than the traditional \"slot machine\" approach of spending $10 per minute to generate and hope for a usable shot.",[17,26,28],{"id":27},"new-interaction-paradigms","New Interaction Paradigms",[22,30,31],{},"Real-time video generation enables entirely new human-computer interaction patterns that move beyond text-based prompting:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Magic Mirrors:"," Using webcams to transform live video feeds, allowing users to visualize changes like haircuts or clothing in real-time.",[36,44,45,48],{},[39,46,47],{},"Visual Accessibility:"," Providing visual mediums for users who do not think or learn primarily through text, broadening the reach of AI tools.",[36,50,51,54],{},[39,52,53],{},"Steering and Control:"," Instead of static prompts, users can steer generations in under a second, allowing for granular control over the output while the model is actively rendering.",[17,56,58],{"id":57},"the-engineering-challenge-serving-real-time-video","The Engineering Challenge: Serving Real-Time Video",[22,60,61],{},"The primary hurdle for developers is no longer model capability, but the infrastructure required to serve these models at scale. Building a production-ready application requires:",[33,63,64,70,76],{},[36,65,66,69],{},[39,67,68],{},"Global GPU Distribution:"," Placing inference resources geographically close to the user to minimize latency.",[36,71,72,75],{},[39,73,74],{},"Streaming Infrastructure:"," Implementing WebRTC, ICE, and TURN protocols to maintain a continuous, synchronized stream.",[36,77,78,81],{},[39,79,80],{},"Pipeline Orchestration:"," Wiring multiple models together in a continuous loop that remains synchronized with user inputs on a frame-by-frame basis.",[22,83,84],{},"To bridge this gap, the focus is moving toward \"software factories\"—tools that abstract away the complexity of GPU orchestration and streaming protocols, allowing developers to integrate interactive video components into applications as easily as a standard UI element.",{"title":86,"searchDepth":87,"depth":87,"links":88},"",2,[89,90,91],{"id":19,"depth":87,"text":20},{"id":27,"depth":87,"text":28},{"id":57,"depth":87,"text":58},[93],"AI & LLMs",null,"md",false,{"content_references":98,"triage":108},[99,103,106],{"type":100,"title":101,"context":102},"tool","Helios","mentioned",{"type":100,"title":104,"url":105,"context":102},"uRun","https:\u002F\u002Furun.sh",{"type":100,"title":107,"context":102},"Gemini Omni",{"relevance":109,"novelty":110,"quality":110,"actionability":110,"composite":111,"reasoning":112},5,4,4.35,"Category: AI & LLMs. The article discusses the shift in generative video technology towards efficiency and real-time interaction, addressing a key pain point for developers in building AI-powered products. It provides actionable insights on infrastructure requirements and new interaction paradigms, making it relevant and practical for the target audience.",true,"\u002Fsummaries\u002Ff8ed3fd91a394645-generative-video-shifting-from-quality-to-real-tim-summary","2026-08-18 16:30:29","2026-08-19 03:11:36",{"title":5,"description":86},{"loc":114},"f8ed3fd91a394645","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Xln-On3syJk","summaries\u002Ff8ed3fd91a394645-generative-video-shifting-from-quality-to-real-tim-summary",[125,126,127,128],"ai-tools","automation","web-performance","ai-llms","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FXln-On3syJk\u002Fhqdefault.jpg","Generative video has reached a tipping point where efficiency and real-time interaction are more valuable than raw quality. With costs dropping to $10 for three hours of generation, the focus is shifting to building low-latency, interactive streaming pipelines.","A talk by [Keegan McCallum](https:\u002F\u002Fx.com\u002Fkeeganmccallum3) arguing that the future of generative video lies in real-time efficiency rather than just raw quality. He outlines the infrastructure challenges of serving these models—specifically using WebRTC and global GPU distribution—via his platform, [uRun](https:\u002F\u002Furun.sh).",[128],"jcZe7Wvw2Pj4wTuX6afYqmN2ElejDmosZXT-2K5aeSc",[135,137,140,142,145,147,150,153,155,157,159,161,164,167,169,171,173,175,178,180,182,184,186,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,432,434,436,438,440,442,444,446,448,450,452,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,488,490,492,494,496,498,500,502,504,506,508,510,512,514,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,586,588,590,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,634,636,638,640,642,644,646,648,650,652,654,656,658,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,978,980,982,984,986,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714,7716,7718,7720,7722,7724,7726,7728,7730,7732,7734,7736,7738,7740,7742,7744,7746,7748,7750,7752,7754,7756,7758,7760,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780,7782,7784,7786,7788,7790,7792,7794,7796,7798,7800,7802,7804,7806,7808,7810,7812,7814,7816,7818,7820,7822,7824,7826,7828,7830,7832,7834,7836,7838],{"categories":136},[93],{"categories":138},[139],"Developer Productivity",{"categories":141},[93],{"categories":143},[144],"Business & SaaS",{"categories":146},[93],{"categories":148},[149],"AI Automation",{"categories":151},[152],"Product Strategy",{"categories":154},[149],{"categories":156},[93],{"categories":158},[139],{"categories":160},[149],{"categories":162},[163],"Software Engineering",{"categories":165},[166],"Data Science & Visualization",{"categories":168},[93],{"categories":170},[144],{"categories":172},[],{"categories":174},[93],{"categories":176},[177],"Inference & Serving",{"categories":179},[93],{"categories":181},[93],{"categories":183},[149],{"categories":185},[],{"categories":187},[188],"AI News & Trends",{"categories":190},[166],{"categories":192},[149],{"categories":194},[93],{"categories":196},[93],{"categories":198},[93],{"categories":200},[144],{"categories":202},[139],{"categories":204},[93],{"categories":206},[149],{"categories":208},[188],{"categories":210},[93],{"categories":212},[149],{"categories":214},[149],{"categories":216},[93],{"categories":218},[93],{"categories":220},[149],{"categories":222},[93],{"categories":224},[93],{"categories":226},[93],{"categories":228},[144],{"categories":230},[149],{"categories":232},[188],{"categories":234},[93],{"categories":236},[93],{"categories":238},[93],{"categories":240},[],{"categories":242},[243],"Design & Frontend",{"categories":245},[93],{"categories":247},[166],{"categories":249},[93],{"categories":251},[188],{"categories":253},[93],{"categories":255},[93],{"categories":257},[93],{"categories":259},[],{"categories":261},[93],{"categories":263},[93],{"categories":265},[149],{"categories":267},[163],{"categories":269},[93],{"categories":271},[93],{"categories":273},[149],{"categories":275},[93],{"categories":277},[278],"Marketing & Growth",{"categories":280},[243],{"categories":282},[93],{"categories":284},[149],{"categories":286},[93],{"categories":288},[93],{"categories":290},[163],{"categories":292},[93],{"categories":294},[],{"categories":296},[],{"categories":298},[243],{"categories":300},[93],{"categories":302},[149],{"categories":304},[139],{"categories":306},[163],{"categories":308},[149],{"categories":310},[243],{"categories":312},[93],{"categories":314},[152],{"categories":316},[93],{"categories":318},[163],{"categories":320},[321],"DevOps & Cloud",{"categories":323},[149],{"categories":325},[152],{"categories":327},[188],{"categories":329},[93],{"categories":331},[],{"categories":333},[93],{"categories":335},[93],{"categories":337},[93],{"categories":339},[],{"categories":341},[149],{"categories":343},[163],{"categories":345},[321],{"categories":347},[],{"categories":349},[163],{"categories":351},[149],{"categories":353},[93],{"categories":355},[243],{"categories":357},[358],"Governance & Standards",{"categories":360},[144],{"categories":362},[],{"categories":364},[93],{"categories":366},[],{"categories":368},[93],{"categories":370},[93],{"categories":372},[149],{"categories":374},[93],{"categories":376},[149],{"categories":378},[93],{"categories":380},[93],{"categories":382},[149],{"categories":384},[93],{"categories":386},[93],{"categories":388},[93],{"categories":390},[],{"categories":392},[163],{"categories":394},[],{"categories":396},[],{"categories":398},[93],{"categories":400},[163],{"categories":402},[],{"categories":404},[163],{"categories":406},[93],{"categories":408},[149],{"categories":410},[93],{"categories":412},[278],{"categories":414},[93],{"categories":416},[93],{"categories":418},[93],{"categories":420},[243],{"categories":422},[243],{"categories":424},[93],{"categories":426},[163],{"categories":428},[149],{"categories":430},[431],"GovTech & Public-Sector Adoption",{"categories":433},[163],{"categories":435},[93],{"categories":437},[93],{"categories":439},[93],{"categories":441},[149],{"categories":443},[149],{"categories":445},[166],{"categories":447},[93],{"categories":449},[188],{"categories":451},[149],{"categories":453},[454],"Legal AI Tools",{"categories":456},[93],{"categories":458},[149],{"categories":460},[93],{"categories":462},[278],{"categories":464},[149],{"categories":466},[152],{"categories":468},[93],{"categories":470},[163],{"categories":472},[431],{"categories":474},[],{"categories":476},[149],{"categories":478},[],{"categories":480},[144],{"categories":482},[149],{"categories":484},[149],{"categories":486},[487],"RAG & Retrieval",{"categories":489},[144],{"categories":491},[93],{"categories":493},[163],{"categories":495},[163],{"categories":497},[321],{"categories":499},[243],{"categories":501},[149],{"categories":503},[93],{"categories":505},[93],{"categories":507},[93],{"categories":509},[93],{"categories":511},[],{"categories":513},[149],{"categories":515},[516],"Agents & Orchestration",{"categories":518},[163],{"categories":520},[93],{"categories":522},[],{"categories":524},[149],{"categories":526},[144],{"categories":528},[],{"categories":530},[93],{"categories":532},[],{"categories":534},[93],{"categories":536},[139],{"categories":538},[163],{"categories":540},[144],{"categories":542},[93],{"categories":544},[93],{"categories":546},[93],{"categories":548},[149],{"categories":550},[93],{"categories":552},[93],{"categories":554},[188],{"categories":556},[93],{"categories":558},[],{"categories":560},[93],{"categories":562},[93],{"categories":564},[],{"categories":566},[93],{"categories":568},[163],{"categories":570},[93],{"categories":572},[149],{"categories":574},[166],{"categories":576},[],{"categories":578},[93],{"categories":580},[93],{"categories":582},[243],{"categories":584},[585],"Models & Frontier Labs",{"categories":587},[],{"categories":589},[243],{"categories":591},[592],"Regulation & Governance of AI",{"categories":594},[152],{"categories":596},[149],{"categories":598},[],{"categories":600},[93],{"categories":602},[93],{"categories":604},[149],{"categories":606},[149],{"categories":608},[188],{"categories":610},[93],{"categories":612},[144],{"categories":614},[93],{"categories":616},[149],{"categories":618},[],{"categories":620},[163],{"categories":622},[149],{"categories":624},[93],{"categories":626},[93],{"categories":628},[152],{"categories":630},[93],{"categories":632},[633],"AI Policy & Regulation",{"categories":635},[],{"categories":637},[93],{"categories":639},[149],{"categories":641},[149],{"categories":643},[152],{"categories":645},[149],{"categories":647},[93],{"categories":649},[93],{"categories":651},[93],{"categories":653},[149],{"categories":655},[],{"categories":657},[166],{"categories":659},[660],"Evals & Reliability",{"categories":662},[93],{"categories":664},[93],{"categories":666},[],{"categories":668},[166],{"categories":670},[139],{"categories":672},[431],{"categories":674},[633],{"categories":676},[93],{"categories":678},[93],{"categories":680},[144],{"categories":682},[93],{"categories":684},[149],{"categories":686},[93],{"categories":688},[149],{"categories":690},[516],{"categories":692},[93],{"categories":694},[163],{"categories":696},[93],{"categories":698},[93],{"categories":700},[],{"categories":702},[243],{"categories":704},[],{"categories":706},[93],{"categories":708},[93],{"categories":710},[431],{"categories":712},[93],{"categories":714},[93],{"categories":716},[93],{"categories":718},[],{"categories":720},[93],{"categories":722},[243],{"categories":724},[93],{"categories":726},[163],{"categories":728},[],{"categories":730},[93],{"categories":732},[93],{"categories":734},[],{"categories":736},[93],{"categories":738},[149],{"categories":740},[93],{"categories":742},[243],{"categories":744},[],{"categories":746},[93],{"categories":748},[93],{"categories":750},[166],{"categories":752},[149],{"categories":754},[93],{"categories":756},[144],{"categories":758},[149],{"categories":760},[93],{"categories":762},[93],{"categories":764},[163],{"categories":766},[243],{"categories":768},[93],{"categories":770},[149],{"categories":772},[],{"categories":774},[163],{"categories":776},[149],{"categories":778},[166],{"categories":780},[],{"categories":782},[93],{"categories":784},[188],{"categories":786},[93],{"categories":788},[],{"categories":790},[93],{"categories":792},[93],{"categories":794},[93],{"categories":796},[144,278],{"categories":798},[],{"categories":800},[163],{"categories":802},[93],{"categories":804},[93],{"categories":806},[149],{"categories":808},[93],{"categories":810},[93],{"categories":812},[],{"categories":814},[],{"categories":816},[93],{"categories":818},[93],{"categories":820},[243],{"categories":822},[93],{"categories":824},[],{"categories":826},[93],{"categories":828},[321],{"categories":830},[],{"categories":832},[149],{"categories":834},[188],{"categories":836},[93],{"categories":838},[144],{"categories":840},[93],{"categories":842},[163],{"categories":844},[243],{"categories":846},[],{"categories":848},[93],{"categories":850},[188],{"categories":852},[93],{"categories":854},[177],{"categories":856},[93],{"categories":858},[93],{"categories":860},[149],{"categories":862},[188],{"categories":864},[585],{"categories":866},[93],{"categories":868},[278],{"categories":870},[],{"categories":872},[149],{"categories":874},[144],{"categories":876},[163],{"categories":878},[93],{"categories":880},[149],{"categories":882},[],{"categories":884},[93,321],{"categories":886},[93],{"categories":888},[93],{"categories":890},[93],{"categories":892},[93],{"categories":894},[149],{"categories":896},[93,163],{"categories":898},[166],{"categories":900},[93],{"categories":902},[93],{"categories":904},[93],{"categories":906},[163],{"categories":908},[93],{"categories":910},[149],{"categories":912},[149],{"categories":914},[633],{"categories":916},[278],{"categories":918},[93],{"categories":920},[149],{"categories":922},[93],{"categories":924},[93],{"categories":926},[149],{"categories":928},[],{"categories":930},[149],{"categories":932},[93],{"categories":934},[93],{"categories":936},[149],{"categories":938},[93],{"categories":940},[93,144],{"categories":942},[93],{"categories":944},[93],{"categories":946},[144],{"categories":948},[],{"categories":950},[243],{"categories":952},[243],{"categories":954},[93],{"categories":956},[],{"categories":958},[],{"categories":960},[93],{"categories":962},[188],{"categories":964},[],{"categories":966},[139],{"categories":968},[93],{"categories":970},[163],{"categories":972},[149],{"categories":974},[93],{"categories":976},[977],"Generative UI & Design-to-Code",{"categories":979},[93],{"categories":981},[93],{"categories":983},[243],{"categories":985},[93],{"categories":987},[988],"Algorithmic