[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-dccbbca00fb182e4-building-heartfelt-ai-animation-with-veo2-curation-summary":3,"summaries-facets-categories":94,"summary-related-dccbbca00fb182e4-building-heartfelt-ai-animation-with-veo2-curation-summary":6998},{"id":4,"title":5,"ai":6,"body":13,"categories":52,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":57,"navigation":78,"path":79,"published_at":54,"question":54,"scraped_at":80,"seo":81,"sitemap":82,"source_id":83,"source_name":84,"source_type":85,"source_url":86,"stem":87,"tags":88,"thumbnail_url":54,"tldr":91,"tweet":54,"unknown_tags":92,"__hash__":93},"summaries\u002Fsummaries\u002Fdccbbca00fb182e4-building-heartfelt-ai-animation-with-veo2-curation-summary.md","Building Heartfelt AI Animation with VEO2 Curation",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",4263,1924,12129,0.00130775,{"type":14,"value":15,"toc":45},"minimark",[16,21,25,28,32,35,38,42],[17,18,20],"h2",{"id":19},"veo2s-strengths-deliver-global-consistency-with-minimal-tweaks","VEO2's Strengths Deliver Global Consistency with Minimal Tweaks",[22,23,24],"p",{},"Google's VEO2 excels at prompt adherence and maintaining style across shots, enabling tweaks via simple word changes rather than full regenerations. Henry Daubrez generated 5,000–7,000 sequences, curating 1,700+ into a cohesive  short film by structuring prompts to overcome text-to-video limits like motion coherence and detail fidelity. This approach proves VEO2 handles complex narratives better than skeptics claim, countering Guillermo del Toro's 'semi-compelling screensavers' dismissal with a warm, Ghibli-inspired tale of lonely souls.",[22,26,27],{},"Trade-off: No magic—requires massive iteration and 'hoops' for vision alignment, but rewards with nostalgic feels absent in cold AI outputs.",[17,29,31],{"id":30},"steering-ai-requires-taste-and-relentless-editing","Steering AI Requires Taste and Relentless Editing",[22,33,34],{},"Success hinges on human direction: Daubrez, a 20-year designer without technical AI depth, rewrote prompts mid-process, echoing Nick Rubin's emphasis on building taste over code knowledge. Post-generation, he applied heavy editing, MMAudio effects, stock libraries, and Udio music to infuse heart, avoiding clinical results.",[22,36,37],{},"Key technique: Treat AI as a companion, not replacement—animators gain efficiency as tools improve, but 'steer the damn ship' for emotional depth. Defects persist if uncurated, yet curation turns raw outputs into proud, VHS-era evocative films.",[17,39,41],{"id":40},"practical-path-to-ai-film-production","Practical Path to AI Film Production",[22,43,44],{},"Start with influences like Don Bluth, 90s anime, and Studio Ghibli for prompt inspiration, ignoring purists like Miyazaki. Generate exhaustively, select ruthlessly (27–34% keep rate here), then polish in post. Outcome: A film evoking goosebumps, accessible to non-experts via taste-driven iteration, signaling AI's evolution for creators.",{"title":46,"searchDepth":47,"depth":47,"links":48},"",2,[49,50,51],{"id":19,"depth":47,"text":20},{"id":30,"depth":47,"text":31},{"id":40,"depth":47,"text":41},[53],"AI & LLMs",null,"md",false,{"content_references":58,"triage":73},[59,64,66,68],{"type":60,"title":61,"author":62,"context":63},"tool","VEO2","Google","mentioned",{"type":60,"title":65,"context":63},"MMAudio",{"type":60,"title":67,"context":63},"Udio",{"type":69,"title":70,"author":71,"context":72},"other","Nick Rubin interview","Nick Rubin","cited",{"relevance":74,"novelty":75,"quality":74,"actionability":74,"composite":76,"reasoning":77},4,3,3.8,"Category: AI & LLMs. The article discusses practical techniques for using VEO2 in animation, addressing the pain point of how to effectively use AI tools in creative processes. It provides actionable steps for curating AI-generated content, which is valuable for creators looking to integrate AI into their workflows.",true,"\u002Fsummaries\u002Fdccbbca00fb182e4-building-heartfelt-ai-animation-with-veo2-curation-summary","2026-04-16 03:01:59",{"title":5,"description":46},{"loc":79},"dccbbca00fb182e4","__oneoff__","article","https:\u002F\u002Fvimeo.com\u002F1047370252","summaries\u002Fdccbbca00fb182e4-building-heartfelt-ai-animation-with-veo2-curation-summary",[89,90],"ai-tools","prompt-engineering","Curate 1,700+ VEO2 generations from 5,000–7,000 total to achieve consistent, nostalgic animation—steer prompts iteratively for tweaks, then layer sound and edits for warmth.",[],"2iBy41xbZEYyLXDYdgSiEFogIzcCDh0JdhFKO8JPA-M",[95,97,100,102,105,107,110,113,115,117,119,121,124,126,128,130,132,135,137,139,141,143,146,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,198,200,202,204,206,208,210,212,214,216,218,220,222,224,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,268,270,272,274,276,278,280,282,284,286,288,290,292,294,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,362,364,366,368,370,372,374,376,378,380,382,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,418,420,422,424,426,428,430,432,434,436,438,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,500,502,504,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,546,548,550,552,554,556,558,560,562,564,566,568,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,858,860,862,864,866,869,871,873,875,877,879,881,883,885,887,889,891,893,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996],{"categories":96},[53],{"categories":98},[99],"Developer Productivity",{"categories":101},[53],{"categories":103},[104],"Business & SaaS",{"categories":106},[53],{"categories":108},[109],"AI Automation",{"categories":111},[112],"Product Strategy",{"categories":114},[109],{"categories":116},[53],{"categories":118},[99],{"categories":120},[109],{"categories":122},[123],"Software Engineering",{"categories":125},[53],{"categories":127},[104],{"categories":129},[],{"categories":131},[53],{"categories":133},[134],"Inference & Serving",{"categories":136},[53],{"categories":138},[53],{"categories":140},[109],{"categories":142},[],{"categories":144},[145],"AI News & Trends",{"categories":147},[148],"Data Science & Visualization",{"categories":150},[109],{"categories":152},[53],{"categories":154},[53],{"categories":156},[104],{"categories":158},[99],{"categories":160},[53],{"categories":162},[109],{"categories":164},[145],{"categories":166},[53],{"categories":168},[109],{"categories":170},[109],{"categories":172},[53],{"categories":174},[53],{"categories":176},[109],{"categories":178},[53],{"categories":180},[53],{"categories":182},[53],{"categories":184},[109],{"categories":186},[145],{"categories":188},[53],{"categories":190},[53],{"categories":192},[53],{"categories":194},[],{"categories":196},[197],"Design & Frontend",{"categories":199},[148],{"categories":201},[145],{"categories":203},[53],{"categories":205},[53],{"categories":207},[53],{"categories":209},[],{"categories":211},[53],{"categories":213},[53],{"categories":215},[109],{"categories":217},[123],{"categories":219},[53],{"categories":221},[109],{"categories":223},[53],{"categories":225},[226],"Marketing & Growth",{"categories":228},[197],{"categories":230},[53],{"categories":232},[109],{"categories":234},[53],{"categories":236},[53],{"categories":238},[123],{"categories":240},[53],{"categories":242},[],{"categories":244},[],{"categories":246},[197],{"categories":248},[53],{"categories":250},[109],{"categories":252},[99],{"categories":254},[123],{"categories":256},[109],{"categories":258},[197],{"categories":260},[112],{"categories":262},[53],{"categories":264},[123],{"categories":266},[267],"DevOps & Cloud",{"categories":269},[109],{"categories":271},[112],{"categories":273},[145],{"categories":275},[53],{"categories":277},[],{"categories":279},[53],{"categories":281},[53],{"categories":283},[],{"categories":285},[109],{"categories":287},[123],{"categories":289},[],{"categories":291},[123],{"categories":293},[53],{"categories":295},[296],"Governance & Standards",{"categories":298},[104],{"categories":300},[],{"categories":302},[],{"categories":304},[53],{"categories":306},[53],{"categories":308},[109],{"categories":310},[53],{"categories":312},[53],{"categories":314},[109],{"categories":316},[53],{"categories":318},[53],{"categories":320},[53],{"categories":322},[],{"categories":324},[123],{"categories":326},[],{"categories":328},[],{"categories":330},[53],{"categories":332},[123],{"categories":334},[],{"categories":336},[123],{"categories":338},[53],{"categories":340},[53],{"categories":342},[226],{"categories":344},[53],{"categories":346},[53],{"categories":348},[53],{"categories":350},[197],{"categories":352},[197],{"categories":354},[53],{"categories":356},[123],{"categories":358},[109],{"categories":360},[361],"GovTech & Public-Sector Adoption",{"categories":363},[123],{"categories":365},[53],{"categories":367},[53],{"categories":369},[53],{"categories":371},[109],{"categories":373},[109],{"categories":375},[148],{"categories":377},[53],{"categories":379},[145],{"categories":381},[109],{"categories":383},[384],"Legal AI Tools",{"categories":386},[53],{"categories":388},[109],{"categories":390},[53],{"categories":392},[226],{"categories":394},[109],{"categories":396},[112],{"categories":398},[53],{"categories":400},[123],{"categories":402},[361],{"categories":404},[],{"categories":406},[109],{"categories":408},[],{"categories":410},[104],{"categories":412},[109],{"categories":414},[109],{"categories":416},[417],"RAG & Retrieval",{"categories":419},[104],{"categories":421},[53],{"categories":423},[123],{"categories":425},[123],{"categories":427},[267],{"categories":429},[197],{"categories":431},[109],{"categories":433},[53],{"categories":435},[53],{"categories":437},[],{"categories":439},[440],"Agents & Orchestration",{"categories":442},[123],{"categories":444},[53],{"categories":446},[],{"categories":448},[109],{"categories":450},[104],{"categories":452},[],{"categories":454},[53],{"categories":456},[],{"categories":458},[53],{"categories":460},[99],{"categories":462},[123],{"categories":464},[104],{"categories":466},[53],{"categories":468},[109],{"categories":470},[53],{"categories":472},[145],{"categories":474},[53],{"categories":476},[],{"categories":478},[53],{"categories":480},[],{"categories":482},[53],{"categories":484},[123],{"categories":486},[53],{"categories":488},[109],{"categories":490},[148],{"categories":492},[],{"categories":494},[53],{"categories":496},[197],{"categories":498},[499],"Models & Frontier Labs",{"categories":501},[],{"categories":503},[197],{"categories":505},[506],"Regulation & Governance of AI",{"categories":508},[112],{"categories":510},[109],{"categories":512},[],{"categories":514},[53],{"categories":516},[53],{"categories":518},[109],{"categories":520},[109],{"categories":522},[145],{"categories":524},[53],{"categories":526},[104],{"categories":528},[53],{"categories":530},[109],{"categories":532},[],{"categories":534},[123],{"categories":536},[109],{"categories":538},[53],{"categories":540},[112],{"categories":542},[53],{"categories":544},[545],"AI Policy & Regulation",{"categories":547},[],{"categories":549},[53],{"categories":551},[109],{"categories":553},[112],{"categories":555},[109],{"categories":557},[53],{"categories":559},[53],{"categories":561},[53],{"categories":563},[109],{"categories":565},[],{"categories":567},[148],{"categories":569},[570],"Evals & Reliability",{"categories":572},[53],{"categories":574},[53],{"categories":576},[],{"categories":578},[99],{"categories":580},[361],{"categories":582},[545],{"categories":584},[53],{"categories":586},[104],{"categories":588},[53],{"categories":590},[109],{"categories":592},[53],{"categories":594},[109],{"categories":596},[440],{"categories":598},[53],{"categories":600},[123],{"categories":602},[53],{"categories":604},[],{"categories":606},[197],{"categories":608},[],{"categories":610},[53],{"categories":612},[361],{"categories":614},[53],{"categories":616},[53],{"categories":618},[53],{"categories":620},[],{"categories":622},[53],{"categories":624},[197],{"categories":626},[123],{"categories":628},[],{"categories":630},[53],{"categories":632},[],{"categories":634},[109],{"categories":636},[53],{"categories":638},[197],{"categories":640},[],{"categories":642},[53],{"categories":644},[53],{"categories":646},[148],{"categories":648},[109],{"categories":650},[53],{"categories":652},[104],{"categories":654},[109],{"categories":656},[53],{"categories":658},[53],{"categories":660},[123],{"categories":662},[197],{"categories":664},[53],{"categories":666},[109],{"categories":668},[],{"categories":670},[123],{"categories":672},[109],{"categories":674},[148],{"categories":676},[],{"categories":678},[53],{"categories":680},[145],{"categories":682},[53],{"categories":684},[],{"categories":686},[53],{"categories":688},[53],{"categories":690},[53],{"categories":692},[104,226],{"categories":694},[],{"categories":696},[123],{"categories":698},[53],{"categories":700},[53],{"categories":702},[109],{"categories":704},[53],{"categories":706},[],{"categories":708},[],{"categories":710},[53],{"categories":712},[197],{"categories":714},[53],{"categories":716},[],{"categories":718},[53],{"categories":720},[267],{"categories":722},[],{"categories":724},[109],{"categories":726},[145],{"categories":728},[53],{"categories":730},[53],{"categories":732},[197],{"categories":734},[],{"categories":736},[145],{"categories":738},[53],{"categories":740},[134],{"categories":742},[53],{"categories":744},[53],{"categories":746},[109],{"categories":748},[145],{"categories":750},[499],{"categories":752},[53],{"categories":754},[226],{"categories":756},[],{"categories":758},[109],{"categories":760},[104],{"categories":762},[123],{"categories":764},[53],{"categories":766},[109],{"categories":768},[],{"categories":770},[53,267],{"categories":772},[53],{"categories":774},[53],{"categories":776},[53],{"categories":778},[109],{"categories":780},[53,123],{"categories":782},[148],{"categories":784},[53],{"categories":786},[53],{"categories":788},[53],{"categories":790},[123],{"categories":792},[53],{"categories":794},[109],{"categories":796},[109],{"categories":798},[545],{"categories":800},[226],{"categories":802},[53],{"categories":804},[109],{"categories":806},[53],{"categories":808},[53],{"categories":810},[109],{"categories":812},[],{"categories":814},[109],{"categories":816},[53],{"categories":818},[53],{"categories":820},[109],{"categories":822},[53],{"categories":824},[53,104],{"categories":826},[53],{"categories":828},[104],{"categories":830},[],{"categories":832},[197],{"categories":834},[197],{"categories":836},[53],{"categories":838},[],{"categories":840},[],{"categories":842},[53],{"categories":844},[145],{"categories":846},[],{"categories":848},[99],{"categories":850},[53],{"categories":852},[123],{"categories":854},[53],{"categories":856},[857],"Generative UI & Design-to-Code",{"categories":859},[53],{"categories":861},[53],{"categories":863},[197],{"categories":865},[53],{"categories":867},[868],"Algorithmic Accountability",{"categories":870},[109],{"categories":872},[123],{"categories":874},[145],{"categories":876},[197],{"categories":878},[53],{"categories":880},[],{"categories":882},[112],{"categories":884},[53],{"categories":886},[53],{"categories":888},[53],{"categories":890},[53],{"categories":892},[109],{"categories":894},[895],"MLOps & Infrastructure",{"categories":897},[53],{"categories":899},[53],{"categories":901},[53],{"categories":903},[53],{"categories":905},[53],{"categories":907},[123],{"categories":909},[145],{"categories":911},[53],{"categories":913},[112],{"categories":915},[99],{"categories":917},[53],{"categories":919},[109],{"categories":921},[267],{"categories":923},[53],{"categories":925},[104],{"categories":927},[53],{"categories":929},[197],{"categories":931},[53],{"categories":933},[53],{"categories":935},[109],{"categories":937},[],{"categories":939},[],{"categories":941},[53],{"categories":943},[134],{"categories":945},[197],{"categories":947},[145],{"categories":949},[148],{"categories":951},[],{"categories":953},[53],{"categories":955},[53],{"categories":957},[104],{"categories":959},[109],{"categories":961},[53],{"categories":963},[53],{"categories":965},[53],{"categories":967},[53],{"categories":969},[145],{"categories":971},[134],{"categories":973},[53],{"categories":975},[197],{"categories":977},[53],{"categories":979},[],{"categories":981},[109],{"categories":983},[123],{"categories":985},[],{"categories":987},[53],{"categories":989},[53],{"categories":991},[109],{"categories":993},[123],{"categories":995},[53],{"categories":997},[148],{"categories":999},[197],{"categories":1001},[],{"categories":1003},[53],{"categories":1005},[],{"categories":1007},[53],{"categories":1009},[],{"categories":1011},[53],{"categories":1013},[53],{"categories":1015},[112],{"categories":1017},[104],{"categories":1019},[109],{"categories":1021},[109],{"categories":1023},[],{"categories":1025},[53],{"categories":1027},[99],{"categories":1029},[53],{"categories":1031},[53],{"categories":1033},[104],{"categories":1035},[145],{"categories":1037},[99],{"categories":1039},[],{"categories":1041},[53],{"categories":1043},[],{"categories":1045},[53],{"categories":1047},[],{"categories":1049},[145],{"categories":1051},[145],{"categories":1053},[],{"categories":1055},[440],{"categories":1057},[53],{"categories":1059},[197],{"categories":1061},[123],{"categories":1063},[],{"categories":1065},[384],{"categories":1067},[109],{"categories":1069},[104],{"categories":1071},[],{"categories":1073},[],{"categories":1075},[99],{"categories":1077},[148],{"categories":1079},[],{"categories":1081},[226],{"categories":1083},[109],{"categories":1085},[104],{"categories":1087},[109],{"categories":1089},[53],{"categories":1091},[104],{"categories":1093},[53],{"categories":1095},[123],{"categories":1097},[],{"categories":1099},[134],{"categories":1101},[112],{"categories":1103},[53],{"categories":1105},[197],{"categories":1107},[123],{"categories":1109},[104],{"categories":1111},[53],{"categories":1113},[123],{"categories":1115},[53],{"categories":1117},[109],{"categories":1119},[104],{"categories":1121},[53],{"categories":1123},[53],{"categories":1125},[53],{"categories":1127},[53],{"categories":1129},[53],{"categories":1131},[],{"categories":1133},[],{"categories":1135},[123],{"categories":1137},[148],{"categories":1139},[112],{"categories":1141},[53],{"categories":1143},[109],{"categories":1145},[123],{"categories":1147},[123],{"categories":1149},[53],{"categories":1151},[],{"categories":1153},[145],{"categories":1155},[112],{"categories":1157},[112],{"categories":1159},[123],{"categories":1161},[53],{"categories":1163},[570],{"categories":1165},[267],{"categories":1167},[],{"categories":1169},[109],{"categories":1171},[53],{"categories":1173},[],{"categories":1175},[99],{"categories":1177},[],{"categories":1179},[53],{"categories":1181},[53],{"categories":1183},[53],{"categories":1185},[197],{"categories":1187},[226],{"categories":1189},[53],{"categories":1191},[123],{"categories":1193},[53],{"categories":1195},[109],{"categories":1197},[],{"categories":1199},[123],{"categories":1201},[53],{"categories":1203},[99],{"categories":1205},[],{"categories":1207},[104],{"categories":1209},[53],{"categories":1211},[53],{"categories":1213},[145],{"categories":1215},[53,267],{"categories":1217},[53],{"categories":1219},[1220],"Design Systems for AI",{"categories":1222},[53],{"categories":1224},[53],{"categories":1226},[145],{"categories":1228},[53],{"categories":1230},[53],{"categories":1232},[53],{"categories":1234},[104],{"categories":1236},[53],{"categories":1238},[53],{"categories":1240},[53],{"categories":1242},[],{"categories":1244},[53],{"categories":1246},[53],{"categories":1248},[104],{"categories":1250},[53],{"categories":1252},[],{"categories":1254},[109],{"categories":1256},[109],{"categories":1258},[123],{"categories":1260},[145],{"categories":1262},[123],{"categories":1264},[53],{"categories":1266},[197],{"categories":1268},[145],{"categories":1270},[148],{"categories":1272},[53],{"categories":1274},[53],{"categories":1276},[109],{"categories":1278},[99],{"categories":1280},[545],{"categories":1282},[53],{"categories":1284},[109],{"categories":1286},[53],{"categories":1288},[123],{"categories":1290},[123],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[53],{"categories":1298},[109],{"categories":1300},[112],{"categories":1302},[],{"categories":1304},[104],{"categories":1306},[53],{"categories":1308},[],{"categories":1310},[197],{"categories":1312},[123],{"categories":1314},[109],{"categories":1316},[123],{"categories":1318},[197],{"categories":1320},[53],{"categories":1322},[53],{"categories":1324},[197],{"categories":1326},[],{"categories":1328},[],{"categories":1330},[145],{"categories":1332},[109],{"categories":1334},[109],{"categories":1336},[53],{"categories":1338},[53],{"categories":1340},[53],{"categories":1342},[53],{"categories":1344},[104],{"categories":1346},[53],{"categories":1348},[53],{"categories":1350},[],{"categories":1352},[123],{"categories":1354},[123],{"categories":1356},[53],{"categories":1358},[123],{"categories":1360},[104],{"categories":1362},[],{"categories":1364},[53],{"categories":1366},[53],{"categories":1368},[53],{"categories":1370},[53],{"categories":1372},[53],{"categories":1374},[109],{"categories":1376},[99],{"categories":1378},[104],{"categories":1380},[53],{"categories":1382},[109],{"categories":1384},[145],{"categories":1386},[109],{"categories":1388},[134],{"categories":1390},[226],{"categories":1392},[53],{"categories":1394},[109],{"categories":1396},[53],{"categories":1398},[53],{"categories":1400},[53],{"categories":1402},[],{"categories":1404},[197],{"categories":1406},[],{"categories":1408},[53],{"categories":1410},[53],{"categories":1412},[],{"categories":1414},[53],{"categories":1416},[123],{"categories":1418},[104],{"categories":1420},[1421],"Visual & Generative Media",{"categories":1423},[109],{"categories":1425},[],{"categories":1427},[53],{"categories":1429},[53],{"categories":1431},[123],{"categories":1433},[267],{"categories":1435},[53],{"categories":1437},[148],{"categories":1439},[545],{"categories":1441},[123],{"categories":1443},[226],{"categories":1445},[53],{"categories":1447},[197],{"categories":1449},[53],{"categories":1451},[53],{"categories":1453},[123],{"categories":1455},[109],{"categories":1457},[53],{"categories":1459},[],{"categories":1461},[],{"categories":1463},[109],{"categories":1465},[123],{"categories":1467},[99],{"categories":1469},[109],{"categories":1471},[499],{"categories":1473},[53],{"categories":1475},[112],{"categories":1477},[53],{"categories":1479},[104],{"categories":1481},[],{"categories":1483},[53],{"categories":1485},[112],{"categories":1487},[53],{"categories":1489},[53],{"categories":1491},[53],{"categories":1493},[112],{"categories":1495},[53],{"categories":1497},[53],{"categories":1499},[226],{"categories":1501},[53],{"categories":1503},[440],{"categories":1505},[53],{"categories":1507},[109],{"categories":1509},[53],{"categories":1511},[53],{"categories":1513},[53],{"categories":1515},[53],{"categories":1517},[197],{"categories":1519},[109],{"categories":1521},[],{"categories":1523},[109],{"categories":1525},[],{"categories":1527},[267],{"categories":1529},[123],{"categories":1531},[],{"categories":1533},[499],{"categories":1535},[53],{"categories":1537},[109],{"categories":1539},[109],{"categories":1541},[53],{"categories":1543},[197,53],{"categories":1545},[99],{"categories":1547},[53],{"categories":1549},[197],{"categories":1551},[],{"categories":1553},[53],{"categories":1555},[99],{"categories":1557},[53],{"categories":1559},[1560],"Medical Imaging & Radiology",{"categories":1562},[53],{"categories":1564},[53],{"categories":1566},[53],{"categories":1568},[197],{"categories":1570},[109],{"categories":1572},[123],{"categories":1574},[],{"categories":1576},[53],{"categories":1578},[53],{"categories":1580},[53],{"categories":1582},[],{"categories":1584},[],{"categories":1586},[53],{"categories":1588},[53],{"categories":1590},[440],{"categories":1592},[53],{"categories":1594},[99],{"categories":1596},[53],{"categories":1598},[53],{"categories":1600},[],{"categories":1602},[109],{"categories":1604},[53],{"categories":1606},[112],{"categories":1608},[123],{"categories":1610},[53],{"categories":1612},[109],{"categories":1614},[440],{"categories":1616},[53],{"categories":1618},[109],{"categories":1620},[53],{"categories":1622},[53],{"categories":1624},[53],{"categories":1626},[197],{"categories":1628},[109],{"categories":1630},[267],{"categories":1632},[197],{"categories":1634},[104],{"categories":1636},[109],{"categories":1638},[145],{"categories":1640},[53],{"categories":1642},[53],{"categories":1644},[112],{"categories":1646},[53],{"categories":1648},[53],{"categories":1650},[53],{"categories":1652},[53],{"categories":1654},[109],{"categories":1656},[53],{"categories":1658},[123],{"categories":1660},[123],{"categories":1662},[53],{"categories":1664},[112],{"categories":1666},[],{"categories":1668},[145],{"categories":1670},[],{"categories":1672},[112],{"categories":1674},[109],{"categories":1676},[53],{"categories":1678},[109],{"categories":1680},[1220],{"categories":1682},[1220],{"categories":1684},[197],{"categories":1686},[53],{"categories":1688},[53],{"categories":1690},[53],{"categories":1692},[109],{"categories":1694},[123],{"categories":1696},[197],{"categories":1698},[109],{"categories":1700},[145],{"categories":1702},[],{"categories":1704},[53],{"categories":1706},[],{"categories":1708},[53],{"categories":1710},[53],{"categories":1712},[53],{"categories":1714},[53],{"categories":1716},[109],{"categories":1718},[1719],"Contract Review & E-Discovery",{"categories":1721},[53],{"categories":1723},[197],{"categories":1725},[53],{"categories":1727},[99],{"categories":1729},[53],{"categories":1731},[145],{"categories":1733},[53],{"categories":1735},[53],{"categories":1737},[226],{"categories":1739},[123],{"categories":1741},[53],{"categories":1743},[53],{"categories":1745},[109],{"categories":1747},[109],{"categories":1749},[868],{"categories":1751},[53],{"categories":1753},[53],{"categories":1755},[109],{"categories":1757},[109],{"categories":1759},[53],{"categories":1761},[53],{"categories":1763},[53],{"categories":1765},[109],{"categories":1767},[53],{"categories":1769},[53],{"categories":1771},[440],{"categories":1773},[417],{"categories":1775},[53],{"categories":1777},[109],{"categories":1779},[53],{"categories":1781},[1782],"Law-Firm Practice & Adoption",{"categories":1784},[53],{"categories":1786},[109],{"categories":1788},[197],{"categories":1790},[53],{"categories":1792},[53],{"categories":1794},[53],{"categories":1796},[],{"categories":1798},[],{"categories":1800},[123],{"categories":1802},[53],{"categories":1804},[],{"categories":1806},[109],{"categories":1808},[99],{"categories":1810},[267],{"categories":1812},[53],{"categories":1814},[],{"categories":1816},[99],{"categories":1818},[104],{"categories":1820},[53],{"categories":1822},[226],{"categories":1824},[],{"categories":1826},[104],{"categories":1828},[109],{"categories":1830},[104],{"categories":1832},[],{"categories":1834},[53],{"categories":1836},[112],{"categories":1838},[53],{"categories":1840},[123],{"categories":1842},[],{"categories":1844},[],{"categories":1846},[],{"categories":1848},[],{"categories":1850},[53],{"categories":1852},[112],{"categories":1854},[109],{"categories":1856},[267],{"categories":1858},[53],{"categories":1860},[99],{"categories":1862},[123],{"categories":1864},[53],{"categories":1866},[53],{"categories":1868},[123],{"categories":1870},[112],{"categories":1872},[53],{"categories":1874},[53],{"categories":1876},[53],{"categories":1878},[895],{"categories":1880},[53],{"categories":1882},[123],{"categories":1884},[53],{"categories":1886},[226],{"categories":1888},[123],{"categories":1890},[104],{"categories":1892},[53],{"categories":1894},[53],{"categories":1896},[53],{"categories":1898},[197],{"categories":1900},[53],{"categories":1902},[53],{"categories":1904},[53],{"categories":1906},[53],{"categories":1908},[104],{"categories":1910},[109],{"categories":1912},[53,99],{"categories":1914},[440],{"categories":1916},[53],{"categories":1918},[53],{"categories":1920},[123],{"categories":1922},[123],{"categories":1924},[197],{"categories":1926},[109],{"categories":1928},[109],{"categories":1930},[123],{"categories":1932},[53],{"categories":1934},[53],{"categories":1936},[53],{"categories":1938},[],{"categories":1940},[],{"categories":1942},[53],{"categories":1944},[148],{"categories":1946},[53],{"categories":1948},[109],{"categories":1950},[],{"categories":1952},[53],{"categories":1954},[53],{"categories":1956},[123],{"categories":1958},[148],{"categories":1960},[145],{"categories":1962},[197],{"categories":1964},[53],{"categories":1966},[109],{"categories":1968},[53],{"categories":1970},[123],{"categories":1972},[],{"categories":1974},[109],{"categories":1976},[53],{"categories":1978},[53],{"categories":1980},[53],{"categories":1982},[53],{"categories":1984},[],{"categories":1986},[109],{"categories":1988},[53],{"categories":1990},[53],{"categories":1992},[53],{"categories":1994},[],{"categories":1996},[109],{"categories":1998},[53],{"categories":2000},[53],{"categories":2002},[104],{"categories":2004},[53],{"categories":2006},[53],{"categories":2008},[],{"categories":2010},[99],{"categories":2012},[53],{"categories":2014},[53],{"categories":2016},[53],{"categories":2018},[197],{"categories":2020},[53],{"categories":2022},[123],{"categories":2024},[53],{"categories":2026},[99],{"categories":2028},[53],{"categories":2030},[123],{"categories":2032},[226],{"categories":2034},[109],{"categories":2036},[109],{"categories":2038},[53],{"categories":2040},[53],{"categories":2042},[53,197],{"categories":2044},[53],{"categories":2046},[109],{"categories":2048},[145],{"categories":2050},[53],{"categories":2052},[145],{"categories":2054},[109],{"categories":2056},[197],{"categories":2058},[53],{"categories":2060},[],{"categories":2062},[123],{"categories":2064},[267],{"categories":2066},[197],{"categories":2068},[123],{"categories":2070},[53],{"categories":2072},[112],{"categories":2074},[53],{"categories":2076},[53],{"categories":2078},[109],{"categories":2080},[],{"categories":2082},[],{"categories":2084},[53],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[112],{"categories":2092},[123],{"categories":2094},[53],{"categories":2096},[109],{"categories":2098},[109],{"categories":2100},[104],{"categories":2102},[109],{"categories":2104},[267],{"categories":2106},[53],{"categories":2108},[53],{"categories":2110},[53],{"categories":2112},[134],{"categories":2114},[53],{"categories":2116},[53],{"categories":2118},[53],{"categories":2120},[123],{"categories":2122},[109],{"categories":2124},[53],{"categories":2126},[53],{"categories":2128},[123],{"categories":2130},[384],{"categories":2132},[109],{"categories":2134},[868],{"categories":2136},[],{"categories":2138},[197],{"categories":2140},[1782],{"categories":2142},[123],{"categories":2144},[],{"categories":2146},[],{"categories":2148},[53],{"categories":2150},[109],{"categories":2152},[],{"categories":2154},[],{"categories":2156},[53],{"categories":2158},[226],{"categories":2160},[53],{"categories":2162},[226],{"categories":2164},[109],{"categories":2166},[53],{"categories":2168},[53],{"categories":2170},[123],{"categories":2172},[112],{"categories":2174},[],{"categories":2176},[53],{"categories":2178},[53],{"categories":2180},[123],{"categories":2182},[1719],{"categories":2184},[197],{"categories":2186},[197],{"categories":2188},[53],{"categories":2190},[109],{"categories":2192},[99],{"categories":2194},[53],{"categories":2196},[53],{"categories":2198},[53],{"categories":2200},[53],{"categories":2202},[197],{"categories":2204},[197],{"categories":2206},[109],{"categories":2208},[109],{"categories":2210},[109],{"categories":2212},[53],{"categories":2214},[53],{"categories":2216},[],{"categories":2218},[53],{"categories":2220},[],{"categories":2222},[2223],"Interaction & Product Design",{"categories":2225},[53],{"categories":2227},[109],{"categories":2229},[123],{"categories":2231},[296],{"categories":2233},[145],{"categories":2235},[123],{"categories":2237},[53],{"categories":2239},[53],{"categories":2241},[53],{"categories":2243},[123],{"categories":2245},[53],{"categories":2247},[99],{"categories":2249},[109],{"categories":2251},[53],{"categories":2253},[],{"categories":2255},[109],{"categories":2257},[109],{"categories":2259},[109],{"categories":2261},[],{"categories":2263},[123],{"categories":2265},[53],{"categories":2267},[109],{"categories":2269},[99],{"categories":2271},[2223],{"categories":2273},[53],{"categories":2275},[99],{"categories":2277},[99],{"categories":2279},[],{"categories":2281},[109],{"categories":2283},[123],{"categories":2285},[],{"categories":2287},[109],{"categories":2289},[145],{"categories":2291},[53],{"categories":2293},[109],{"categories":2295},[53],{"categories":2297},[109],{"categories":2299},[109],{"categories":2301},[53],{"categories":2303},[53],{"categories":2305},[145],{"categories":2307},[148],{"categories":2309},[53],{"categories":2311},[112],{"categories":2313},[123],{"categories":2315},[2316],"Coding Agents & Dev Productivity",{"categories":2318},[145],{"categories":2320},[197],{"categories":2322},[53],{"categories":2324},[53],{"categories":2326},[],{"categories":2328},[53],{"categories":2330},[868],{"categories":2332},[],{"categories":2334},[53],{"categories":2336},[53],{"categories":2338},[267],{"categories":2340},[53],{"categories":2342},[145],{"categories":2344},[],{"categories":2346},[],{"categories":2348},[53],{"categories":2350},[],{"categories":2352},[109],{"categories":2354},[53],{"categories":2356},[],{"categories":2358},[123],{"categories":2360},[123],{"categories":2362},[53],{"categories":2364},[148],{"categories":2366},[],{"categories":2368},[53],{"categories":2370},[53],{"categories":2372},[53],{"categories":2374},[148],{"categories":2376},[123],{"categories":2378},[109],{"categories":2380},[],{"categories":2382},[],{"categories":2384},[53],{"categories":2386},[53],{"categories":2388},[109],{"categories":2390},[109],{"categories":2392},[361],{"categories":2394},[123],{"categories":2396},[123],{"categories":2398},[109],{"categories":2400},[145],{"categories":2402},[145],{"categories":2404},[109],{"categories":2406},[109],{"categories":2408},[53],{"categories":2410},[99],{"categories":2412},[2223],{"categories":2414},[112],{"categories":2416},[53,267],{"categories":2418},[148],{"categories":2420},[],{"categories":2422},[197],{"categories":2424},[109],{"categories":2426},[123],{"categories":2428},[99],{"categories":2430},[53],{"categories":2432},[109],{"categories":2434},[2435],"The Designer's Role & Craft",{"categories":2437},[197],{"categories":2439},[],{"categories":2441},[109],{"categories":2443},[53],{"categories":2445},[109],{"categories":2447},[109],{"categories":2449},[53],{"categories":2451},[226],{"categories":2453},[53],{"categories":2455},[123],{"categories":2457},[53],{"categories":2459},[197],{"categories":2461},[53],{"categories":2463},[],{"categories":2465},[109],{"categories":2467},[197],{"categories":2469},[112],{"categories":2471},[53],{"categories":2473},[53],{"categories":2475},[53],{"categories":2477},[2478],"AI UX Patterns",{"categories":2480},[109],{"categories":2482},[109],{"categories":2484},[109],{"categories":2486},[109],{"categories":2488},[226],{"categories":2490},[148],{"categories":2492},[53],{"categories":2494},[109],{"categories":2496},[53],{"categories":2498},[1220],{"categories":2500},[],{"categories":2502},[226],{"categories":2504},[109],{"categories":2506},[145],{"categories":2508},[123],{"categories":2510},[53],{"categories":2512},[109],{"categories":2514},[],{"categories":2516},[],{"categories":2518},[53],{"categories":2520},[53],{"categories":2522},[109],{"categories":2524},[53],{"categories":2526},[109],{"categories":2528},[361],{"categories":2530},[197],{"categories":2532},[53],{"categories":2534},[145],{"categories":2536},[123],{"categories":2538},[53],{"categories":2540},[109],{"categories":2542},[109],{"categories":2544},[],{"categories":2546},[53],{"categories":2548},[],{"categories":2550},[53],{"categories":2552},[],{"categories":2554},[53],{"categories":2556},[53],{"categories":2558},[53],{"categories":2560},[109],{"categories":2562},[123],{"categories":2564},[],{"categories":2566},[],{"categories":2568},[148],{"categories":2570},[134],{"categories":2572},[53],{"categories":2574},[53],{"categories":2576},[53],{"categories":2578},[148],{"categories":2580},[53],{"categories":2582},[53],{"categories":2584},[145],{"categories":2586},[53],{"categories":2588},[53],{"categories":2590},[53],{"categories":2592},[109],{"categories":2594},[53],{"categories":2596},[109],{"categories":2598},[53],{"categories":2600},[53],{"categories":2602},[53],{"categories":2604},[109],{"categories":2606},[],{"categories":2608},[53],{"categories":2610},[],{"categories":2612},[53],{"categories":2614},[53],{"categories":2616},[267],{"categories":2618},[53],{"categories":2620},[],{"categories":2622},[],{"categories":2624},[197],{"categories":2626},[895],{"categories":2628},[109],{"categories":2630},[99],{"categories":2632},[2435],{"categories":2634},[],{"categories":2636},[],{"categories":2638},[53],{"categories":2640},[],{"categories":2642},[],{"categories":2644},[123],{"categories":2646},[145],{"categories":2648},[226],{"categories":2650},[109],{"categories":2652},[104],{"categories":2654},[53],{"categories":2656},[53],{"categories":2658},[104],{"categories":2660},[],{"categories":2662},[197],{"categories":2664},[112],{"categories":2666},[53],{"categories":2668},[53],{"categories":2670},[109],{"categories":2672},[104],{"categories":2674},[53],{"categories":2676},[53],{"categories":2678},[99],{"categories":2680},[53],{"categories":2682},[53],{"categories":2684},[],{"categories":2686},[99],{"categories":2688},[53],{"categories":2690},[226],{"categories":2692},[109],{"categories":2694},[145],{"categories":2696},[53],{"categories":2698},[123],{"categories":2700},[53],{"categories":2702},[53],{"categories":2704},[104],{"categories":2706},[53],{"categories":2708},[53],{"categories":2710},[53],{"categories":2712},[109],{"categories":2714},[53],{"categories":2716},[],{"categories":2718},[53],{"categories":2720},[123],{"categories":2722},[99],{"categories":2724},[53],{"categories":2726},[53],{"categories":2728},[53],{"categories":2730},[],{"categories":2732},[53],{"categories":2734},[440],{"categories":2736},[109],{"categories":2738},[104],{"categories":2740},[145],{"categories":2742},[53],{"categories":2744},[53],{"categories":2746},[],{"categories":2748},[104],{"categories":2750},[104],{"categories":2752},[53],{"categories":2754},[53],{"categories":2756},[112],{"categories":2758},[53],{"categories":2760},[53],{"categories":2762},[53],{"categories":2764},[53],{"categories":2766},[123],{"categories":2768},[123],{"categories":2770},[53