Accountability",{"categories":990},[93],{"categories":992},[149],{"categories":994},[163],{"categories":996},[188],{"categories":998},[243],{"categories":1000},[93],{"categories":1002},[],{"categories":1004},[152],{"categories":1006},[93],{"categories":1008},[93],{"categories":1010},[93],{"categories":1012},[93],{"categories":1014},[93],{"categories":1016},[149],{"categories":1018},[1019],"MLOps & Infrastructure",{"categories":1021},[93],{"categories":1023},[93],{"categories":1025},[93],{"categories":1027},[93],{"categories":1029},[93],{"categories":1031},[93],{"categories":1033},[163],{"categories":1035},[188],{"categories":1037},[93],{"categories":1039},[93],{"categories":1041},[152],{"categories":1043},[139],{"categories":1045},[93],{"categories":1047},[149],{"categories":1049},[321],{"categories":1051},[93],{"categories":1053},[144],{"categories":1055},[93],{"categories":1057},[243],{"categories":1059},[93],{"categories":1061},[152],{"categories":1063},[93],{"categories":1065},[149],{"categories":1067},[],{"categories":1069},[],{"categories":1071},[93],{"categories":1073},[177],{"categories":1075},[243],{"categories":1077},[188],{"categories":1079},[166],{"categories":1081},[],{"categories":1083},[93],{"categories":1085},[93],{"categories":1087},[144],{"categories":1089},[149],{"categories":1091},[93],{"categories":1093},[93],{"categories":1095},[93],{"categories":1097},[93],{"categories":1099},[93],{"categories":1101},[188],{"categories":1103},[177],{"categories":1105},[93],{"categories":1107},[243],{"categories":1109},[93],{"categories":1111},[],{"categories":1113},[149],{"categories":1115},[163],{"categories":1117},[],{"categories":1119},[93],{"categories":1121},[93],{"categories":1123},[149],{"categories":1125},[163],{"categories":1127},[93],{"categories":1129},[166],{"categories":1131},[243],{"categories":1133},[],{"categories":1135},[93],{"categories":1137},[],{"categories":1139},[93],{"categories":1141},[],{"categories":1143},[93],{"categories":1145},[93],{"categories":1147},[152],{"categories":1149},[144],{"categories":1151},[149],{"categories":1153},[149],{"categories":1155},[163],{"categories":1157},[],{"categories":1159},[93],{"categories":1161},[139],{"categories":1163},[93],{"categories":1165},[93],{"categories":1167},[144],{"categories":1169},[188],{"categories":1171},[139],{"categories":1173},[],{"categories":1175},[93],{"categories":1177},[],{"categories":1179},[93],{"categories":1181},[],{"categories":1183},[93],{"categories":1185},[188],{"categories":1187},[188],{"categories":1189},[],{"categories":1191},[516],{"categories":1193},[93],{"categories":1195},[243],{"categories":1197},[163],{"categories":1199},[],{"categories":1201},[454],{"categories":1203},[149],{"categories":1205},[149],{"categories":1207},[144],{"categories":1209},[93],{"categories":1211},[],{"categories":1213},[],{"categories":1215},[139],{"categories":1217},[166],{"categories":1219},[],{"categories":1221},[278],{"categories":1223},[149],{"categories":1225},[144],{"categories":1227},[149],{"categories":1229},[93],{"categories":1231},[144],{"categories":1233},[93],{"categories":1235},[163],{"categories":1237},[],{"categories":1239},[177],{"categories":1241},[152],{"categories":1243},[93],{"categories":1245},[243],{"categories":1247},[163],{"categories":1249},[144],{"categories":1251},[93],{"categories":1253},[163],{"categories":1255},[93],{"categories":1257},[149],{"categories":1259},[144],{"categories":1261},[93],{"categories":1263},[93],{"categories":1265},[93],{"categories":1267},[93],{"categories":1269},[93],{"categories":1271},[93],{"categories":1273},[],{"categories":1275},[],{"categories":1277},[163],{"categories":1279},[166],{"categories":1281},[152],{"categories":1283},[93],{"categories":1285},[149],{"categories":1287},[163],{"categories":1289},[163],{"categories":1291},[93],{"categories":1293},[],{"categories":1295},[93],{"categories":1297},[188],{"categories":1299},[152],{"categories":1301},[152],{"categories":1303},[163],{"categories":1305},[93],{"categories":1307},[660],{"categories":1309},[321],{"categories":1311},[],{"categories":1313},[93],{"categories":1315},[149],{"categories":1317},[93],{"categories":1319},[139],{"categories":1321},[],{"categories":1323},[139],{"categories":1325},[243],{"categories":1327},[],{"categories":1329},[93],{"categories":1331},[93],{"categories":1333},[93],{"categories":1335},[243],{"categories":1337},[278],{"categories":1339},[152],{"categories":1341},[93],{"categories":1343},[163],{"categories":1345},[93],{"categories":1347},[149],{"categories":1349},[],{"categories":1351},[163],{"categories":1353},[93],{"categories":1355},[139],{"categories":1357},[],{"categories":1359},[144],{"categories":1361},[93],{"categories":1363},[93],{"categories":1365},[188],{"categories":1367},[93,321],{"categories":1369},[93],{"categories":1371},[1372],"Design Systems for AI",{"categories":1374},[93],{"categories":1376},[93],{"categories":1378},[188],{"categories":1380},[93],{"categories":1382},[93],{"categories":1384},[93],{"categories":1386},[144],{"categories":1388},[93],{"categories":1390},[93],{"categories":1392},[93],{"categories":1394},[],{"categories":1396},[93],{"categories":1398},[93],{"categories":1400},[144],{"categories":1402},[93],{"categories":1404},[],{"categories":1406},[149],{"categories":1408},[149],{"categories":1410},[163],{"categories":1412},[93],{"categories":1414},[188],{"categories":1416},[163],{"categories":1418},[93],{"categories":1420},[243],{"categories":1422},[188],{"categories":1424},[166],{"categories":1426},[93],{"categories":1428},[93],{"categories":1430},[93],{"categories":1432},[93],{"categories":1434},[149],{"categories":1436},[139],{"categories":1438},[633],{"categories":1440},[93],{"categories":1442},[93],{"categories":1444},[149],{"categories":1446},[93],{"categories":1448},[163],{"categories":1450},[93],{"categories":1452},[163],{"categories":1454},[],{"categories":1456},[243],{"categories":1458},[],{"categories":1460},[93],{"categories":1462},[149],{"categories":1464},[152],{"categories":1466},[],{"categories":1468},[144],{"categories":1470},[93],{"categories":1472},[],{"categories":1474},[243],{"categories":1476},[163],{"categories":1478},[149],{"categories":1480},[163],{"categories":1482},[93],{"categories":1484},[243],{"categories":1486},[93],{"categories":1488},[163],{"categories":1490},[93],{"categories":1492},[93],{"categories":1494},[243],{"categories":1496},[],{"categories":1498},[],{"categories":1500},[188],{"categories":1502},[149],{"categories":1504},[149],{"categories":1506},[93],{"categories":1508},[149],{"categories":1510},[93],{"categories":1512},[93],{"categories":1514},[93],{"categories":1516},[93],{"categories":1518},[93],{"categories":1520},[93],{"categories":1522},[144],{"categories":1524},[152],{"categories":1526},[93],{"categories":1528},[93],{"categories":1530},[],{"categories":1532},[163],{"categories":1534},[163],{"categories":1536},[93],{"categories":1538},[163],{"categories":1540},[144],{"categories":1542},[],{"categories":1544},[93],{"categories":1546},[93],{"categories":1548},[243],{"categories":1550},[93],{"categories":1552},[93],{"categories":1554},[93],{"categories":1556},[149],{"categories":1558},[139],{"categories":1560},[144],{"categories":1562},[93],{"categories":1564},[149],{"categories":1566},[188],{"categories":1568},[149],{"categories":1570},[177],{"categories":1572},[278],{"categories":1574},[93],{"categories":1576},[149],{"categories":1578},[93],{"categories":1580},[93],{"categories":1582},[93],{"categories":1584},[93],{"categories":1586},[],{"categories":1588},[243],{"categories":1590},[],{"categories":1592},[93],{"categories":1594},[93],{"categories":1596},[],{"categories":1598},[93],{"categories":1600},[93],{"categories":1602},[163],{"categories":1604},[144],{"categories":1606},[1607],"Visual & Generative Media",{"categories":1609},[149],{"categories":1611},[],{"categories":1613},[93],{"categories":1615},[93],{"categories":1617},[163],{"categories":1619},[93],{"categories":1621},[321],{"categories":1623},[93],{"categories":1625},[166],{"categories":1627},[633],{"categories":1629},[163],{"categories":1631},[278],{"categories":1633},[93],{"categories":1635},[152],{"categories":1637},[243],{"categories":1639},[93],{"categories":1641},[93],{"categories":1643},[163],{"categories":1645},[149],{"categories":1647},[93],{"categories":1649},[],{"categories":1651},[],{"categories":1653},[149],{"categories":1655},[163],{"categories":1657},[139],{"categories":1659},[149],{"categories":1661},[585],{"categories":1663},[93],{"categories":1665},[152],{"categories":1667},[93],{"categories":1669},[144],{"categories":1671},[],{"categories":1673},[93],{"categories":1675},[152],{"categories":1677},[93],{"categories":1679},[93],{"categories":1681},[93],{"categories":1683},[152],{"categories":1685},[93],{"categories":1687},[93],{"categories":1689},[278],{"categories":1691},[93],{"categories":1693},[516],{"categories":1695},[163],{"categories":1697},[149],{"categories":1699},[93],{"categories":1701},[149],{"categories":1703},[93],{"categories":1705},[93],{"categories":1707},[149],{"categories":1709},[93],{"categories":1711},[93],{"categories":1713},[93],{"categories":1715},[149],{"categories":1717},[93],{"categories":1719},[243],{"categories":1721},[149],{"categories":1723},[],{"categories":1725},[149],{"categories":1727},[93],{"categories":1729},[],{"categories":1731},[321],{"categories":1733},[163],{"categories":1735},[],{"categories":1737},[585],{"categories":1739},[93],{"categories":1741},[149],{"categories":1743},[149],{"categories":1745},[93],{"categories":1747},[243,93],{"categories":1749},[93],{"categories":1751},[139],{"categories":1753},[93],{"categories":1755},[149],{"categories":1757},[243],{"categories":1759},[],{"categories":1761},[93],{"categories":1763},[139],{"categories":1765},[93],{"categories":1767},[1768],"Medical Imaging & Radiology",{"categories":1770},[93],{"categories":1772},[93],{"categories":1774},[93],{"categories":1776},[243],{"categories":1778},[149],{"categories":1780},[149],{"categories":1782},[163],{"categories":1784},[],{"categories":1786},[93],{"categories":1788},[93],{"categories":1790},[93],{"categories":1792},[],{"categories":1794},[],{"categories":1796},[93],{"categories":1798},[93],{"categories":1800},[516],{"categories":1802},[93],{"categories":1804},[93],{"categories":1806},[139],{"categories":1808},[93],{"categories":1810},[93],{"categories":1812},[],{"categories":1814},[149],{"categories":1816},[93],{"categories":1818},[152],{"categories":1820},[163],{"categories":1822},[93],{"categories":1824},[93],{"categories":1826},[149],{"categories":1828},[516],{"categories":1830},[93],{"categories":1832},[149],{"categories":1834},[93],{"categories":1836},[93],{"categories":1838},[93],{"categories":1840},[93],{"categories":1842},[243],{"categories":1844},[149],{"categories":1846},[321],{"categories":1848},[243],{"categories":1850},[144],{"categories":1852},[149],{"categories":1854},[188],{"categories":1856},[93],{"categories":1858},[93],{"categories":1860},[152],{"categories":1862},[93],{"categories":1864},[93],{"categories":1866},[93],{"categories":1868},[93],{"categories":1870},[93],{"categories":1872},[149],{"categories":1874},[93],{"categories":1876},[163],{"categories":1878},[93],{"categories":1880},[163],{"categories":1882},[93],{"categories":1884},[152],{"categories":1886},[],{"categories":1888},[188],{"categories":1890},[],{"categories":1892},[152],{"categories":1894},[149],{"categories":1896},[93],{"categories":1898},[93],{"categories":1900},[149],{"categories":1902},[93],{"categories":1904},[1372],{"categories":1906},[93],{"categories":1908},[1372],{"categories":1910},[243],{"categories":1912},[93],{"categories":1914},[93],{"categories":1916},[93],{"categories":1918},[149],{"categories":1920},[163],{"categories":1922},[243],{"categories":1924},[149],{"categories":1926},[188],{"categories":1928},[],{"categories":1930},[93],{"categories":1932},[93],{"categories":1934},[],{"categories":1936},[93],{"categories":1938},[93],{"categories":1940},[149],{"categories":1942},[93],{"categories":1944},[93],{"categories":1946},[93],{"categories":1948},[149],{"categories":1950},[1951],"Contract Review & E-Discovery",{"categories":1953},[93],{"categories":1955},[243],{"categories":1957},[93],{"categories":1959},[139],{"categories":1961},[93],{"categories":1963},[188],{"categories":1965},[93],{"categories":1967},[93],{"categories":1969},[278],{"categories":1971},[163],{"categories":1973},[149],{"categories":1975},[93],{"categories":1977},[93],{"categories":1979},[93],{"categories":1981},[149],{"categories":1983},[149],{"categories":1985},[988],{"categories":1987},[93],{"categories":1989},[93],{"categories":1991},[149],{"categories":1993},[149],{"categories":1995},[93],{"categories":1997},[93],{"categories":1999},[93],{"categories":2001},[149],{"categories":2003},[93],{"categories":2005},[93],{"categories":2007},[163],{"categories":2009},[93],{"categories":2011},[516],{"categories":2013},[487],{"categories":2015},[93],{"categories":2017},[149],{"categories":2019},[93],{"categories":2021},[2022],"Law-Firm Practice & Adoption",{"categories":2024},[93],{"categories":2026},[149],{"categories":2028},[243],{"categories":2030},[93],{"categories":2032},[93],{"categories":2034},[93],{"categories":2036},[],{"categories":2038},[163],{"categories":2040},[],{"categories":2042},[163],{"categories":2044},[93],{"categories":2046},[],{"categories":2048},[163],{"categories":2050},[149],{"categories":2052},[139],{"categories":2054},[321],{"categories":2056},[93],{"categories":2058},[],{"categories":2060},[93],{"categories":2062},[139],{"categories":2064},[149],{"categories":2066},[144],{"categories":2068},[93],{"categories":2070},[278],{"categories":2072},[93],{"categories":2074},[],{"categories":2076},[144],{"categories":2078},[149],{"categories":2080},[144],{"categories":2082},[],{"categories":2084},[93],{"categories":2086},[152],{"categories":2088},[93],{"categories":2090},[163],{"categories":2092},[],{"categories":2094},[],{"categories":2096},[93],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[93],{"categories":2104},[152],{"categories":2106},[149],{"categories":2108},[321],{"categories":2110},[93],{"categories":2112},[139],{"categories":2114},[163],{"categories":2116},[93],{"categories":2118},[93],{"categories":2120},[163],{"categories":2122},[152],{"categories":2124},[93],{"categories":2126},[93],{"categories":2128},[93],{"categories":2130},[1019],{"categories":2132},[93],{"categories":2134},[163],{"categories":2136},[93],{"categories":2138},[278],{"categories":2140},[163],{"categories":2142},[144],{"categories":2144},[93],{"categories":2146},[93],{"categories":2148},[93],{"categories":2150},[243],{"categories":2152},[93],{"categories":2154},[93],{"categories":2156},[93],{"categories":2158},[93],{"categories":2160},[144],{"categories":2162},[149],{"categories":2164},[93,139],{"categories":2166},[93],{"categories":2168},[516],{"categories":2170},[93],{"categories":2172},[93],{"categories":2174},[93],{"categories":2176},[163],{"categories":2178},[93],{"categories":2180},[163],{"categories":2182},[243],{"categories":2184},[149],{"categories":2186},[149],{"categories":2188},[163],{"categories":2190},[93],{"categories":2192},[149],{"categories":2194},[93],{"categories":2196},[93],{"categories":2198},[],{"categories":2200},[],{"categories":2202},[93],{"categories":2204},[166],{"categories":2206},[93],{"categories":2208},[93],{"categories":2210},[243],{"categories":2212},[149],{"categories":2214},[],{"categories":2216},[93],{"categories":2218},[93],{"categories":2220},[144],{"categories":2222},[163],{"categories":2224},[166],{"categories":2226},[188],{"categories":2228},[152],{"categories":2230},[243],{"categories":2232},[93],{"categories":2234},[149],{"categories":2236},[93],{"categories":2238},[163],{"categories":2240},[],{"categories":2242},[149],{"categories":2244},[149],{"categories":2246},[149],{"categories":2248},[93],{"categories":2250},[93],{"categories":2252},[93],{"categories":2254},[93],{"categories":2256},[93],{"categories":2258},[93],{"categories":2260},[],{"categories":2262},[149],{"categories":2264},[93],{"categories":2266},[93],{"categories":2268},[93],{"categories":2270},[],{"categories":2272},[149],{"categories":2274},[149],{"categories":2276},[93],{"categories":2278},[93],{"categories":2280},[144],{"categories":2282},[93],{"categories":2284},[93],{"categories":2286},[],{"categories":2288},[139],{"categories":2290},[93],{"categories":2292},[93],{"categories":2294},[93],{"categories":2296},[243],{"categories":2298},[93],{"categories":2300},[163],{"categories":2302},[93],{"categories":2304},[139],{"categories":2306},[93],{"categories":2308},[163],{"categories":2310},[278],{"categories":2312},[163],{"categories":2314},[149],{"categories":2316},[93],{"categories":2318},[149],{"categories":2320},[93],{"categories":2322},[93],{"categories":2324},[93],{"categories":2326},[93,243],{"categories":2328},[93],{"categories":2330},[149],{"categories":2332},[188],{"categories":2334},[93],{"categories":2336},[188],{"categories":2338},[149],{"categories":2340},[243],{"categories":2342},[93],{"categories":2344},[],{"categories":2346},[163],{"categories":2348},[321],{"categories":2350},[243],{"categories":2352},[163],{"categories":2354},[93],{"categories":2356},[152],{"categories":2358},[93],{"categories":2360},[93],{"categories":2362},[149],{"categories":2364},[],{"categories":2366},[],{"categories":2368},[93],{"categories":2370},[],{"categories":2372},[],{"categories":2374},[152],{"categories":2376},[163],{"categories":2378},[93],{"categories":2380},[93],{"categories":2382},[149],{"categories":2384},[93],{"categories":2386},[149],{"categories":2388},[144],{"categories":2390},[149],{"categories":2392},[321],{"categories":2394},[93],{"categories":2396},[93],{"categories":2398},[93],{"categories":2400},[177],{"categories":2402},[93],{"categories":2404},[93],{"categories":2406},[93],{"categories":2408},[93],{"categories":2410},[163],{"categories":2412},[149],{"categories":2414},[93],{"categories":2416},[93],{"categories":2418},[93],{"categories":2420},[93],{"categories":2422},[163],{"categories":2424},[454],{"categories":2426},[149],{"categories":2428},[988],{"categories":2430},[],{"categories":2432},[149],{"categories":2434},[243],{"categories":2436},[2022],{"categories":2438},[163],{"categories":2440},[],{"categories":2442},[149],{"categories":2444},[],{"categories":2446},[93],{"categories":2448},[149],{"categories":2450},[],{"categories":2452},[],{"categories":2454},[93],{"categories":2456},[93],{"categories":2458},[278],{"categories":2460},[93],{"categories":2462},[278],{"categories":2464},[93],{"categories":2466},[149],{"categories":2468},[93],{"categories":2470},[93],{"categories":2472},[166],{"categories":2474},[93],{"categories":2476},[163],{"categories":2478},[152],{"categories":2480},[],{"categories":2482},[93],{"categories":2484},[93],{"categories":2486},[93],{"categories":2488},[163],{"categories":2490},[93],{"categories":2492},[1951],{"categories":2494},[149],{"categories":2496},[93],{"categories":2498},[243],{"categories":2500},[243],{"categories":2502},[93],{"categories":2504},[93],{"categories":2506},[149],{"categories":2508},[139],{"categories":2510},[93],{"categories":2512},[93],{"categories":2514},[93],{"categories":2516},[93],{"categories":2518},[243],{"categories":2520},[243],{"categories":2522},[149],{"categories":2524},[149],{"categories":2526},[149],{"categories":2528},[93],{"categories":2530},[93],{"categories":2532},[93],{"categories":2534},[149],{"categories":2536},[],{"categories":2538},[93],{"categories":2540},[],{"categories":2542},[243],{"categories":2544},[2545],"Interaction & Product Design",{"categories":2547},[93],{"categories":2549},[149],{"categories":2551},[163],{"categories":2553},[358],{"categories":2555},[188],{"categories":2557},[163],{"categories":2559},[93],{"categories":2561},[152],{"categories":2563},[93],{"categories":2565},[93],{"categories":2567},[163],{"categories":2569},[93],{"categories":2571},[139],{"categories":2573},[149],{"categories":2575},[93],{"categories":2577},[],{"categories":2579},[149],{"categories":2581},[149],{"categories":2583},[149],{"categories":2585},[],{"categories":2587},[163],{"categories":2589},[93],{"categories":2591},[149],{"categories":2593},[139],{"categories":2595},[2545],{"categories":2597},[93],{"categories":2599},[139],{"categories":2601},[93],{"categories":2603},[139],{"categories":2605},[93],{"categories":2607},[],{"categories":2609},[93],{"categories":2611},[149],{"categories":2613},[163],{"categories":2615},[],{"categories":2617},[149],{"categories":2619},[152],{"categories":2621},[188],{"categories":2623},[93],{"categories":2625},[149],{"categories":2627},[93],{"categories":2629},[149],{"categories":2631},[149],{"categories":2633},[93],{"categories":2635},[93],{"categories":2637},[188],{"categories":2639},[166],{"categories":2641},[93],{"categories":2643},[152],{"categories":2645},[163],{"categories":2647},[2648],"Coding Agents & Dev Productivity",{"categories":2650},[188],{"categories":2652},[243],{"categories":2654},[93],{"categories":2656},[93],{"categories":2658},[],{"categories":2660},[93],{"categories":2662},[93],{"categories":2664},[988],{"categories":2666},[],{"categories":2668},[93],{"categories":2670},[93],{"categories":2672},[321],{"categories":2674},[93],{"categories":2676},[188],{"categories":2678},[],{"categories":2680},[],{"categories":2682},[93],{"categories":2684},[],{"categories":2686},[149],{"categories":2688},[93],{"categories":2690},[149],{"categories":2692},[],{"categories":2694},[163],{"categories":2696},[163],{"categories":2698},[93],{"categories":2700},[166],{"categories":2702},[],{"categories":2704},[93],{"categories":2706},[93],{"categories":2708},[93],{"categories":2710},[166],{"categories":2712},[163],{"categories":2714},[149],{"categories":2716},[],{"categories":2718},[],{"categories":2720},[93],{"categories":2722},[93],{"categories":2724},[93],{"categories":2726},[93],{"categories":2728},[149],{"categories":2730},[149],{"categories":2732},[431],{"categories":2734},[163],{"categories":2736},[152],{"categories":2738},[93],{"categories":2740},[163],{"categories":2742},[149],{"categories":2744},[188],{"categories":2746},[188],{"categories":2748},[149],{"categories":2750},[149],{"categories":2752},[93],{"categories":2754},[139],{"categories":2756},[2545],{"categories":2758},[152],{"categories":2760},[93,321],{"categories":2762},[166],{"categories":2764},[],{"categories":2766},[243],{"categories":2768},[149],{"categories":2770},[163],{"categories":2772},[139],{"categories":2774},[93],{"categories":2776},[149],{"categories":2778},[2779],"The Designer's Role & Craft",{"categories":2781},[243],{"categories":2783},[],{"categories":2785},[149],{"categories":2787},[93],{"categories":2789},[149],{"categories":2791},[149],{"categories":2793},[93],{"categories":2795},[278],{"categories":2797},[93],{"categories":2799},[163],{"categories":2801},[149],{"categories":2803},[93],{"categories":2805},[243],{"categories":2807},[93],{"categories":2809},[],{"categories":2811},[149],{"categories":2813},[243],{"categories":2815},[152],{"categories":2817},[93],{"categories":2819},[149],{"categories":2821},[93],{"categories":2823},[93],{"categories":2825},[93],{"categories":2827},[2828],"AI UX Patterns",{"categories":2830},[149],{"categories":2832},[149],{"categories":2834},[149],{"categories":2836},[93],{"categories":2838},[93],{"categories":2840},[149],{"categories":2842},[278],{"categories":2844},[166],{"categories":2846},[93],{"categories":2848},[149],{"categories":2850},[93],{"categories":2852},[93],{"categories":2854},[1372],{"categories":2856},[],{"categories":2858},[278],{"categories":2860},[149],{"categories":2862},[188],{"categories":2864},[163],{"categories":2866},[93],{"categories":2868},[149],{"categories":2870},[],{"categories":2872},[],{"categories":2874},[93],{"categories":2876},[93],{"categories":2878},[149],{"categories":2880},[93],{"categories":2882},[149],{"categories":2884},[431],{"categories":2886},[243],{"categories":2888},[93],{"categories":2890},[188],{"categories":2892},[163],{"categories":2894},[93],{"categories":2896},[149],{"categories":2898},[149],{"categories":2900},[],{"categories":2902},[93],{"categories":2904},[],{"categories":2906},[93],{"categories":2908},[93],{"categories":2910},[],{"categories":2912},[93],{"categories":2914},[93],{"categories":2916},[93],{"categories":2918},[149],{"categories":2920},[93],{"categories":2922},[163],{"categories":2924},[],{"categories":2926},[],{"categories":2928},[166],{"categories":2930},[177],{"categories":2932},[93],{"categories":2934},[93],{"categories":2936},[93],{"categories":2938},[166],{"categories":2940},[166],{"categories":2942},[93],{"categories":2944},[93],{"categories":2946},[188],{"categories":2948},[93],{"categories":2950},[93],{"categories":2952},[93],{"categories":2954},[149],{"categories":2956},[93],{"categories":2958},[93],{"categories":2960},[149],{"categories":2962},[93],{"categories":2964},[93],{"categories":2966},[93],{"categories":2968},[149],{"categories":2970},[],{"categories":2972},[163],{"categories":2974},[93],{"categories":2976},[],{"categories":2978},[93],{"categories":2980},[93],{"categories":2982},[321],{"categories":2984},[93],{"categories":2986},[],{"categories":2988},[],{"categories":2990},[243],{"categories":2992},[1019],{"categories":2994},[149],{"categories":2996},[139],{"categories":2998},[2779],{"categories":3000},[],{"categories":3002},[],{"categories":3004},[93],{"categories":3006},[],{"categories":3008},[],{"categories":3010},[163],{"categories":3012},[188],{"categories":3014},[278],{"categories":3016},[166],{"categories":3018},[149],{"categories":3020},[144],{"categories":3022},[93],{"categories":3024},[93],{"categories":3026},[93],{"categories":3028},[144],{"categories":3030},[],{"categories":3032},[243],{"categories":3034},[152],{"categories":3036},[93],{"categories":3038},[93],{"categories":3040},[149],{"categories":3042},[144],{"categories":3044},[93],{"categories":3046},[93],{"categories":3048},[139],{"categories":3050},[93],{"categories":3052},[144],{"categories":3054},[93],{"categories":3056},[],{"categories":3058},[139],{"categories":3060},[93],{"categories":3062},[278],{"categories":3064},[93],{"categories":3066},[163],{"categories":3068},[149],{"categories":3070},[188],{"categories":3072},[93],{"categories":3074},[163],{"categories":3076},[93],{"categories":3078},[93],{"categories":3080},[93],{"categories":3082},[93],{"categories":3084},[144],{"categories":3086},[93],{"categories":3088},[93],{"categories":3090},[93],{"categories":3092},[149],{"categories":3094},[93],{"categories":3096},[93],{"categories":3098},[93],{"categories":3100},[],{"categories":3102},[93],{"categories":3104},[163],{"categories":3106},[139],{"categories":3108},[93],{"categories":3110},[93],{"categories":3112},[243],{"categories":3114},[93],{"categories":3116},[],{"categories":3118},[93],{"categories":3120},[516],{"categories":3122},[149],{"categories":3124},[144],{"categories":3126},[93],{"categories":3128},[188],{"categories":3130},[93],{"categories":3132},[93],{"categories":3134},[],{"categories":3136},[144],{"categories":3138},[144],{"categories":3140},[93],{"categories":3142},[93],{"categories":3144},[152],{"categories":3146},[93],{"categories":3148},[93],{"categories":3150},[93],{"categories":3152},[93],{"categories":3154},[163],{"categories":3156},[166],{"categories":3158},[163],{"categories":3160},[93],{"categories":3162},[],{"categories":3164},[93],{"categories":3166},[163],{"categories":3168},[93],{"categories":3170},[163],{"categories":3172},[149],{"categories":3174},[633],{"categories":3176},[],{"categories":3178},[],{"categories":3180},[93],{"categories":3182},[188],{"categories":3184},[],{"categories":3186},[321],{"categories":3188},[93],{"categories":3190},[93],{"categories":3192},[93],{"categories":3194},[243],{"categories":3196},[977],{"categories":3198},[],{"categories":3200},[93],{"categories":3202},[93],{"categories":3204},[93],{"categories":3206},[163],{"categories":3208},[93],{"categories":3210},[93],{"categories":3212},[93],{"categories":3214},[93],{"categories":3216},[93,321],{"categories":3218},[93],{"categories":3220},[93],{"categories":3222},[243],{"categories":3224},[149],{"categories":3226},[],{"categories":3228},[149],{"categories":3230},[149],{"categories":3232},[93],{"categories":3234},[93],{"categories":3236},[93],{"categories":3238},[93],{"categories":3240},[93],{"categories":3242},[166],{"categories":3244},[93],{"categories":3246},[93],{"categories":3248},[2828],{"categories":3250},[139],{"categories":3252},[93],{"categories":3254},[166],{"categories":3256},[139],{"categories":3258},[163],{"categories":3260},[243],{"categories":3262},[149],{"categories":3264},[93],{"categories":3266},[93],{"categories":3268},[],{"categories":3270},[144],{"categories":3272},[93],{"categories":3274},[93],{"categories":3276},[188],{"categories":3278},[93],{"categories":3280},[93],{"categories":3282},[93],{"categories":3284},[149],{"categories":3286},[93],{"categories":3288},[93],{"categories":3290},[243],{"categories":3292},[93],{"categories":3294},[144],{"categories":3296},[],{"categories":3298},[321],{"categories":3300},[152],{"categories":3302},[93],{"categories":3304},[431],{"categories":3306},[243],{"categories":3308},[243],{"categories":3310},[163],{"categories":3312},[149],{"categories":3314},[93],{"categories":3316},[144],{"categories":3318},[188],{"categories":3320},[93],{"categories":3322},[93],{"categories":3324},[93],{"categories":3326},[243],{"categories":3328},[149],{"categories":3330},[93],{"categories":3332},[149],{"categories":3334},[93],{"categories":3336},[149],{"categories":3338},[93],{"categories":3340},[585],{"categories":3342},[93],{"categories":3344},[149],{"categories":3346},[],{"categories":3348},[93],{"categories":3350},[93],{"categories":3352},[93],{"categories":3354},[93],{"categories":3356},[149],{"categories":3358},[],{"categories":3360},[],{"categories":3362},[93],{"categories":3364},[93],{"categories":3366},[149],{"categories":3368},[93],{"categories":3370},[93],{"categories":3372},[93],{"categories":3374},[163],{"categories":3376},[93],{"categories":3378},[93],{"categories":3380},[149],{"categories":3382},[93],{"categories":3384},[93],{"categories":3386},[93],{"categories":3388},[93],{"categories":3390},[93],{"categories":3392},[],{"categories":3394},[163],{"categories":3396},[166],{"categories":3398},[93],{"categories":3400},[149],{"categories":3402},[149],{"categories":3404},[93],{"categories":3406},[93],{"categories":3408},[],{"categories":3410},[],{"categories":3412},[93],{"categories":3414},[93],{"categories":3416},[93],{"categories":3418},[93],{"categories":3420},[188],{"categories":3422},[166],{"categories":3424},[],{"categories":3426},[93],{"categories":3428},[243],{"categories":3430},[93],{"categories":3432},[93],{"categories":3434},[321],{"categories":3436},[2022],{"categories":3438},[93],{"categories":3440},[188],{"categories":3442},[163],{"categories":3444},[93],{"categories":3446},[163],{"categories":3448},[163],{"categories":3450},[93],{"categories":3452},[93],{"categories":3454},[163],{"categories":3456},[188],{"categories":3458},[188],{"categories":3460},[321],{"categories":3462},[149],{"categories":3464},[],{"categories":3466},[188],{"categories":3468},[144],{"categories":3470},[93],{"categories":3472},[149],{"categories":3474},[139],{"categories":3476},[163],{"categories":3478},[93],{"categories":3480},[144],{"categories":3482},[188],{"categories":3484},[],{"categories":3486},[93],{"categories":3488},[163],{"categories":3490},[93],{"categories":3492},[163],{"categories":3494},[166],{"categories":3496},[93],{"categories":3498},[188],{"categories":3500},[93],{"categories":3502},[163],{"categories":3504},[93],{"categories":3506},[149],{"categories":3508},[149],{"categories":3510},[188],{"categories":3512},[149],{"categories":3514},[321],{"categories":3516},[149],{"categories":3518},[93],{"categories":3520},[93],{"categories":3522},[93],{"categories":3524},[93],{"categories":3526},[93],{"categories":3528},[93],{"categories":3530},[163],{"categories":3532},[93],{"categories":3534},[],{"categories":3536},[149],{"categories":3538},[144],{"categories":3540},[163],{"categories":3542},[],{"categories":3544},[],{"categories":3546},[93],{"categories":3548},[149],{"categories":3550},[93],{"categories":3552},[93],{"categories":3554},[93],{"categories":3556},[3557],"Frameworks & Tooling",{"categories":3559},[93],{"categories":3561},[93],{"categories":3563},[163],{"categories":3565},[93],{"categories":3567},[93],{"categories":3569},[],{"categories":3571},[166],{"categories":3573},[166],{"categories":3575},[93],{"categories":3577},[139],{"categories":3579},[93],{"categories":3581},[149],{"categories":3583},[93],{"categories":3585},[243],{"categories":3587},[],{"categories":3589},[2022],{"categories":3591},[93],{"categories":3593},[163],{"categories":3595},[93],{"categories":3597},[321],{"categories":3599},[321],{"categories":3601},[],{"categories":3603},[93],{"categories":3605},[149],{"categories":3607},[149],{"categories":3609},[93],{"categories":3611},[93],{"categories":3613},[188],{"categories":3615},[149],{"categories":3617},[188],{"categories":3619},[93],{"categories":3621},[149],{"categories":3623},[],{"categories":3625},[243],{"categories":3627},[93],{"categories":3629},[93],{"categories":3631},[],{"categories":3633},[93],{"categories":3635},[93],{"categories":3637},[149],{"categories":3639},[93],{"categories":3641},[93],{"categories":3643},[93],{"categories":3645},[],{"categories":3647},[144],{"categories":3649},[163],{"categories":3651},[93],{"categories":3653},[163],{"categories":3655},[321],{"categories":3657},[93],{"categories":3659},[93],{"categories":3661},[93],{"categories":3663},[163],{"categories":3665},[93],{"categories":3667},[144],{"categories":3669},[93],{"categories":3671},[2022],{"categories":3673},[],{"categories":3675},[149],{"categories":3677},[139],{"categories":3679},[93],{"categories":3681},[139],{"categories":3683},[93],{"categories":3685},[],{"categories":3687},[149],{"categories":3689},[93],{"categories":3691},[93],{"categories":3693},[3694],"AI Design Tooling",{"categories":3696},[243],{"categories":3698},[93],{"categories":3700},[93],{"categories":3702},[163],{"categories":3704},[243],{"categories":3706},[93],{"categories":3708},[93],{"categories":3710},[163],{"categories":3712},[149],{"categories":3714},[188],{"categories":3716},[152],{"categories":3718},[163],{"categories":3720},[93],{"categories":3722},[93],{"categories":3724},[93],{"categories":3726},[149],{"categories":3728},[93],{"categories":3730},[],{"categories":3732},[149],{"categories":3734},[93],{"categories":3736},[93],{"categories":3738},[149],{"categories":3740},[93],{"categories":3742},[93],{"categories":3744},[93],{"categories":3746},[149],{"categories":3748},[],{"categories":3750},[149],{"categories":3752},[3557],{"categories":3754},[93],{"categories":3756},[93],{"categories":3758},[149],{"categories":3760},[149],{"categories":3762},[163],{"categories":3764},[163],{"categories":3766},[93],{"categories":3768},[93],{"categories":3770},[],{"categories":3772},[163],{"categories":3774},[93],{"categories":3776},[93],{"categories":3778},[149],{"categories":3780},[144],{"categories":3782},[93],{"categories":3784},[],{"categories":3786},[93],{"categories":3788},[93],{"categories":3790},[2545],{"categories":3792},[],{"categories":3794},[93],{"categories":3796},[93],{"categories":3798},[93],{"categories":3800},[93],{"categories":3802},[243],{"categories":3804},[93],{"categories":3806},[],{"categories":3808},[93],{"categories":3810},[93],{"categories":3812},[93],{"categories":3814},[93],{"categories":3816},[278],{"categories":3818},[188],{"categories":3820},[93],{"categories":3822},[93],{"categories":3824},[2022],{"categories":3826},[93],{"categories":3828},[139],{"categories":3830},[93],{"categories":3832},[93],{"categories":3834},[166],{"categories":3836},[149],{"categories":3838},[93],{"categories":3840},[93],{"categories":3842},[188],{"categories":3844},[149],{"categories":3846},[152],{"categories":3848},[],{"categories":3850},[93],{"categories":3852},[93],{"categories":3854},[243],{"categories":3856},[93],{"categories":3858},[278],{"categories":3860},[149],{"categories":3862},[93],{"categories":3864},[149],{"categories":3866},[93],{"categories":3868},[],{"categories":3870},[],{"categories":3872},[],{"categories":3874},[139],{"categories":3876},[188],{"categories":3878},[149],{"categories":3880},[93],{"categories":3882},[93],{"categories":3884},[93],{"categories":3886},[93],{"categories":3888},[93],{"categories":3890},[454],{"categories":3892},[93],{"categories":3894},[243],{"categories":3896},[149],{"categories":3898},[93],{"categories":3900},[],{"categories":3902},[93],{"categories":3904},[149],{"categories":3906},[149],{"categories":3908},[],{"categories":3910},[93],{"categories":3912},[149],{"categories":3914},[93],{"categories":3916},[],{"categories":3918},[152],{"categories":3920},[93],{"categories":3922},[93],{"categories":3924},[93],{"categories":3926},[188],{"categories":3928},[243],{"categories":3930},[149],{"categories":3932},[243],{"categories":3934},[149],{"categories":3936},[93],{"categories":3938},[144],{"categories":3940},[],{"categories":3942},[],{"categories":3944},[93],{"categories":3946},[93],{"categories":3948},[93],{"categories":3950},[139],{"categories":3952},[93],{"categories":3954},[149],{"categories":3956},[188],{"categories":3958},[],{"categories":3960},[243],{"categories":3962},[149],{"categories":3964},[],{"categories":3966},[163],{"categories":3968},[93],{"categories":3970},[163],{"categories":3972},[243],{"categories":3974},[163],{"categories":3976},[93],{"categories":3978},[],{"categories":3980},[93],{"categories":3982},[93],{"categories":3984},[149],{"categories":3986},[],{"categories":3988},[93],{"categories":3990},[93],{"categories":3992},[278],{"categories":3994},[93],{"categories":3996},[93],{"categories":3998},[93],{"categories":4000},[321],{"categories":4002},[163],{"categories":4004},[93],{"categories":4006},[149],{"categories":4008},[],{"categories":4010},[93],{"categories":4012},[149],{"categories":4014},[93],{"categories":4016},[139],{"categories":4018},[585],{"categories":4020},[93],{"categories":4022},[93],{"categories":4024},[93],{"categories":4026},[149],{"categories":4028},[93],{"categories":4030},[149],{"categories":4032},[93],{"categories":4034},[93],{"categories":4036},[93],{"categories":4038},[149],{"categories":4040},[152],{"categories":4042},[93],{"categories":4044},[93],{"categories":4046},[],{"categories":4048},[93],{"categories":4050},[93],{"categories":4052},[139],{"categories":4054},[93],{"categories":4056},[144],{"categories":4058},[163],{"categories":4060},[243],{"categories":4062},[],{"categories":4064},[93],{"categories":4066},[],{"categories":4068},[149],{"categories":4070},[93],{"categories":4072},[149],{"categories":4074},[],{"categories":4076},[149],{"categories":4078},[93],{"categories":4080},[163],{"categories":4082},[243],{"categories":4084},[188],{"categories":4086},[93],{"categories":4088},[188],{"categories":4090},[149],{"categories":4092},[93],{"categories":4094},[243],{"categories":4096},[93],{"categories":4098},[],{"categories":4100},[93],{"categories":4102},[177],{"categories":4104},[149],{"categories":4106},[93],{"categories":4108},[243],{"categories":4110},[188],{"categories":4112},[93],{"categories":4114},[144],{"categories":4116},[163],{"categories":4118},[93],{"categories":4120},[93],{"categories":4122},[93],{"categories":4124},[93],{"categories":4126},[152],{"categories":4128},[93],{"categories":4130},[188],{"categories":4132},[163],{"categories":4134},[278],{"categories":4136},[],{"categories":4138},[],{"categories":4140},[166],{"categories":4142},[516],{"categories":4144},[93],{"categories":4146},[149],{"categories":4148},[93,163],{"categories":4150},[188],{"categories":4152},[93],{"categories":4154},[93],{"categories":4156},[93],{"categories":4158},[93],{"categories":4160},[93],{"categories":4162},[93],{"categories":4164},[93],{"categories":4166},[144],{"categories":4168},[149],{"categories":4170},[93],{"categories":4172},[93],{"categories":4174},[149],{"categories":4176},[93],{"categories":4178},[93],{"categories":4180},[93],{"categories":4182},[],{"categories":4184},[93],{"categories":4186},[1372],{"categories":4188},[163],{"categories":4190},[243],{"categories":4192},[93],{"categories":4194},[93],{"categories":4196},[93],{"categories":4198},[93],{"categories":4200},[166],{"categories":4202},[149],{"categories":4204},[278],{"categories":4206},[321],{"categories":4208},[],{"categories":4210},[163],{"categories":4212},[93],{"categories":4214},[144],{"categories":4216},[149],{"categories":4218},[93],{"categories":4220},[139],{"categories":4222},[149],{"categories":4224},[93],{"categories":4226},[149],{"categories":4228},[149],{"categories":4230},[152],{"categories":4232},[163],{"categories":4234},[93],{"categories":4236},[93],{"categories":4238},[],{"categories":4240},[],{"categories":4242},[],{"categories":4244},[321],{"categories":4246},[93],{"categories":4248},[188],{"categories":4250},[93],{"categories":4252},[93],{"categories":4254},[93],{"categories":4256},[93],{"categories":4258},[163],{"categories":4260},[93],{"categories":4262},[],{"categories":4264},[93],{"categories":4266},[166],{"categories":4268},[144],{"categories":4270},[149],{"categories":4272},[93],{"categories":4274},[],{"categories":4276},[93],{"categories":4278},[149],{"categories":4280},[163],{"categories":4282},[93],{"categories":4284},[93],{"categories":4286},[93],{"categories":4288},[321],{"categories":4290},[],{"categories":4292},[243],{"categories":4294},[243],{"categories":4296},[93],{"categories":4298},[149],{"categories":4300},[],{"categories":4302},[163],{"categories":4304},[93],{"categories":4306},[243],{"categories":4308},[93],{"categories":4310},[144],{"categories":4312},[149],{"categories":4314},[93],{"categories":4316},[],{"categories":4318},[188],{"categories":4320},[93],{"categories":4322},[93],{"categories":4324},[93],{"categories":4326},[93],{"categories":4328},[93],{"categories":4330},[243],{"categories":4332},[149],{"categories":4334},[188],{"categories":4336},[],{"categories":4338},[149],{"categories":4340},[93],{"categories":4342},[144],{"categories":4344},[149],{"categories":4346},[243],{"categories":4348},[93],{"categories":4350},[93],{"categories":4352},[93],{"categories":4354},[516],{"categories":4356},[93],{"categories":4358},[149],{"categories":4360},[],{"categories":4362},[93],{"categories":4364},[93],{"categories":4366},[321],{"categories":4368},[188],{"categories":4370},[166],{"categories":4372},[633],{"categories":4374},[166],{"categories":4376},[166],{"categories":4378},[93],{"categories":4380},[],{"categories":4382},[],{"categories":4384},[],{"categories":4386},[149],{"categories":4388},[93],{"categories":4390},[93],{"categories":4392},[149],{"categories":4394},[149],{"categories":4396},[163],{"categories":4398},[93],{"categories":4400},[487],{"categories":4402},[163],{"categories":4404},[93],{"categories":4406},[149],{"categories":4408},[93],{"categories":4410},[93],{"categories":4412},[93],{"categories":4414},[144],{"categories":4416},[93],{"categories":4418},[93],{"categories":4420},[93],{"categories":4422},[93],{"categories":4424},[149],{"categories":4426},[152],{"categories":4428},[93],{"categories":4430},[],{"categories":4432},[],{"categories":4434},[93],{"categories":4436},[],{"categories":4438},[93],{"categories":4440},[149],{"categories":4442},[243],{"categories":4444},[93],{"categories":4446},[93],{"categories":4448},[149],{"categories":4450},[],{"categories":4452},[149],{"categories":4454},[149],{"categories":4456},[93],{"categories":4458},[93],{"categories":4460},[93],{"categories":4462},[152],{"categories":4464},[93],{"categories":4466},[243],{"categories":4468},[93],{"categories":4470},[149],{"categories":4472},[144],{"categories":4474},[93],{"categories":4476},[93],{"categories":4478},[149],{"categories":4480},[93],{"categories":4482},[278],{"categories":4484},[149],{"categories":4486},[93],{"categories":4488},[93],{"categories":4490},[93],{"categories":4492},[977],{"categories":4494},[93],{"categories":4496},[149],{"categories":4498},[93],{"categories":4500},[163],{"categories":4502},[93],{"categories":4504},[585],{"categories":4506},[243],{"categories":4508},[],{"categories":4510},[93],{"categories":4512},[93],{"categories":4514},[188],{"categories":4516},[516],{"categories":4518},[149],{"categories":4520},[93],{"categories":4522},[],{"categories":4524},[188],{"categories":4526},[431],{"categories":4528},[149],{"categories":4530},[149],{"categories":4532},[149],{"categories":4534},[93],{"categories":4536},[93],{"categories":4538},[149],{"categories":4540},[93],{"categories":4542},[],{"categories":4544},[144],{"categories":4546},[93],{"categories":4548},[243],{"categories":4550},[144],{"categories":4552},[149],{"categories":4554},[163],{"categories":4556},[],{"categories":4558},[163],{"categories":4560},[93],{"categories":4562},[93],{"categories":4564},[139],{"categories":4566},[93],{"categories":4568},[188],{"categories":4570},[321],{"categories":4572},[177],{"categories":4574},[149],{"categories":4576},[149],{"categories":4578},[93],{"categories":4580},[93],{"categories":4582},[149],{"categories":4584},[93],{"categories":4586},[139],{"categories":4588},[],{"categories":4590},[149],{"categories":4592},[93],{"categories":4594},[93],{"categories":4596},[93],{"categories":4598},[149],{"categories":4600},[93],{"categories":4602},[],{"categories":4604},[93],{"categories":4606},[],{"categories":4608},[243],{"categories":4610},[149],{"categories":4612},[149],{"categories":4614},[93,144],{"categories":4616},[149],{"categories":4618},[93],{"categories":4620},[],{"categories":4622},[139],{"categories":4624},[166],{"categories":4626},[144],{"categories":4628},[149],{"categories":4630},[93],{"categories":4632},[163],{"categories":4634},[93],{"categories":4636},[93],{"categories":4638},[149],{"categories":4640},[93],{"categories":4642},[93],{"categories":4644},[93],{"categories":4646},[188],{"categories":4648},[1372],{"categories":4650},[149],{"categories":4652},[93],{"categories":4654},[],{"categories":4656},[],{"categories":4658},[93],{"categories":4660},[149],{"categories":4662},[93],{"categories":4664},[93],{"categories":4666},[321],{"categories":4668},[],{"categories":4670},[93],{"categories":4672},[149],{"categories":4674},[177],{"categories":4676},[149],{"categories":4678},[93],{"categories":4680},[516],{"categories":4682},[],{"categories":4684},[454],{"categories":4686},[93],{"categories":4688},[149],{"categories":4690},[93],{"categories":4692},[93],{"categories":4694},[93],{"categories":4696},[278],{"categories":4698},[93],{"categories":4700},[149],{"categories":4702},[93],{"categories":4704},[166],{"categories":4706},[152],{"categories":4708},[149],{"categories":4710},[93],{"categories":4712},[516],{"categories":4714},[93],{"categories":4716},[321],{"categories":4718},[144],{"categories":4720},[],{"categories":4722},[93],{"categories":4724},[93],{"categories":4726},[93],{"categories":4728},[278],{"categories":4730},[243],{"categories":4732},[93],{"categories":4734},[93],{"categories":4736},[93],{"categories":4738},[],{"categories":4740},[278],{"categories":4742},[188],{"categories":4744},[93],{"categories":4746},[93],{"categories":4748},[93],{"categories":4750},[633],{"categories":4752},[139],{"categories":4754},[93],{"categories":4756},[152],{"categories":4758},[93],{"categories":4760},[93],{"categories":4762},[],{"categories":4764},[],{"categories":4766},[243],{"categories":4768},[93],{"categories":4770},[93],{"categories":4772},[166],{"categories":4774},[278],{"categories":4776},[149],{"categories":4778},[93],{"categories":4780},[93],{"categories":4782},[278],{"categories":4784},[144],{"categories":4786},[188],{"categories":4788},[93],{"categories":4790},[93],{"categories":4792},[],{"categories":4794},[93],{"categories":4796},[93],{"categories":4798},[],{"categories":4800},[93],{"categories":4802},[93],{"categories":4804},[660],{"categories":4806},[93],{"categories":4808},[93],{"categories":4810},[149],{"categories":4812},[163],{"categories":4814},[516],{"categories":4816},[93],{"categories":4818},[144],{"categories":4820},[93],{"categories":4822},[93],{"categories":4824},[],{"categories":4826},[93,163],{"categories":4828},[188],{"categories":4830},[149],{"categories":4832},[163],{"categories":4834},[149],{"categories":4836},[1019],{"categories":4838},[163],{"categories":4840},[163],{"categories":4842},[149],{"categories":4844},[93],{"categories":4846},[139],{"categories":4848},[93],{"categories":4850},[],{"categories":4852},[],{"categories":4854},[149],{"categories":4856},[93],{"categories":4858},[163],{"categories":4860},[149],{"categories":4862},[93],{"categories":4864},[139],{"categories":4866},[163],{"categories":4868},[163],{"categories":4870},[93],{"categories":4872},[278],{"categories":4874},[93],{"categories":4876},[93],{"categories":4878},[163],{"categories":4880},[93],{"categories":4882},[],{"categories":4884},[93],{"categories":4886},[93],{"categories":4888},[243,93],{"categories":4890},[321],{"categories":4892},[139],{"categories":4894},[93],{"categories":4896},[],{"categories":4898},[93],{"categories":4900},[93],{"categories":4902},[144],{"categories":4904},[93],{"categories":4906},[144],{"categories":4908},[93],{"categories":4910},[93],{"categories":4912},[431],{"categories":4914},[93],{"categories":4916},[144],{"categories":4918},[163],{"categories":4920},[166],{"categories":4922},[149],{"categories":4924},[93],{"categories":4926},[163],{"categories":4928},[93],{"categories":4930},[93],{"categories":4932},[188],{"categories":4934},[93],{"categories":4936},[278],{"categories":4938},[243],{"categories":4940},[93],{"categories":4942},[93],{"categories":4944},[152],{"categories":4946},[93],{"categories":4948},[93],{"categories":4950},[139],{"categories":4952},[93],{"categories":4954},[149],{"categories":4956},[149],{"categories":4958},[163],{"categories":4960},[93],{"categories":4962},[188],{"categories":4964},[163],{"categories":4966},[163],{"categories":4968},[93],{"categories":4970},[93],{"categories":4972},[],{"categories":4974},[],{"categories":4976},[166],{"categories":4978},[93],{"categories":4980},[163],{"categories":4982},[93],{"categories":4984},[243],{"categories":4986},[516],{"categories":4988},[454],{"categories":4990},[431],{"categories":4992},[93],{"categories":4994},[93],{"categories":4996},[163],{"categories":4998},[93],{"categories":5000},[166],{"categories":5002},[93],{"categories":5004},[93],{"categories":5006},[93],{"categories":5008},[93],{"categories":5010},[93],{"categories":5012},[93],{"categories":5014},[93],{"categories":5016},[149],{"categories":5018},[139],{"categories":5020},[152],{"categories":5022},[149],{"categories":5024},[93,144],{"categories":5026},[],{"categories":5028},[243],{"categories":5030},[],{"categories":5032},[152],{"categories":5034},[93],{"categories":5036},[188],{"categories":5038},[139],{"categories":5040},[93],{"categories":5042},[152],{"categories":5044},[139],{"categories":5046},[149],{"categories":5048},[166],{"categories":5050},[149],{"categories":5052},[144],{"categories":5054},[152],{"categories":5056},[93],{"categories":5058},[149],{"categories":5060},[93],{"categories":5062},[152],{"categories":5064},[93],{"categories":5066},[93],{"categories":5068},[144],{"categories":5070},[149],{"categories":5072},[163],{"categories":5074},[278],{"categories":5076},[93],{"categories":5078},[93],{"categories":5080},[],{"categories":5082},[188],{"categories":5084},[93],{"categories":5086},[93],{"categories":5088},[93],{"categories":5090},[93],{"categories":5092},[93],{"categories":5094},[93],{"categories":5096},[163],{"categories":5098},[188],{"categories":5100},[163],{"categories":5102},[163],{"categories":5104},[93],{"categories":5106},[93],{"categories":5108},[93],{"categories":5110},[93],{"categories":5112},[454],{"categories":5114},[93],{"categories":5116},[149],{"categories":5118},[149],{"categories":5120},[188],{"categories":5122},[93],{"categories":5124},[93],{"categories":5126},[93],{"categories":5128},[149],{"categories":5130},[93],{"categories":5132},[93],{"categories":5134},[93],{"categories":5136},[3557],{"categories":5138},[5139],"Clinical AI",{"categories":5141},[243],{"categories":5143},[93],{"categories":5145},[93],{"categories":5147},[93],{"categories":5149},[93],{"categories":5151},[321],{"categories":5153},[2828],{"categories":5155},[93],{"categories":5157},[152],{"categories":5159},[243],{"categories":5161},[93],{"categories":5163},[149],{"categories":5165},[93],{"categories":5167},[93],{"categories":5169},[188],{"categories":5171},[93],{"categories":5173},[149],{"categories":5175},[163],{"categories":5177},[278],{"categories":5179},[93],{"categories":5181},[93],{"categories":5183},[144],{"categories":5185},[93],{"categories":5187},[93],{"categories":5189},[585],{"categories":5191},[93],{"categories":5193},[],{"categories":5195},[149],{"categories":5197},[93],{"categories":5199},[163],{"categories":5201},[139],{"categories":5203},[93],{"categories":5205},[],{"categories":5207},[],{"categories":5209},[93],{"categories":5211},[],{"categories":5213},[144],{"categories":5215},[93],{"categories":5217},[149],{"categories":5219},[93],{"categories":5221},[149],{"categories":5223},[149],{"categories":5225},[93],{"categories":5227},[188],{"categories":5229},[188],{"categories":5231},[188],{"categories":5233},[188],{"categories":5235},[],{"categories":5237},[139],{"categories":5239},[149],{"categories":5241},[188],{"categories":5243},[93],{"categories":5245},[660],{"categories":5247},[152],{"categories":5249},[149],{"categories":5251},[93],{"categories":5253},[139],{"categories":5255},[93],{"categories":5257},[149],{"categories":5259},[93],{"categories":5261},[93],{"categories":5263},[93],{"categories":5265},[93],{"categories":5267},[93],{"categories":5269},[93,149],{"categories":5271},[149],{"categories":5273},[321],{"categories":5275},[93],{"categories":5277},[188],{"categories":5279},[149],{"categories":5281},[188],{"categories":5283},[149],{"categories":5285},[93],{"categories":5287},[],{"categories":5289},[188],{"categories":5291},[278],{"categories":5293},[139],{"categories":5295},[93],{"categories":5297},[93],{"categories":5299},[],{"categories":5301},[163],{"categories":5303},[],{"categories":5305},[139],{"categories":5307},[149],{"categories":5309},[188],{"categories":5311},[93],{"categories":5313},[188],{"categories":5315},[139],{"categories":5317},[188],{"categories":5319},[188],{"categories":5321},[],{"categories":5323},[144],{"categories":5325},[149],{"categories":5327},[188],{"categories":5329},[188],{"categories":5331},[188],{"categories":5333},[188],{"categories":5335},[188],{"categories":5337},[188],{"categories":5339},[188],{"categories":5341},[188],{"categories":5343},[188],{"categories":5345},[188],{"categories":5347},[166],{"categories":5349},[139],{"categories":5351},[93],{"categories":5353},[93],{"categories":5355},[149],{"categories":5357},[149],{"categories":5359},[],{"categories":5361},[93],{"categories":5363},[93,139],{"categories":5365},[],{"categories":5367},[149],{"categories":5369},[93],{"categories":5371},[188],{"categories":5373},[149],{"categories":5375},[149],{"categories":5377},[1019],{"categories":5379},[93],{"categories":5381},[93],{"categories":5383},[93],{"categories":5385},[93],{"categories":5387},[152],{"categories":5389},[93],{"categories":5391},[93],{"categories":5393},[431],{"categories":5395},[93],{"categories":5397},[93],{"categories":5399},[149],{"categories":5401},[93],{"categories":5403},[93],{"categories":5405},[93],{"categories":5407},[93],{"categories":5409},[144],{"categories":5411},[152],{"categories":5413},[149],{"categories":5415},[149],{"categories":5417},[],{"categories":5419},[149],{"categories":5421},[243],{"categories":5423},[188],{"categories":5425},[93],{"categories":5427},[],{"categories":5429},[93],{"categories":5431},[152],{"categories":5433},[152],{"categories":5435},[],{"categories":5437},[163],{"categories":5439},[93],{"categories":5441},[149],{"categories":5443},[243],{"categories":5445},[93],{"categories":5447},[93],{"categories":5449},[],{"categories":5451},[93],{"categories":5453},[93],{"categories":5455},[],{"categories":5457},[278],{"categories":5459},[93],{"categories":5461},[149],{"categories":5463},[],{"categories":5465},[],{"categories":5467},[93],{"categories":5469},[188],{"categories":5471},[139],{"categories":5473},[93],{"categories":5475},[93],{"categories":5477},[144],{"categories":5479},[93],{"categories":5481},[93],{"categories":5483},[149],{"categories":5485},[93],{"categories":5487},[144],{"categories":5489},[144],{"categories":5491},[243],{"categories":5493},[],{"categories":5495},[93],{"categories":5497},[144],{"categories":5499},[188],{"categories":5501},[],{"categories":5503},[93],{"categories":5505},[93],{"categories":5507},[243],{"categories":5509},[93],{"categories":5511},[93],{"categories":5513},[278],{"categories":5515},[93],{"categories":5517},[321],{"categories":5519},[],{"categories":5521},[149],{"categories":5523},[93],{"categories":5525},[278],{"categories":5527},[163],{"categories":5529},[],{"categories":5531},[93],{"categories":5533},[],{"categories":5535},[149],{"categories":5537},[243],{"categories":5539},[163],{"categories":5541},[],{"categories":5543},[3557],{"categories":5545},[144],{"categories":5547},[139],{"categories":5549},[93],{"categories":5551},[149],{"categories":5553},[166],{"categories":5555},[149],{"categories":5557},[93],{"categories":5559},[243],{"categories":5561},[93],{"categories":5563},[93],{"categories":5565},[163],{"categories":5567},[],{"categories":5569},[],{"categories":5571},[93],{"categories":5573},[139],{"categories":5575},[93],{"categories":5577},[278],{"categories":5579},[],{"categories":5581},[149],{"categories":5583},[149],{"categories":5585},[93],{"categories":5587},[149],{"categories":5589},[93],{"categories":5591},[188],{"categories":5593},[93],{"categories":5595},[163],{"categories":5597},[93],{"categories":5599},[93],{"categories":5601},[149],{"categories":5603},[152],{"categories":5605},[93],{"categories":5607},[93],{"categories":5609},[93],{"categories":5611},[93],{"categories":5613},[149],{"categories":5615},[93],{"categories":5617},[152],{"categories":5619},[278],{"categories":5621},[188],{"categories":5623},[],{"categories":5625},[278],{"categories":5627},[93],{"categories":5629},[],{"categories":5631},[163],{"categories":5633},[149],{"categories":5635},[],{"categories":5637},[93],{"categories":5639},[93],{"categories":5641},[93],{"categories":5643},[93],{"categories":5645},[93],{"categories":5647},[149],{"categories":5649},[144],{"categories":5651},[139],{"categories":5653},[93],{"categories":5655},[93],{"categories":5657},[149],{"categories":5659},[93],{"categories":5661},[243],{"categories":5663},[163],{"categories":5665},[163],{"categories":5667},[93],{"categories":5669},[166],{"categories":5671},[149],{"categories":5673},[93],{"categories":5675},[93],{"categories":5677},[149],{"categories":5679},[93],{"categories":5681},[93],{"categories":5683},[93],{"categories":5685},[149],{"categories":5687},[144],{"categories":5689},[93],{"categories":5691},[243],{"categories":5693},[163],{"categories":5695},[149],{"categories":5697},[93],{"categories":5699},[152],{"categories":5701},[93],{"categories":5703},[152],{"categories":5705},[149],{"categories":5707},[93],{"categories":5709},[93],{"categories":5711},[188],{"categories":5713},[93],{"categories":5715},[],{"categories":5717},[139],{"categories":5719},[93],{"categories":5721},[93],{"categories":5723},[93],{"categories":5725},[163],{"categories":5727},[163],{"categories":5729},[93],{"categories":5731},[163],{"categories":5733},[93],{"categories":5735},[149],{"categories":5737},[93],{"categories":5739},[93],{"categories":5741},[93],{"categories":5743},[93],{"categories":5745},[93],{"categories":5747},[],{"categories":5749},[93],{"categories":5751},[243],{"categories":5753},[149],{"categories":5755},[144],{"categories":5757},[188],{"categories":5759},[93],{"categories":5761},[149],{"categories":5763},[93],{"categories":5765},[149],{"categories":5767},[93],{"categories":5769},[93],{"categories":5771},[243],{"categories":5773},[149],{"categories":5775},[93],{"categories":5777},[278],{"categories":5779},[144],{"categories":5781},[93],{"categories":5783},[166],{"categories":5785},[93],{"categories":5787},[149],{"categories":5789},[93],{"categories":5791},[188],{"categories":5793},[93],{"categories":5795},[93],{"categories":5797},[93],{"categories":5799},[93],{"categories":5801},[149],{"categories":5803},[321],{"categories":5805},[93],{"categories":5807},[163],{"categories":5809},[149],{"categories":5811},[166],{"categories":5813},[],{"categories":5815},[149],{"categories":5817},[163],{"categories":5819},[93],{"categories":5821},[93],{"categories":5823},[93],{"categories":5825},[2648],{"categories":5827},[93],{"categories":5829},[243],{"categories":5831},[358],{"categories":5833},[93],{"categories":5835},[93],{"categories":5837},[93],{"categories":5839},[93],{"categories":5841},[93],{"categories":5843},[139],{"categories":5845},[149],{"categories":5847},[93],{"categories":5849},[93],{"categories":5851},[163],{"categories":5853},[144],{"categories":5855},[93],{"categories":5857},[93],{"categories":5859},[163],{"categories":5861},[93],{"categories":5863},[],{"categories":5865},[149],{"categories":5867},[149],{"categories":5869},[93],{"categories":5871},[93],{"categories":5873},[93],{"categories":5875},[166],{"categories":5877},[],{"categories":5879},[188],{"categories":5881},[],{"categories":5883},[188],{"categories":5885},[93],{"categories":5887},[93],{"categories":5889},[93],{"categories":5891},[149],{"categories":5893},[93],{"categories":5895},[149],{"categories":5897},[149],{"categories":5899},[],{"categories":5901},[93],{"categories":5903},[188],{"categories":5905},[93],{"categories":5907},[],{"categories":5909},[93],{"categories":5911},[243],{"categories":5913},[93],{"categories":5915},[],{"categories":5917},[93],{"categories":5919},[93],{"categories":5921},[243],{"categories":5923},[163],{"categories":5925},[149],{"categories":5927},[93],{"categories":5929},[93],{"categories":5931},[93],{"categories":5933},[93],{"categories":5935},[93],{"categories":5937},[278],{"categories":5939},[93],{"categories":5941},[93],{"categories":5943},[93],{"categories":5945},[139],{"categories":5947},[93],{"categories":5949},[93],{"categories":5951},[],{"categories":5953},[93],{"categories":5955},[93],{"categories":5957},[93],{"categories":5959},[],{"categories":5961},[149],{"categories":5963},[139],{"categories":5965},[93],{"categories":5967},[93],{"categories":5969},[93],{"categories":5971},[149],{"categories":5973},[93],{"categories":5975},[188],{"categories":5977},[93],{"categories":5979},[163],{"categories":5981},[152],{"categories":5983},[149],{"categories":5985},[516],{"categories":5987},[93],{"categories":5989},[93],{"categories":5991},[93],{"categories":5993},[93],{"categories":5995},[163],{"categories":5997},[188],{"categories":5999},[243],{"categories":6001},[93],{"categories":6003},[93],{"categories":6005},[93],{"categories":6007},[93],{"categories":6009},[93],{"categories":6011},[93],{"categories":6013},[188],{"categories":6015},[93],{"categories":6017},[243],{"categories":6019},[93],{"categories":6021},[93],{"categories":6023},[188],{"categories":6025},[243],{"categories":6027},[93],{"categories":6029},[188],{"categories":6031},[93],{"categories":6033},[149],{"categories":6035},[149],{"categories":6037},[149],{"categories":6039},[93],{"categories":6041},[163],{"categories":6043},[188],{"categories":6045},[149],{"categories":6047},[149],{"categories":6049},[93],{"categories":6051},[163],{"categories":6053},[243],{"categories":6055},[93],{"categories":6057},[93],{"categories":6059},[149],{"categories":6061},[93],{"categories":6063},[],{"categories":6065},[149],{"categories":6067},[],{"categories":6069},[93],{"categories":6071},[93],{"categories":6073},[],{"categories":6075},[],{"categories":6077},[149],{"categories":6079},[144],{"categories":6081},[149],{"categories":6083},[6084],"Liability & Ethics",{"categories":6086},[93],{"categories":6088},[93],{"categories":6090},[93],{"categories":6092},[149],{"categories":6094},[139],{"categories":6096},[149],{"categories":6098},[144],{"categories":6100},[278],{"categories":6102},[93],{"categories":6104},[149],{"categories":6106},[93],{"categories":6108},[93],{"categories":6110},[93],{"categories":6112},[],{"categories":6114},[633],{"categories":6116},[149],{"categories":6118},[],{"categories":6120},[93],{"categories":6122},[139],{"categories":6124},[149],{"categories":6126},[93],{"categories":6128},[],{"categories":6130},[149],{"categories":6132},[93],{"categories":6134},[93],{"categories":6136},[163],{"categories":6138},[93],{"categories":6140},[188],{"categories":6142},[93],{"categories":6144},[93],{"categories":6146},[152],{"categories":6148},[93],{"categories":6150},[149],{"categories":6152},[93],{"categories":6154},[93],{"categories":6156},[93],{"categories":6158},[188],{"categories":6160},[149],{"categories":6162},[163],{"categories":6164},[243],{"categories":6166},[139],{"categories":6168},[93],{"categories":6170},[93],{"categories":6172},[93],{"categories":6174},[],{"categories":6176},[149],{"categories":6178},[149],{"categories":6180},[149],{"categories":6182},[516],{"categories":6184},[149],{"categories":6186},[243],{"categories":6188},[149],{"categories":6190},[321],{"categories":6192},[163],{"categories":6194},[188],{"categories":6196},[93],{"categories":6198},[243],{"categories":6200},[93],{"categories":6202},[139],{"categories":6204},[93],{"categories":6206},[],{"categories":6208},[93],{"categories":6210},[149],{"categories":6212},[93],{"categories":6214},[93],{"categories":6216},[93],{"categories":6218},[93],{"categories":6220},[149],{"categories":6222},[93],{"categories":6224},[93],{"categories":6226},[243],{"categories":6228},[149],{"categories":6230},[],{"categories":6232},[149],{"categories":6234},[152],{"categories":6236},[93],{"categories":6238},[188],{"categories":6240},[149],{"categories":6242},[144],{"categories":6244},[],{"categories":6246},[93],{"categories":6248},[93],{"categories":6250},[152],{"categories":6252},[93],{"categories":6254},[149],{"categories":6256},[188],{"categories":6258},[139],{"categories":6260},[321],{"categories":6262},[93],{"categories":6264},[93],{"categories":6266},[93],{"categories":6268},[188],{"categories":6270},[144],{"categories":6272},[93],{"categories":6274},[243],{"categories":6276},[188],{"categories":6278},[321],{"categories":6280},[93],{"categories":6282},[149],{"categories":6284},[],{"categories":6286},[585],{"categories":6288},[],{"categories":6290},[93],{"categories":6292},[321],{"categories":6294},[93],{"categories":6296},[166],{"categories":6298},[93],{"categories":6300},[149],{"categories":6302},[149],{"categories":6304},[6305],"Design News & Tools",{"categories":6307},[93],{"categories":6309},[93],{"categories":6311},[188],{"categories":6313},[93],{"categories":6315},[93],{"categories":6317},[93],{"categories":6319},[139],{"categories":6321},[149],{"categories":6323},[93],{"categories":6325},[243],{"categories":6327},[149],{"categories":6329},[149],{"categories":6331},[243],{"categories":6333},[93],{"categories":6335},[93],{"categories":6337},[93],{"categories":6339},[516],{"categories":6341},[149],{"categories":6343},[93],{"categories":6345},[149],{"categories":6347},[93],{"categories":6349},[93],{"categories":6351},[516],{"categories":6353},[93],{"categories":6355},[278],{"categories":6357},[93],{"categories":6359},[149],{"categories":6361},[149],{"categories":6363},[],{"categories":6365},[93],{"categories":6367},[93],{"categories":6369},[93],{"categories":6371},[188],{"categories":6373},[93],{"categories":6375},[139],{"categories":6377},[],{"categories":6379},[93],{"categories":6381},[93],{"categories":6383},[93],{"categories":6385},[163],{"categories":6387},[660],{"categories":6389},[163],{"categories":6391},[243],{"categories":6393},[93],{"categories":6395},[93,149],{"categories":6397},[278,144],{"categories":6399},[163],{"categories":6401},[93],{"categories":6403},[93],{"categories":6405},[93],{"categories":6407},[93],{"categories":6409},[],{"categories":6411},[163],{"categories":6413},[149],{"categories":6415},[93],{"categories":6417},[93],{"categories":6419},[],{"categories":6421},[93],{"categories":6423},[163],{"categories":6425},[93],{"categories":6427},[163],{"categories":6429},[93],{"categories":6431},[],{"categories":6433},[149],{"categories":6435},[93],{"categories":6437},[144],{"categories":6439},[93],{"categories":6441},[188],{"categories":6443},[93],{"categories":6445},[],{"categories":6447},[93],{"categories":6449},[149],{"categories":6451},[93],{"categories":6453},[],{"categories":6455},[243],{"categories":6457},[93],{"categories":6459},[93],{"categories":6461},[149],{"categories":6463},[93],{"categories":6465},[93],{"categories":6467},[93],{"categories":6469},[139],{"categories":6471},[93],{"categories":6473},[149],{"categories":6475},[93],{"categories":6477},[],{"categories":6479},[93],{"categories":6481},[321],{"categories":6483},[278],{"categories":6485},[144],{"categories":6487},[144],{"categories":6489},[93],{"categories":6491},[93],{"categories":6493},[139],{"categories":6495},[139],{"categories":6497},[93],{"categories":6499},[149],{"categories":6501},[93],{"categories":6503},[93],{"categories":6505},[93],{"categories":6507},[93],{"categories":6509},[163],{"categories":6511},[93],{"categories":6513},[139],{"categories":6515},[93],{"categories":6517},[93],{"categories":6519},[149],{"categories":6521},[93],{"categories":6523},[278],{"categories":6525},[93],{"categories":6527},[188],{"categories":6529},[93],{"categories":6531},[93],{"categories":6533},[149],{"categories":6535},[152],{"categories":6537},[93],{"categories":6539},[149],{"categories":6541},[93],{"categories":6543},[149],{"categories":6545},[],{"categories":6547},[163],{"categories":6549},[],{"categories":6551},[163],{"categories":6553},[149],{"categories":6555},[139],{"categories":6557},[93],{"categories":6559},[],{"categories":6561},[166],{"categories":6563},[321],{"categories":6565},[93],{"categories":6567},[163],{"categories":6569},[93],{"categories":6571},[],{"categories":6573},[188],{"categories":6575},[149],{"categories":6577},[163],{"categories":6579},[243],{"categories":6581},[144],{"categories":6583},[93],{"categories":6585},[93],{"categories":6587},[149],{"categories":6589},[163],{"categories":6591},[149],{"categories":6593},[188],{"categories":6595},[93],{"categories":6597},[152],{"categories":6599},[139],{"categories":6601},[152],{"categories":6603},[188],{"categories":6605},[93],{"categories":6607},[93],{"categories":6609},[163],{"categories":6611},[93],{"categories":6613},[243],{"categories":6615},[144],{"categories":6617},[93],{"categories":6619},[93],{"categories":6621},[93],{"categories":6623},[93],{"categories":6625},[93],{"categories":6627},[93],{"categories":6629},[149],{"categories":6631},[93],{"categories":6633},[93],{"categories":6635},[93],{"categories":6637},[149],{"categories":6639},[93],{"categories":6641},[93],{"categories":6643},[139],{"categories":6645},[93],{"categories":6647},[149],{"categories":6649},[149],{"categories":6651},[243],{"categories":6653},[149],{"categories":6655},[93],{"categories":6657},[149],{"categories":6659},[93],{"categories":6661},[139],{"categories":6663},[149],{"categories":6665},[243],{"categories":6667},[],{"categories":6669},[93],{"categories":6671},[166],{"categories":6673},[516],{"categories":6675},[93],{"categories":6677},[149],{"categories":6679},[93],{"categories":6681},[93],{"categories":6683},[163],{"categories":6685},[93],{"categories":6687},[],{"categories":6689},[93],{"categories":6691},[149],{"categories":6693},[144],{"categories":6695},[93],{"categories":6697},[278],{"categories":6699},[243],{"categories":6701},[93],{"categories":6703},[163],{"categories":6705},[93],{"categories":6707},[93],{"categories":6709},[188],{"categories":6711},[149],{"categories":6713},[93],{"categories":6715},[278],{"categories":6717},[149],{"categories":6719},[144],{"categories":6721},[144],{"categories":6723},[93],{"categories":6725},[93],{"categories":6727},[93],{"categories":6729},[93],{"categories":6731},[93],{"categories":6733},[93],{"categories":6735},[139],{"categories":6737},[93],{"categories":6739},[],{"categories":6741},[93],{"categories":6743},[93],{"categories":6745},[149],{"categories":6747},[93],{"categories":6749},[149],{"categories":6751},[93],{"categories":6753},[93],{"categories":6755},[93],{"categories":6757},[93],{"categories":6759},[93],{"categories":6761},[93],{"categories":6763},[163],{"categories":6765},[],{"categories":6767},[139],{"categories":6769},[93],{"categories":6771},[93],{"categories":6773},[149],{"categories":6775},[149],{"categories":6777},[],{"categories":6779},[163],{"categories":6781},[163],{"categories":6783},[93],{"categories":6785},[278],{"categories":6787},[144],{"categories":6789},[243],{"categories":6791},[93],{"categories":6793},[],{"categories":6795},[93],{"categories":6797},[149],{"categories":6799},[139],{"categories":6801},[93],{"categories":6803},[93],{"categories":6805},[163],{"categories":6807},[139],{"categories":6809},[93],{"categories":6811},[93],{"categories":6813},[188],{"categories":6815},[166],{"categories":6817},[93],{"categories":6819},[188],{"categories":6821},[93],{"categories":6823},[149],{"categories":6825},[93],{"categories":6827},[93],{"categories":6829},[],{"categories":6831},[188],{"categories":6833},[149],{"categories":6835},[243],{"categories":6837},[166],{"categories":6839},[93],{"categories":6841},[93],{"categories":6843},[93],{"categories":6845},[],{"categories":6847},[149],{"categories":6849},[149],{"categories":6851},[149],{"categories":6853},[3557],{"categories":6855},[188],{"categories":6857},[93],{"categories":6859},[163],{"categories":6861},[152],{"categories":6863},[93],{"categories":6865},[93],{"categories":6867},[93],{"categories":6869},[93],{"categories":6871},[93],{"categories":6873},[149],{"categories":6875},[93],{"categories":6877},[144],{"categories":6879},[93],{"categories":6881},[139],{"categories":6883},[2022],{"categories":6885},[321],{"categories":6887},[139],{"categories":6889},[],{"categories":6891},[152],{"categories":6893},[93],{"categories":6895},[],{"categories":6897},[93],{"categories":6899},[188],{"categories":6901},[149],{"categories":6903},[243],{"categories":6905},[93],{"categories":6907},[149],{"categories":6909},[93],{"categories":6911},[93],{"categories":6913},[93],{"categories":6915},[93],{"categories":6917},[188],{"categories":6919},[],{"categories":6921},[93],{"categories":6923},[149],{"categories":6925},[93],{"categories":6927},[149],{"categories":6929},[149],{"categories":6931},[],{"categories":6933},[93],{"categories":6935},[],{"categories":6937},[188],{"categories":6939},[139],{"categories":6941},[93],{"categories":6943},[243],{"categories":6945},[93],{"categories":6947},[149],{"categories":6949},[188],{"categories":6951},[93],{"categories":6953},[188],{"categories":6955},[],{"categories":6957},[188],{"categories":6959},[93],{"categories":6961},[139],{"categories":6963},[149],{"categories":6965},[516],{"categories":6967},[93],{"categories":6969},[149],{"categories":6971},[93],{"categories":6973},[],{"categories":6975},[163],{"categories":6977},[149],{"categories":6979},[152],{"categories":6981},[149],{"categories":6983},[93],{"categories":6985},[139],{"categories":6987},[93],{"categories":6989},[93],{"categories":6991},[],{"categories":6993},[],{"categories":6995},[],{"categories":6997},[243],{"categories":6999},[93],{"categories":7001},[149],{"categories":7003},[93],{"categories":7005},[93],{"categories":7007},[],{"categories":7009},[],{"categories":7011},[],{"categories":7013},[93],{"categories":7015},[149],{"categories":7017},[243],{"categories":7019},[93],{"categories":7021},[93],{"categories":7023},[],{"categories":7025},[149],{"categories":7027},[93],{"categories":7029},[93],{"categories":7031},[139],{"categories":7033},[],{"categories":7035},[],{"categories":7037},[93],{"categories":7039},[93],{"categories":7041},[93],{"categories":7043},[149],{"categories":7045},[243],{"categories":7047},[93],{"categories":7049},[188],{"categories":7051},[],{"categories":7053},[93],{"categories":7055},[93],{"categories":7057},[278],{"categories":7059},[188],{"categories":7061},[278],{"categories":7063},[163],{"categories":7065},[166],{"categories":7067},[93],{"categories":7069},[93],{"categories":7071},[],{"categories":7073},[],{"categories":7075},[149],{"categories":7077},[],{"categories":7079},[93],{"categories":7081},[516],{"categories":7083},[93],{"categories":7085},[93],{"categories":7087},[93],{"categories":7089},[93],{"categories":7091},[],{"categories":7093},[149],{"categories":7095},[93],{"categories":7097},[93],{"categories":7099},[],{"categories":7101},[149],{"categories":7103},[149],{"categories":7105},[93],{"categories":7107},[188],{"categories":7109},[93],{"categories":7111},[278],{"categories":7113},[93],{"categories":7115},[149],{"categories":7117},[144],{"categories":7119},[152],{"categories":7121},[93],{"categories":7123},[93],{"categories":7125},[149],{"categories":7127},[149],{"categories":7129},[166],{"categories":7131},[149],