],{"categories":2772},[],{"categories":2774},[123],{"categories":2776},[53],{"categories":2778},[123],{"categories":2780},[109],{"categories":2782},[545],{"categories":2784},[],{"categories":2786},[],{"categories":2788},[53],{"categories":2790},[145],{"categories":2792},[],{"categories":2794},[267],{"categories":2796},[53],{"categories":2798},[53],{"categories":2800},[53],{"categories":2802},[197],{"categories":2804},[857],{"categories":2806},[],{"categories":2808},[53],{"categories":2810},[53],{"categories":2812},[53],{"categories":2814},[123],{"categories":2816},[53],{"categories":2818},[53],{"categories":2820},[53,267],{"categories":2822},[53],{"categories":2824},[53],{"categories":2826},[197],{"categories":2828},[109],{"categories":2830},[],{"categories":2832},[109],{"categories":2834},[109],{"categories":2836},[53],{"categories":2838},[53],{"categories":2840},[53],{"categories":2842},[53],{"categories":2844},[148],{"categories":2846},[53],{"categories":2848},[2478],{"categories":2850},[99],{"categories":2852},[148],{"categories":2854},[99],{"categories":2856},[123],{"categories":2858},[197],{"categories":2860},[109],{"categories":2862},[53],{"categories":2864},[],{"categories":2866},[104],{"categories":2868},[53],{"categories":2870},[53],{"categories":2872},[145],{"categories":2874},[53],{"categories":2876},[53],{"categories":2878},[53],{"categories":2880},[109],{"categories":2882},[53],{"categories":2884},[53],{"categories":2886},[53],{"categories":2888},[104],{"categories":2890},[],{"categories":2892},[267],{"categories":2894},[53],{"categories":2896},[361],{"categories":2898},[197],{"categories":2900},[197],{"categories":2902},[123],{"categories":2904},[109],{"categories":2906},[53],{"categories":2908},[104],{"categories":2910},[145],{"categories":2912},[53],{"categories":2914},[53],{"categories":2916},[53],{"categories":2918},[197],{"categories":2920},[109],{"categories":2922},[109],{"categories":2924},[53],{"categories":2926},[53],{"categories":2928},[499],{"categories":2930},[109],{"categories":2932},[],{"categories":2934},[53],{"categories":2936},[53],{"categories":2938},[53],{"categories":2940},[],{"categories":2942},[],{"categories":2944},[53],{"categories":2946},[53],{"categories":2948},[109],{"categories":2950},[53],{"categories":2952},[53],{"categories":2954},[53],{"categories":2956},[123],{"categories":2958},[53],{"categories":2960},[53],{"categories":2962},[109],{"categories":2964},[53],{"categories":2966},[53],{"categories":2968},[53],{"categories":2970},[53],{"categories":2972},[53],{"categories":2974},[],{"categories":2976},[123],{"categories":2978},[148],{"categories":2980},[53],{"categories":2982},[109],{"categories":2984},[109],{"categories":2986},[53],{"categories":2988},[53],{"categories":2990},[],{"categories":2992},[],{"categories":2994},[53],{"categories":2996},[53],{"categories":2998},[53],{"categories":3000},[145],{"categories":3002},[148],{"categories":3004},[],{"categories":3006},[53],{"categories":3008},[197],{"categories":3010},[53],{"categories":3012},[267],{"categories":3014},[1782],{"categories":3016},[145],{"categories":3018},[123],{"categories":3020},[53],{"categories":3022},[123],{"categories":3024},[123],{"categories":3026},[53],{"categories":3028},[53],{"categories":3030},[123],{"categories":3032},[145],{"categories":3034},[145],{"categories":3036},[267],{"categories":3038},[109],{"categories":3040},[],{"categories":3042},[145],{"categories":3044},[53],{"categories":3046},[109],{"categories":3048},[99],{"categories":3050},[123],{"categories":3052},[53],{"categories":3054},[145],{"categories":3056},[],{"categories":3058},[53],{"categories":3060},[123],{"categories":3062},[123],{"categories":3064},[148],{"categories":3066},[53],{"categories":3068},[145],{"categories":3070},[53],{"categories":3072},[123],{"categories":3074},[109],{"categories":3076},[109],{"categories":3078},[145],{"categories":3080},[109],{"categories":3082},[267],{"categories":3084},[109],{"categories":3086},[53],{"categories":3088},[53],{"categories":3090},[53],{"categories":3092},[53],{"categories":3094},[123],{"categories":3096},[53],{"categories":3098},[],{"categories":3100},[109],{"categories":3102},[104],{"categories":3104},[123],{"categories":3106},[],{"categories":3108},[],{"categories":3110},[53],{"categories":3112},[109],{"categories":3114},[53],{"categories":3116},[53],{"categories":3118},[3119],"Frameworks & Tooling",{"categories":3121},[53],{"categories":3123},[53],{"categories":3125},[123],{"categories":3127},[53],{"categories":3129},[53],{"categories":3131},[],{"categories":3133},[148],{"categories":3135},[148],{"categories":3137},[99],{"categories":3139},[53],{"categories":3141},[109],{"categories":3143},[53],{"categories":3145},[197],{"categories":3147},[],{"categories":3149},[1782],{"categories":3151},[53],{"categories":3153},[123],{"categories":3155},[53],{"categories":3157},[267],{"categories":3159},[267],{"categories":3161},[],{"categories":3163},[109],{"categories":3165},[109],{"categories":3167},[53],{"categories":3169},[53],{"categories":3171},[145],{"categories":3173},[109],{"categories":3175},[145],{"categories":3177},[53],{"categories":3179},[109],{"categories":3181},[],{"categories":3183},[197],{"categories":3185},[53],{"categories":3187},[53],{"categories":3189},[],{"categories":3191},[53],{"categories":3193},[109],{"categories":3195},[53],{"categories":3197},[53],{"categories":3199},[53],{"categories":3201},[],{"categories":3203},[123],{"categories":3205},[53],{"categories":3207},[123],{"categories":3209},[267],{"categories":3211},[53],{"categories":3213},[53],{"categories":3215},[53],{"categories":3217},[123],{"categories":3219},[104],{"categories":3221},[53],{"categories":3223},[1782],{"categories":3225},[],{"categories":3227},[109],{"categories":3229},[99],{"categories":3231},[53],{"categories":3233},[99],{"categories":3235},[53],{"categories":3237},[],{"categories":3239},[109],{"categories":3241},[53],{"categories":3243},[53],{"categories":3245},[3246],"AI Design Tooling",{"categories":3248},[197],{"categories":3250},[53],{"categories":3252},[53],{"categories":3254},[123],{"categories":3256},[197],{"categories":3258},[53],{"categories":3260},[53],{"categories":3262},[123],{"categories":3264},[145],{"categories":3266},[112],{"categories":3268},[123],{"categories":3270},[53],{"categories":3272},[53],{"categories":3274},[53],{"categories":3276},[109],{"categories":3278},[53],{"categories":3280},[],{"categories":3282},[109],{"categories":3284},[53],{"categories":3286},[53],{"categories":3288},[109],{"categories":3290},[53],{"categories":3292},[53],{"categories":3294},[53],{"categories":3296},[109],{"categories":3298},[],{"categories":3300},[109],{"categories":3302},[3119],{"categories":3304},[53],{"categories":3306},[53],{"categories":3308},[109],{"categories":3310},[109],{"categories":3312},[123],{"categories":3314},[123],{"categories":3316},[53],{"categories":3318},[],{"categories":3320},[123],{"categories":3322},[53],{"categories":3324},[53],{"categories":3326},[109],{"categories":3328},[104],{"categories":3330},[53],{"categories":3332},[],{"categories":3334},[53],{"categories":3336},[53],{"categories":3338},[2223],{"categories":3340},[],{"categories":3342},[53],{"categories":3344},[53],{"categories":3346},[53],{"categories":3348},[53],{"categories":3350},[197],{"categories":3352},[53],{"categories":3354},[],{"categories":3356},[53],{"categories":3358},[53],{"categories":3360},[53],{"categories":3362},[53],{"categories":3364},[226],{"categories":3366},[145],{"categories":3368},[53],{"categories":3370},[53],{"categories":3372},[1782],{"categories":3374},[99],{"categories":3376},[53],{"categories":3378},[53],{"categories":3380},[148],{"categories":3382},[53],{"categories":3384},[53],{"categories":3386},[145],{"categories":3388},[109