{"categories":7133},[149],{"categories":7135},[],{"categories":7137},[93],{"categories":7139},[149],{"categories":7141},[],{"categories":7143},[93],{"categories":7145},[],{"categories":7147},[188],{"categories":7149},[144],{"categories":7151},[],{"categories":7153},[93],{"categories":7155},[93],{"categories":7157},[93],{"categories":7159},[],{"categories":7161},[149],{"categories":7163},[243],{"categories":7165},[139],{"categories":7167},[93],{"categories":7169},[],{"categories":7171},[144],{"categories":7173},[278],{"categories":7175},[93],{"categories":7177},[163],{"categories":7179},[139],{"categories":7181},[166],{"categories":7183},[144],{"categories":7185},[163],{"categories":7187},[149],{"categories":7189},[163],{"categories":7191},[],{"categories":7193},[93],{"categories":7195},[152],{"categories":7197},[152],{"categories":7199},[93],{"categories":7201},[],{"categories":7203},[149],{"categories":7205},[149],{"categories":7207},[139],{"categories":7209},[243],{"categories":7211},[93],{"categories":7213},[93],{"categories":7215},[139],{"categories":7217},[149],{"categories":7219},[321],{"categories":7221},[93],{"categories":7223},[93],{"categories":7225},[93],{"categories":7227},[93],{"categories":7229},[93],{"categories":7231},[139],{"categories":7233},[93],{"categories":7235},[163],{"categories":7237},[166],{"categories":7239},[149],{"categories":7241},[],{"categories":7243},[93],{"categories":7245},[93],{"categories":7247},[93],{"categories":7249},[163],{"categories":7251},[149],{"categories":7253},[188],{"categories":7255},[163],{"categories":7257},[93],{"categories":7259},[152],{"categories":7261},[93],{"categories":7263},[],{"categories":7265},[243],{"categories":7267},[163],{"categories":7269},[188],{"categories":7271},[93],{"categories":7273},[93],{"categories":7275},[139],{"categories":7277},[149],{"categories":7279},[93],{"categories":7281},[93],{"categories":7283},[149],{"categories":7285},[152],{"categories":7287},[93],{"categories":7289},[149],{"categories":7291},[93],{"categories":7293},[144],{"categories":7295},[93],{"categories":7297},[149],{"categories":7299},[149,321],{"categories":7301},[93],{"categories":7303},[93],{"categories":7305},[149],{"categories":7307},[163],{"categories":7309},[93],{"categories":7311},[93],{"categories":7313},[93],{"categories":7315},[166],{"categories":7317},[149],{"categories":7319},[278],{"categories":7321},[149],{"categories":7323},[144],{"categories":7325},[],{"categories":7327},[149],{"categories":7329},[93],{"categories":7331},[144],{"categories":7333},[],{"categories":7335},[],{"categories":7337},[93],{"categories":7339},[163],{"categories":7341},[93],{"categories":7343},[93],{"categories":7345},[93],{"categories":7347},[149],{"categories":7349},[93],{"categories":7351},[166],{"categories":7353},[278],{"categories":7355},[93],{"categories":7357},[93],{"categories":7359},[93],{"categories":7361},[93],{"categories":7363},[149],{"categories":7365},[],{"categories":7367},[149],{"categories":7369},[188],{"categories":7371},[93],{"categories":7373},[149],{"categories":7375},[149],{"categories":7377},[93],{"categories":7379},[],{"categories":7381},[188],{"categories":7383},[163],{"categories":7385},[3557],{"categories":7387},[139],{"categories":7389},[163],{"categories":7391},[93],{"categories":7393},[149],{"categories":7395},[93],{"categories":7397},[93],{"categories":7399},[278],{"categories":7401},[163],{"categories":7403},[166],{"categories":7405},[],{"categories":7407},[188],{"categories":7409},[93],{"categories":7411},[93],{"categories":7413},[],{"categories":7415},[149],{"categories":7417},[93],{"categories":7419},[93],{"categories":7421},[93],{"categories":7423},[93],{"categories":7425},[149],{"categories":7427},[93],{"categories":7429},[93],{"categories":7431},[93],{"categories":7433},[93],{"categories":7435},[93],{"categories":7437},[152],{"categories":7439},[93],{"categories":7441},[149],{"categories":7443},[93],{"categories":7445},[93],{"categories":7447},[93],{"categories":7449},[93],{"categories":7451},[93],{"categories":7453},[93],{"categories":7455},[93],{"categories":7457},[144],{"categories":7459},[],{"categories":7461},[152],{"categories":7463},[93],{"categories":7465},[188],{"categories":7467},[149],{"categories":7469},[93],{"categories":7471},[163],{"categories":7473},[],{"categories":7475},[163],{"categories":7477},[163],{"categories":7479},[149],{"categories":7481},[163],{"categories":7483},[93],{"categories":7485},[93],{"categories":7487},[93],{"categories":7489},[149],{"categories":7491},[163],{"categories":7493},[93],{"categories":7495},[93],{"categories":7497},[93],{"categories":7499},[149],{"categories":7501},[188],{"categories":7503},[93],{"categories":7505},[93],{"categories":7507},[93],{"categories":7509},[144],{"categories":7511},[93],{"categories":7513},[149],{"categories":7515},[243],{"categories":7517},[],{"categories":7519},[93],{"categories":7521},[93],{"categories":7523},[166],{"categories":7525},[93],{"categories":7527},[149],{"categories":7529},[93],{"categories":7531},[93],{"categories":7533},[],{"categories":7535},[93],{"categories":7537},[93],{"categories":7539},[188],{"categories":7541},[93],{"categories":7543},[93],{"categories":7545},[149],{"categories":7547},[278],{"categories":7549},[],{"categories":7551},[],{"categories":7553},[163],{"categories":7555},[93],{"categories":7557},[93],{"categories":7559},[152],{"categories":7561},[188],{"categories":7563},[93],{"categories":7565},[163],{"categories":7567},[188],{"categories":7569},[93],{"categories":7571},[93],{"categories":7573},[278],{"categories":7575},[166],{"categories":7577},[93],{"categories":7579},[93],{"categories":7581},[139],{"categories":7583},[149],{"categories":7585},[93],{"categories":7587},[93],{"categories":7589},[149],{"categories":7591},[144],{"categories":7593},[149],{"categories":7595},[163],{"categories":7597},[93],{"categories":7599},[144],{"categories":7601},[],{"categories":7603},[93],{"categories":7605},[166],{"categories":7607},[93],{"categories":7609},[93],{"categories":7611},[],{"categories":7613},[188],{"categories":7615},[93],{"categories":7617},[149],{"categories":7619},[166],{"categories":7621},[93],{"categories":7623},[163],{"categories":7625},[163],{"categories":7627},[163],{"categories":7629},[93],{"categories":7631},[149],{"categories":7633},[149],{"categories":7635},[93],{"categories":7637},[149],{"categories":7639},[93],{"categories":7641},[93],{"categories":7643},[243],{"categories":7645},[166],{"categories":7647},[166],{"categories":7649},[],{"categories":7651},[188],{"categories":7653},[93],{"categories":7655},[93],{"categories":7657},[163],{"categories":7659},[],{"categories":7661},[188],{"categories":7663},[188],{"categories":7665},[188],{"categories":7667},[],{"categories":7669},[149],{"categories":7671},[93],{"categories":7673},[],{"categories":7675},[139],{"categories":7677},[144],{"categories":7679},[],{"categories":7681},[93],{"categories":7683},[93],{"categories":7685},[],{"categories":7687},[163],{"categories":7689},[],{"categories":7691},[],{"categories":7693},[],{"categories":7695},[],{"categories":7697},[93],{"categories":7699},[188],{"categories":7701},[],{"categories":7703},[],{"categories":7705},[93],{"categories":7707},[93],{"categories":7709},[93],{"categories":7711},[166],{"categories":7713},[93],{"categories":7715},[166],{"categories":7717},[],{"categories":7719},[166],{"categories":7721},[166],{"categories":7723},[321],{"categories":7725},[149],{"categories":7727},[163],{"categories":7729},[],{"categories":7731},[],{"categories":7733},[166],{"categories":7735},[163],{"categories":7737},[163],{"categories":7739},[163],{"categories":7741},[],{"categories":7743},[139],{"categories":7745},[163],{"categories":7747},[163],{"categories":7749},[139],{"categories":7751},[163],{"categories":7753},[144],{"categories":7755},[163],{"categories":7757},[163],{"categories":7759},[163],{"categories":7761},[166],{"categories":7763},[188],{"categories":7765},[188],{"categories":7767},[93],{"categories":7769},[163],{"categories":7771},[166],{"categories":7773},[321],{"categories":7775},[166],{"categories":7777},[166],{"categories":7779},[166],{"categories":7781},[],{"categories":7783},[144],{"categories":7785},[],{"categories":7787},[321],{"categories":7789},[163],{"categories":7791},[163],{"categories":7793},[163],{"categories":7795},[149],{"categories":7797},[188,144],{"categories":7799},[166],{"categories":7801},[],{"categories":7803},[],{"categories":7805},[166],{"categories":7807},[],{"categories":7809},[166],{"categories":7811},[188],{"categories":7813},[149],{"categories":7815},[],{"categories":7817},[163],{"categories":7819},[93],{"categories":7821},[243],{"categories":7823},[],{"categories":7825},[93],{"categories":7827},[],{"categories":7829},[188],{"categories":7831},[139],{"categories":7833},[166],{"categories":7835},[],{"categories":7837},[163],{"categories":7839},[188],[7841,7936,8052,8122],{"id":7842,"title":7843,"ai":7844,"body":7849,"categories":7913,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":7914,"navigation":113,"path":7921,"published_at":7922,"question":94,"scraped_at":7923,"seo":7924,"sitemap":7925,"source_id":7926,"source_name":120,"source_type":121,"source_url":7927,"stem":7928,"tags":7929,"thumbnail_url":7931,"tldr":7932,"tweet":7933,"unknown_tags":7934,"__hash__":7935},"summaries\u002Fsummaries\u002F8a21afe0f2e86d98-stop-treating-tokens-as-fungible-assign-them-jobs-summary.md","Stop Treating Tokens as Fungible: Assign Them Jobs",{"provider":7,"model":8,"input_tokens":7845,"output_tokens":7846,"processing_time_ms":7847,"cost_usd":7848},7035,571,3463,0.00261525,{"type":14,"value":7850,"toc":7908},[7851,7855,7863,7867,7870,7890,7894,7897],[17,7852,7854],{"id":7853},"the-fallacy-of-fungible-tokens","The Fallacy of Fungible Tokens",[22,7856,7857,7858,7862],{},"Most teams attempt to improve agent performance by simply increasing the token budget. This assumes that all tokens are fungible and that \"more compute\" is the only lever for better outcomes. However, research from Anthropic demonstrates that for a fixed budget, the ",[7859,7860,7861],"em",{},"allocation"," of tokens to specific roles (jobs) significantly outperforms a brute-force execution strategy.",[17,7864,7866],{"id":7865},"three-functional-agent-strategies","Three Functional Agent Strategies",[22,7868,7869],{},"Rather than having every token perform the same execution task, builders should implement specialized strategies using these primitives:",[33,7871,7872,7878,7884],{},[36,7873,7874,7877],{},[39,7875,7876],{},"Advising:"," Splits the system into an executor and an adviser. The executor calls out to the adviser mid-task to verify steps, which is particularly effective for complex workflows like sales or financial analysis.",[36,7879,7880,7883],{},[39,7881,7882],{},"Grading:"," Defines a rubric of what \"success\" looks like upfront. A grader agent evaluates the executor's output against this rubric; if it fails, the executor iterates until it meets the criteria.",[36,7885,7886,7889],{},[39,7887,7888],{},"Dreaming:"," An agent inspects past transcripts and findings, writing these learnings into memory. This memory is then used by the executor in subsequent runs to improve performance over time.",[17,7891,7893],{"id":7892},"optimizing-for-real-world-reliability","Optimizing for Real-World Reliability",[22,7895,7896],{},"In domains like financial analysis, an 80% accurate result is often useless because errors (e.g., incorrect cost numbers) cannot be tolerated. When re-evaluating performance based on a \"perfect run\" requirement, the baseline execution strategy had a 42% pass rate, requiring an average of three runs (1.8 million tokens) to achieve one usable result.",[22,7898,7899,7900,7903,7904,7907],{},"By contrast, strategies like advising and grading reach higher reliability thresholds with significantly lower total token costs. The choice of strategy should depend on the business goal: prioritize ",[39,7901,7902],{},"token efficiency"," by using advising, or prioritize ",[39,7905,7906],{},"reliability"," by using grading or dreaming. These strategies are not mutually exclusive and can be combined into complex, multi-agent architectures to solve dynamic problems.",{"title":86,"searchDepth":87,"depth":87,"links":7909},[7910,7911,7912],{"id":7853,"depth":87,"text":7854},{"id":7865,"depth":87,"text":7866},{"id":7892,"depth":87,"text":7893},[93],{"content_references":7915,"triage":7919},[7916],{"type":100,"title":7917,"url":7918,"context":102},"Anthropic Cloud Managed Agents","https:\u002F\u002Fwww.anthropic.com\u002F",{"relevance":109,"novelty":110,"quality":110,"actionability":110,"composite":111,"reasoning":7920},"Category: AI & LLMs. The article provides a deep dive into optimizing token usage in AI agents, addressing a specific pain point for builders regarding performance and cost-efficiency. It offers actionable strategies like advising and grading that can be directly applied to improve AI workflows.","\u002Fsummaries\u002F8a21afe0f2e86d98-stop-treating-tokens-as-fungible-assign-them-jobs-summary","2026-09-14 14:00:06","2026-09-15 03:12:30",{"title":7843,"description":86},{"loc":7921},"8a21afe0f2e86d98","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=PXj0p_mW9nI","summaries\u002F8a21afe0f2e86d98-stop-treating-tokens-as-fungible-assign-them-jobs-summary",[7930,125,126,128],"agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FPXj0p_mW9nI\u002Fhqdefault.jpg","Instead of simply increasing token budgets to improve agent performance, builders should assign tokens specific functional roles—advising, grading, or dreaming—to achieve higher reliability and cost-efficiency.","This talk argues that agent performance is better improved by assigning specific roles to tokens—such as advising, grading, or reflecting—rather than simply increasing the total token budget. The speakers demonstrate that these \"strategies\" yield higher reliability in complex tasks like financial analysis compared to a standard execution-only approach.",[128],"2NJ7N4BeRV-JQ-Sne-AVYRXXuIEJFtXS_bWdQqkoftg",{"id":7937,"title":7938,"ai":7939,"body":7944,"categories":8021,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":8022,"navigation":113,"path":8037,"published_at":8038,"question":94,"scraped_at":8039,"seo":8040,"sitemap":8041,"source_id":8042,"source_name":120,"source_type":121,"source_url":8043,"stem":8044,"tags":8045,"thumbnail_url":8047,"tldr":8048,"tweet":8049,"unknown_tags":8050,"__hash__":8051},"summaries\u002Fsummaries\u002Ffd57c83c52bff523-real-time-interactive-video-the-next-medium-summary.md","Real-Time Interactive Video: The Next Medium",{"provider":7,"model":8,"input_tokens":7940,"output_tokens":7941,"processing_time_ms":7942,"cost_usd":7943},7277,845,4134,0.00308675,{"type":14,"value":7945,"toc":8016},[7946,7950,7953,7956,7960,7963,7983,7987,7990],[17,7947,7949],{"id":7948},"from-passive-files-to-programmable-worlds","From Passive Files to Programmable Worlds",[22,7951,7952],{},"Video generation has historically functioned like a slot machine: you provide a prompt, wait for a batch process, and receive a static file. Ahmed Ahres argues that true \"world models\" are not just longer clips or higher fidelity, but real-time, interactive video.",[22,7954,7955],{},"He draws a parallel to the evolution of GPS and digital viewfinders. Before GPS, maps were static artifacts; GPS enabled continuous, real-time positioning, which birthed the on-demand economy (e.g., Uber). Similarly, the digital viewfinder allowed