],{"categories":3390},[],{"categories":3392},[53],{"categories":3394},[53],{"categories":3396},[197],{"categories":3398},[53],{"categories":3400},[226],{"categories":3402},[109],{"categories":3404},[53],{"categories":3406},[109],{"categories":3408},[],{"categories":3410},[],{"categories":3412},[],{"categories":3414},[99],{"categories":3416},[145],{"categories":3418},[109],{"categories":3420},[53],{"categories":3422},[53],{"categories":3424},[53],{"categories":3426},[53],{"categories":3428},[384],{"categories":3430},[197],{"categories":3432},[109],{"categories":3434},[53],{"categories":3436},[],{"categories":3438},[109],{"categories":3440},[109],{"categories":3442},[],{"categories":3444},[53],{"categories":3446},[109],{"categories":3448},[53],{"categories":3450},[],{"categories":3452},[53],{"categories":3454},[53],{"categories":3456},[53],{"categories":3458},[145],{"categories":3460},[197],{"categories":3462},[109],{"categories":3464},[197],{"categories":3466},[109],{"categories":3468},[53],{"categories":3470},[104],{"categories":3472},[],{"categories":3474},[],{"categories":3476},[53],{"categories":3478},[53],{"categories":3480},[53],{"categories":3482},[99],{"categories":3484},[109],{"categories":3486},[145],{"categories":3488},[],{"categories":3490},[197],{"categories":3492},[],{"categories":3494},[123],{"categories":3496},[53],{"categories":3498},[123],{"categories":3500},[197],{"categories":3502},[123],{"categories":3504},[53],{"categories":3506},[],{"categories":3508},[53],{"categories":3510},[53],{"categories":3512},[],{"categories":3514},[53],{"categories":3516},[53],{"categories":3518},[226],{"categories":3520},[53],{"categories":3522},[53],{"categories":3524},[267],{"categories":3526},[123],{"categories":3528},[53],{"categories":3530},[],{"categories":3532},[109],{"categories":3534},[53],{"categories":3536},[99],{"categories":3538},[499],{"categories":3540},[53],{"categories":3542},[53],{"categories":3544},[109],{"categories":3546},[53],{"categories":3548},[109],{"categories":3550},[53],{"categories":3552},[53],{"categories":3554},[53],{"categories":3556},[53],{"categories":3558},[],{"categories":3560},[53],{"categories":3562},[99],{"categories":3564},[53],{"categories":3566},[104],{"categories":3568},[123],{"categories":3570},[197],{"categories":3572},[],{"categories":3574},[53],{"categories":3576},[],{"categories":3578},[109],{"categories":3580},[53],{"categories":3582},[],{"categories":3584},[109],{"categories":3586},[53],{"categories":3588},[123],{"categories":3590},[197],{"categories":3592},[145],{"categories":3594},[53],{"categories":3596},[145],{"categories":3598},[109],{"categories":3600},[197],{"categories":3602},[53],{"categories":3604},[],{"categories":3606},[53],{"categories":3608},[134],{"categories":3610},[109],{"categories":3612},[53],{"categories":3614},[197],{"categories":3616},[145],{"categories":3618},[104],{"categories":3620},[123],{"categories":3622},[53],{"categories":3624},[53],{"categories":3626},[53],{"categories":3628},[53],{"categories":3630},[145],{"categories":3632},[226],{"categories":3634},[],{"categories":3636},[],{"categories":3638},[148],{"categories":3640},[440],{"categories":3642},[53],{"categories":3644},[109],{"categories":3646},[53,123],{"categories":3648},[145],{"categories":3650},[53],{"categories":3652},[53],{"categories":3654},[53],{"categories":3656},[53],{"categories":3658},[53],{"categories":3660},[53],{"categories":3662},[53],{"categories":3664},[109],{"categories":3666},[53],{"categories":3668},[109],{"categories":3670},[53],{"categories":3672},[53],{"categories":3674},[53],{"categories":3676},[],{"categories":3678},[53],{"categories":3680},[1220],{"categories":3682},[123],{"categories":3684},[197],{"categories":3686},[53],{"categories":3688},[53],{"categories":3690},[53],{"categories":3692},[148],{"categories":3694},[109],{"categories":3696},[226],{"categories":3698},[267],{"categories":3700},[],{"categories":3702},[123],{"categories":3704},[53],{"categories":3706},[104],{"categories":3708},[109],{"categories":3710},[99],{"categories":3712},[109],{"categories":3714},[53],{"categories":3716},[109],{"categories":3718},[109],{"categories":3720},[112],{"categories":3722},[123],{"categories":3724},[53],{"categories":3726},[53],{"categories":3728},[],{"categories":3730},[],{"categories":3732},[],{"categories":3734},[267],{"categories":3736},[53],{"categories":3738},[145],{"categories":3740},[53],{"categories":3742},[53],{"categories":3744},[53],{"categories":3746},[53],{"categories":3748},[],{"categories":3750},[53],{"categories":3752},[148],{"categories":3754},[104],{"categories":3756},[109],{"categories":3758},[53],{"categories":3760},[],{"categories":3762},[53],{"categories":3764},[109],{"categories":3766},[53],{"categories":3768},[267],{"categories":3770},[],{"categories":3772},[197],{"categories":3774},[197],{"categories":3776},[53],{"categories":3778},[109],{"categories":3780},[],{"categories":3782},[123],{"categories":3784},[53],{"categories":3786},[197],{"categories":3788},[53],{"categories":3790},[104],{"categories":3792},[109],{"categories":3794},[53],{"categories":3796},[],{"categories":3798},[145],{"categories":3800},[53],{"categories":3802},[53],{"categories":3804},[53],{"categories":3806},[197],{"categories":3808},[109],{"categories":3810},[145],{"categories":3812},[],{"categories":3814},[109],{"categories":3816},[104],{"categories":3818},[109],{"categories":3820},[197],{"categories":3822},[53],{"categories":3824},[53],{"categories":3826},[53],{"categories":3828},[440],{"categories":3830},[53],{"categories":3832},[109],{"categories":3834},[],{"categories":3836},[53],{"categories":3838},[53],{"categories":3840},[267],{"categories":3842},[145],{"categories":3844},[148],{"categories":3846},[545],{"categories":3848},[148],{"categories":3850},[148],{"categories":3852},[53],{"categories":3854},[],{"categories":3856},[],{"categories":3858},[],{"categories":3860},[109],{"categories":3862},[53],{"categories":3864},[109],{"categories":3866},[109],{"categories":3868},[123],{"categories":3870},[53],{"categories":3872},[417],{"categories":3874},[123],{"categories":3876},[109],{"categories":3878},[53],{"categories":3880},[53],{"categories":3882},[53],{"categories":3884},[53],{"categories":3886},[53],{"categories":3888},[109],{"categories":3890},[53],{"categories":3892},[],{"categories":3894},[],{"categories":3896},[53],{"categories":3898},[],{"categories":3900},[53],{"categories":3902},[109],{"categories":3904},[197],{"categories":3906},[53],{"categories":3908},[53],{"categories":3910},[],{"categories":3912},[109],{"categories":3914},[53],{"categories":3916},[53],{"categories":3918},[112],{"categories":3920},[53],{"categories":3922},[197],{"categories":3924},[53],{"categories":3926},[109],{"categories":3928},[104],{"categories":3930},[53],{"categories":3932},[53],{"categories":3934},[226],{"categories":3936},[109],{"categories":3938},[53],{"categories":3940},[53],{"categories":3942},[857],{"categories":3944},[53],{"categories":3946},[109],{"categories":3948},[53],{"categories":3950},[123],{"categories":3952},[53],{"categories":3954},[499],{"categories":3956},[197],{"categories":3958},[],{"categories":3960},[53],{"categories":3962},[53],{"categories":3964},[145],{"categories":3966},[440],{"categories":3968},[109],{"categories":3970},[53],{"categories":3972},[],{"categories":3974},[145],{"categories":3976},[361],{"categories":3978},[109],{"categories":3980},[109],{"categories":3982},[109],{"categories":3984},[53],{"categories":3986},[53],{"categories":3988},[109],{"categories":3990},[],{"categories":3992},[104],{"categories":3994},[53],{"categories":3996},[104],{"categories":3998},[109],{"categories":4000},[],{"categories":4002},[123],{"categories":4004},[53],{"categories":4006},[53],{"categories":4008},[99],{"categories