creators to see what they were shooting in real-time, enabling the high-quality, iterative content creation seen on TikTok and Instagram. Real-time interactive video represents this same leap for generative media, moving from a \"generate-and-wait\" model to a \"steerable\" medium where users can influence the output as it renders.",[17,7957,7959],{"id":7958},"three-pillars-of-interactive-video","Three Pillars of Interactive Video",[22,7961,7962],{},"Real-time video generation unlocks three distinct categories of application:",[33,7964,7965,7971,7977],{},[36,7966,7967,7970],{},[39,7968,7969],{},"Infinite Interactive Content:"," Models that allow users to steer the narrative, such as prompting a character to appear or changing the environment while the video is actively generating. This ends the \"slot machine\" paradigm and provides creators with the ultimate form of control: instant feedback.",[36,7972,7973,7976],{},[39,7974,7975],{},"Controllable Worlds:"," Beyond gaming, these models are being applied to robotics training (generating infinite simulation data), educational experiences (placing students in historical or scientific scenarios), and medical simulations (testing outcomes of interventions in real-time).",[36,7978,7979,7982],{},[39,7980,7981],{},"Live Avatars:"," While currently in early stages and often suffering from \"uncanny\" performance, these models aim to provide interactive, stateful agents for customer support, sales, and streaming.",[17,7984,7986],{"id":7985},"the-engineering-shift-why-batch-playbooks-fail","The Engineering Shift: Why Batch Playbooks Fail",[22,7988,7989],{},"Building for real-time video requires abandoning the standard batch-inference playbook. The engineering requirements are fundamentally different:",[33,7991,7992,7998,8004,8010],{},[36,7993,7994,7997],{},[39,7995,7996],{},"Streaming vs. Files:"," Instead of returning a completed file, systems must stream pixels to the client, necessitating low-latency architecture.",[36,7999,8000,8003],{},[39,8001,8002],{},"Stateful Sessions:"," Unlike batch jobs, real-time sessions must maintain memory. If a character looks away and returns, the model must \"remember\" the state of the world, a significant challenge in current research.",[36,8005,8006,8009],{},[39,8007,8008],{},"Global Compute:"," To achieve the required sub-100ms latency, compute must be distributed globally. Deploying in a single region is insufficient; GPUs must be placed near the user to prevent the experience from breaking.",[36,8011,8012,8015],{},[39,8013,8014],{},"Evaluation:"," There is currently no standardized metric for evaluating real-time world models. The industry still relies on subjective human judgment, as traditional fidelity metrics do not capture the nuances of interactivity and consistency.",{"title":86,"searchDepth":87,"depth":87,"links":8017},[8018,8019,8020],{"id":7948,"depth":87,"text":7949},{"id":7958,"depth":87,"text":7959},{"id":7985,"depth":87,"text":7986},[93],{"content_references":8023,"triage":8033},[8024,8027,8029,8031],{"type":100,"title":8025,"url":8026,"context":102},"Reactor","https:\u002F\u002Fwww.ahmedahres.com",{"type":100,"title":8028,"context":102},"Sora",{"type":100,"title":8030,"context":102},"Genie",{"type":100,"title":8032,"context":102},"Vidu",{"relevance":110,"novelty":8034,"quality":110,"actionability":8034,"composite":8035,"reasoning":8036},3,3.6,"Category: AI & LLMs. The article discusses the shift from passive video content to interactive, real-time experiences, which aligns with AI and automation in product strategy. It presents new insights into the engineering challenges of implementing real-time video, but lacks specific actionable steps for implementation.","\u002Fsummaries\u002Ffd57c83c52bff523-real-time-interactive-video-the-next-medium-summary","2026-08-18 17:30:18","2026-08-19 03:11:27",{"title":7938,"description":86},{"loc":8037},"fd57c83c52bff523","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=5dCAmSDOAjI","summaries\u002Ffd57c83c52bff523-real-time-interactive-video-the-next-medium-summary",[125,126,8046,128],"product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F5dCAmSDOAjI\u002Fhqdefault.jpg","Real-time interactive video shifts content from passive files to programmable, steerable experiences. This transition requires a fundamental shift in infrastructure—moving from batch processing to low-latency, stateful streaming.","This talk argues that \"world models\" are not just a technical upgrade to video generation, but a shift from passive, batch-processed files to a real-time, interactive medium. The speaker, [Ahmed Ahres](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fahmedahres\u002F), compares this transition to the leap from static maps to GPS, suggesting that true utility in AI video requires sub-100ms latency and stateful infrastructure to allow for steering, control, and live interaction.",[128],"M-zhMOdZNL_NEv4yN_gs3eStNu2ld2XzVdmybGAH-O4",{"id":8053,"title":8054,"ai":8055,"body":8060,"categories":8102,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":8103,"navigation":113,"path":8108,"published_at":8109,"question":94,"scraped_at":8110,"seo":8111,"sitemap":8112,"source_id":8113,"source_name":120,"source_type":121,"source_url":8114,"stem":8115,"tags":8116,"thumbnail_url":8117,"tldr":8118,"tweet":8119,"unknown_tags":8120,"__hash__":8121},"summaries\u002Fsummaries\u002F721b001b285ce35a-building-real-time-photorealistic-ai-avatars-summary.md","Building Real-Time, Photorealistic AI Avatars",{"provider":7,"model":8,"input_tokens":8056,"output_tokens":8057,"processing_time_ms":8058,"cost_usd":8059},8410,647,3025,0.003073,{"type":14,"value":8061,"toc":8096},[8062,8066,8069,8072,8076,8079,8082,8086,8089,8093],[17,8063,8065],{"id":8064},"the-technical-architecture-of-real-time-avatars","The Technical Architecture of Real-Time Avatars",[22,8067,8068],{},"LemonSlice approaches the \"Avatar Turing Test\" by treating video generation as a world model problem focused on humans. Unlike traditional approaches that rely on pre-rendered clips or simple lip-syncing, their system uses a video Diffusion Transformer (DiT) model to handle full-body movement, object interaction, and physics.",[22,8070,8071],{},"To achieve real-time performance, the team collapses traditional 30-step denoising processes into a single step. A critical constraint is the inability to look into the future; because future frames do not exist during live interaction, the model is trained with an attention mask that forces it to rely solely on past context. This prevents the model from \"cheating\" by looking ahead, ensuring it remains reactive to live audio inputs.",[17,8073,8075],{"id":8074},"solving-error-accumulation-and-expressivity","Solving Error Accumulation and Expressivity",[22,8077,8078],{},"Generating video for long durations (e.g., 8-16 hours) introduces the risk of error accumulation, where small artifacts in early frames compound over time. LemonSlice addresses this by training models specifically to mitigate this drift, allowing for continuous, stable generation without resets.",[22,8080,8081],{},"Expressivity is primarily driven by audio. Most standard audio encoders are trained on audiobooks, which are monotone and lack the nuance required for natural conversation. LemonSlice emphasizes custom audio encoders that capture emotional variance, which are then mapped to facial expressions and micro-gestures. They are currently developing an \"emotion engine\"—a control layer that predicts the appropriate emotional state and physical action based on the incoming audio and text stream.",[17,8083,8085],{"id":8084},"the-importance-of-the-model-harness","The Importance of the Model Harness",[22,8087,8088],{},"Beyond the model itself, the \"model harness\" is identified as a primary source of durable value. This involves the complex orchestration of threads, GPU\u002FCPU queues, and buffers required to ensure video streams never stutter during interrupts or high-load scenarios. Despite the high pixel density of video compared to voice, the team has achieved cost parity with standard voice models, making these avatars viable for consumer-facing applications.",[17,8090,8092],{"id":8091},"future-outlook-the-eq-layer","Future Outlook: The EQ Layer",[22,8094,8095],{},"Sidney Primas posits that the future of AI interaction will involve a split architecture: an \"EQ layer\" (the visual\u002Femotional model) and an \"IQ layer\" (the LLM\u002Freasoning model). The EQ layer will eventually evolve into an end-to-end model that processes raw video and audio input from the user and outputs a fully realized, emotionally intelligent avatar, while the IQ layer handles tool calling and deep reasoning.",{"title":86,"searchDepth":87,"depth":87,"links":8097},[8098,8099,8100,8101],{"id":8064,"depth":87,"text":8065},{"id":8074,"depth":87,"text":8075},{"id":8084,"depth":87,"text":8085},{"id":8091,"depth":87,"text":8092},[93],{"content_references":8104,"triage":8105},[],{"relevance":110,"novelty":110,"quality":110,"actionability":8034,"composite":8106,"reasoning":8107},3.8,"Category: AI & LLMs. The article discusses the technical architecture of real-time AI avatars, addressing specific audience pain points such as the need for practical applications of AI in product development. It presents novel insights into the use of a video Diffusion Transformer model and the challenges of real-time video generation, making it relevant and actionable for developers interested in AI integration.","\u002Fsummaries\u002F721b001b285ce35a-building-real-time-photorealistic-ai-avatars-summary","2026-08-18 16:00:06","2026-08-19 03:11:41",{"title":8054,"description":86},{"loc":8108},"721b001b285ce35a","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=z1dqv74SpUs","summaries\u002F721b001b285ce35a-building-real-time-photorealistic-ai-avatars-summary",[125,126,8046,128],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fz1dqv74SpUs\u002Fhqdefault.jpg","LemonSlice is building a visual layer for AI agents by adapting world models to human interaction, focusing on low-latency video generation, emotional expressivity, and robust orchestration.","This talk is a technical post-mortem on the challenges of building real-time, long-duration video avatars. The speaker explains how [LemonSlice](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fsidneyprimas\u002F) adapts world models for human interaction by constraining attention masks to prevent future-looking bias and collapsing denoising steps to achieve low-latency performance.",[128],"HueTDtdV_aAzkYPHFwWhzoZVHOQD7E6WASIOoD20zVk",{"id":8123,"title":8124,"ai":8125,"body":8130,"categories":8158,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":8159,"navigation":113,"path":8169,"published_at":8170,"question":94,"scraped_at":8171,"seo":8172,"sitemap":8173,"source_id":8174,"source_name":8175,"source_type":121,"source_url":8176,"stem":8177,"tags":8178,"thumbnail_url":8180,"tldr":8181,"tweet":8182,"unknown_tags":8183,"__hash__":8184},"summaries\u002Fsummaries\u002Ff1307e2d97e136a0-agentic-debugging-in-chrome-devtools-with-gemini-summary.md","Agentic Debugging in Chrome DevTools with Gemini",{"provider":7,"model":8,"input_tokens":8126,"output_tokens":8127,"processing_time_ms":8128,"cost_usd":8129},5686,557,3616,0.002257,{"type":14,"value":8131,"toc":8153},[8132,8136,8139,8143,8146,8150],[17,8133,8135],{"id":8134},"agentic-workflows-and-context-awareness","Agentic Workflows and Context Awareness",[22,8137,8138],{},"Chrome DevTools has evolved from simple turn-based chat into an agentic debugging environment. Instead of requiring manual selection of DOM elements or network requests, the AI assistant now uses a context-selection agent to automatically identify relevant data. For instance, if you ask to improve page performance, the agent autonomously reloads the page, records a performance trace, and analyzes Core Web Vitals (LCP, INP, CLS) without further user intervention. This shift has reduced the word count of AI responses by 68% on average, prioritizing concise, actionable insights over verbose explanations.",[17,8140,8142],{"id":8141},"transparent-reasoning-with-structured-walkthroughs","Transparent Reasoning with Structured Walkthroughs",[22,8144,8145],{},"To ensure developers remain in control, the updated AI assistant includes \"Agent Walkthroughs.\" When Gemini performs an investigation, it generates a step-by-step record displayed in a split-view panel. This interface uses specialized widgets to visualize findings—such as computed styles, DOM trees, or Lighthouse audit scores. Each widget includes a \"reveal\" button that links directly to the corresponding data source within DevTools, allowing developers to verify the AI's logic and replicate the investigation manually.",[17,8147,8149],{"id":8148},"integration-with-external-coding-agents","Integration with External Coding Agents",[22,8151,8152],{},"Recognizing that debugging often happens in the browser but implementation happens in the IDE, Chrome introduced a \"Copy for your coding agent\" feature. This button condenses the entire investigation, including the context and potential fixes, into a structured prompt. This allows developers to seamlessly hand off findings to agentic IDEs like Cursor or Google Antigravity. Additionally, the new WebMCP (Model Context Protocol) support in the Application panel allows developers to inspect and debug how websites expose specialized tools to AI agents, ensuring the browser remains compatible with the evolving agentic web ecosystem.",{"title":86,"searchDepth":87,"depth":87,"links":8154},[8155,8156,8157],{"id":8134,"depth":87,"text":8135},{"id":8141,"depth":87,"text":8142},{"id":8148,"depth":87,"text":8149},[93],{"content_references":8160,"triage":8167},[8161,8165],{"type":100,"title":8162,"url":8163,"context":8164},"Chrome DevTools","https:\u002F\u002Fgoo.gle\u002F4dKnXaC","reviewed",{"type":100,"title":8166,"context":102},"WebMCP",{"relevance":109,"novelty":110,"quality":110,"actionability":110,"composite":111,"reasoning":8168},"Category: AI Automation. The article discusses the integration of agentic AI in Chrome DevTools, which directly addresses the audience's need for practical AI tools in debugging workflows. It provides specific examples of how the AI assistant improves performance tracing and debugging, making it actionable for developers.","\u002Fsummaries\u002Ff1307e2d97e136a0-agentic-debugging-in-chrome-devtools-with-gemini-summary","2026-05-21 23:45:27","2026-06-06 15:51:05",{"title":8124,"description":86},{"loc":8169},"f1307e2d97e136a0","Chrome for Developers","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=HKZ9mw6TaCo","summaries\u002Ff1307e2d97e136a0-agentic-debugging-in-chrome-devtools-with-gemini-summary",[125,8179,127,126],"frontend","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FHKZ9mw6TaCo\u002Fhqdefault.jpg","Chrome DevTools now features agentic AI assistance that autonomously gathers page context, performs performance traces, and provides actionable, concise debugging insights with transparent, step-by-step walkthroughs.","This session provides a walkthrough of the latest agentic updates to Chrome DevTools, specifically focusing on how Gemini can now autonomously trigger performance traces, audit accessibility, and provide structured, widget-based explanations for its reasoning. It also demonstrates how to export these diagnostic findings into a prompt format for use in external coding agents.",[],"WRL9wTctcOuwBqv0MV8I3PFV3c4FIoLfMpJtOFjygmY"]