":4010},[53],{"categories":4012},[145],{"categories":4014},[267],{"categories":4016},[134],{"categories":4018},[109],{"categories":4020},[109],{"categories":4022},[53],{"categories":4024},[53],{"categories":4026},[109],{"categories":4028},[53],{"categories":4030},[99],{"categories":4032},[],{"categories":4034},[109],{"categories":4036},[53],{"categories":4038},[53],{"categories":4040},[53],{"categories":4042},[109],{"categories":4044},[53],{"categories":4046},[],{"categories":4048},[53],{"categories":4050},[],{"categories":4052},[197],{"categories":4054},[109],{"categories":4056},[53,104],{"categories":4058},[109],{"categories":4060},[53],{"categories":4062},[],{"categories":4064},[99],{"categories":4066},[148],{"categories":4068},[104],{"categories":4070},[53],{"categories":4072},[123],{"categories":4074},[53],{"categories":4076},[53],{"categories":4078},[109],{"categories":4080},[53],{"categories":4082},[53],{"categories":4084},[53],{"categories":4086},[145],{"categories":4088},[1220],{"categories":4090},[109],{"categories":4092},[53],{"categories":4094},[],{"categories":4096},[],{"categories":4098},[53],{"categories":4100},[109],{"categories":4102},[53],{"categories":4104},[53],{"categories":4106},[267],{"categories":4108},[],{"categories":4110},[53],{"categories":4112},[109],{"categories":4114},[134],{"categories":4116},[109],{"categories":4118},[440],{"categories":4120},[],{"categories":4122},[384],{"categories":4124},[109],{"categories":4126},[53],{"categories":4128},[53],{"categories":4130},[226],{"categories":4132},[109],{"categories":4134},[53],{"categories":4136},[148],{"categories":4138},[112],{"categories":4140},[109],{"categories":4142},[53],{"categories":4144},[440],{"categories":4146},[53],{"categories":4148},[267],{"categories":4150},[104],{"categories":4152},[],{"categories":4154},[53],{"categories":4156},[53],{"categories":4158},[226],{"categories":4160},[197],{"categories":4162},[53],{"categories":4164},[53],{"categories":4166},[53],{"categories":4168},[],{"categories":4170},[226],{"categories":4172},[145],{"categories":4174},[53],{"categories":4176},[53],{"categories":4178},[53],{"categories":4180},[545],{"categories":4182},[99],{"categories":4184},[53],{"categories":4186},[112],{"categories":4188},[53],{"categories":4190},[],{"categories":4192},[],{"categories":4194},[197],{"categories":4196},[53],{"categories":4198},[148],{"categories":4200},[226],{"categories":4202},[109],{"categories":4204},[53],{"categories":4206},[53],{"categories":4208},[226],{"categories":4210},[145],{"categories":4212},[53],{"categories":4214},[],{"categories":4216},[53],{"categories":4218},[53],{"categories":4220},[],{"categories":4222},[53],{"categories":4224},[53],{"categories":4226},[570],{"categories":4228},[53],{"categories":4230},[53],{"categories":4232},[109],{"categories":4234},[123],{"categories":4236},[440],{"categories":4238},[53],{"categories":4240},[53],{"categories":4242},[53],{"categories":4244},[],{"categories":4246},[53,123],{"categories":4248},[145],{"categories":4250},[109],{"categories":4252},[123],{"categories":4254},[109],{"categories":4256},[895],{"categories":4258},[123],{"categories":4260},[123],{"categories":4262},[109],{"categories":4264},[53],{"categories":4266},[99],{"categories":4268},[],{"categories":4270},[],{"categories":4272},[109],{"categories":4274},[53],{"categories":4276},[123],{"categories":4278},[53],{"categories":4280},[99],{"categories":4282},[123],{"categories":4284},[123],{"categories":4286},[53],{"categories":4288},[226],{"categories":4290},[53],{"categories":4292},[123],{"categories":4294},[53],{"categories":4296},[],{"categories":4298},[53],{"categories":4300},[53],{"categories":4302},[197,53],{"categories":4304},[267],{"categories":4306},[99],{"categories":4308},[53],{"categories":4310},[],{"categories":4312},[53],{"categories":4314},[53],{"categories":4316},[104],{"categories":4318},[53],{"categories":4320},[104],{"categories":4322},[53],{"categories":4324},[53],{"categories":4326},[361],{"categories":4328},[53],{"categories":4330},[104],{"categories":4332},[123],{"categories":4334},[148],{"categories":4336},[109],{"categories":4338},[53],{"categories":4340},[123],{"categories":4342},[53],{"categories":4344},[53],{"categories":4346},[145],{"categories":4348},[226],{"categories":4350},[197],{"categories":4352},[53],{"categories":4354},[53],{"categories":4356},[53],{"categories":4358},[53],{"categories":4360},[99],{"categories":4362},[53],{"categories":4364},[109],{"categories":4366},[109],{"categories":4368},[123],{"categories":4370},[145],{"categories":4372},[123],{"categories":4374},[123],{"categories":4376},[53],{"categories":4378},[53],{"categories":4380},[],{"categories":4382},[],{"categories":4384},[148],{"categories":4386},[53],{"categories":4388},[123],{"categories":4390},[53],{"categories":4392},[197],{"categories":4394},[440],{"categories":4396},[384],{"categories":4398},[361],{"categories":4400},[53],{"categories":4402},[53],{"categories":4404},[53],{"categories":4406},[148],{"categories":4408},[53],{"categories":4410},[53],{"categories":4412},[53],{"categories":4414},[53],{"categories":4416},[53],{"categories":4418},[53],{"categories":4420},[53],{"categories":4422},[109],{"categories":4424},[99],{"categories":4426},[109],{"categories":4428},[53,104],{"categories":4430},[],{"categories":4432},[197],{"categories":4434},[],{"categories":4436},[112],{"categories":4438},[53],{"categories":4440},[145],{"categories":4442},[99],{"categories":4444},[53],{"categories":4446},[99],{"categories":4448},[109],{"categories":4450},[148],{"categories":4452},[109],{"categories":4454},[112],{"categories":4456},[109],{"categories":4458},[53],{"categories":4460},[53],{"categories":4462},[104],{"categories":4464},[109],{"categories":4466},[123],{"categories":4468},[226],{"categories":4470},[53],{"categories":4472},[53],{"categories":4474},[],{"categories":4476},[145],{"categories":4478},[53],{"categories":4480},[53],{"categories":4482},[53],{"categories":4484},[53],{"categories":4486},[53],{"categories":4488},[53],{"categories":4490},[123],{"categories":4492},[145],{"categories":4494},[123],{"categories":4496},[123],{"categories":4498},[53],{"categories":4500},[53],{"categories":4502},[53],{"categories":4504},[53],{"categories":4506},[384],{"categories":4508},[53],{"categories":4510},[109],{"categories":4512},[145],{"categories":4514},[53],{"categories":4516},[53],{"categories":4518},[53],{"categories":4520},[109],{"categories":4522},[53],{"categories":4524},[53],{"categories":4526},[53],{"categories":4528},[3119],{"categories":4530},[4531],"Clinical AI",{"categories":4533},[197],{"categories":4535},[53],{"categories":4537},[53],{"categories":4539},[53],{"categories":4541},[53],{"categories":4543},[267],{"categories":4545},[2478],{"categories":4547},[53],{"categories":4549},[112],{"categories":4551},[197],{"categories":4553},[53],{"categories":4555},[109],{"categories":4557},[53],{"categories":4559},[53],{"categories":4561},[145],{"categories":4563},[53],{"categories":4565},[109],{"categories":4567},[123],{"categories":4569},[226],{"categories":4571},[53],{"categories":4573},[53],{"categories":4575},[104],{"categories":4577},[53],{"categories":4579},[53],{"categories":4581},[499],{"categories":4583},[53],{"categories":4585},[],{"categories":4587},[109],{"categories":4589},[53],{"categories":4591},[123],{"categories":4593},[99],{"categories":4595},[53],{"categories":4597},[],{"categories":4599},[],{"categories":4601},[53],{"categories":4603},[],{"categories":4605},[104],{"categories":4607},[53],{"categories":4609},[53],{"categories":4611},[109],{"categories":4613},[53],{"categories":4615},[145],{"categories":4617},[145],{"categories":4619},[145],{"categories":4621},[145],{"categories":4623},[],{"categories":4625},[99],{"categories":4627},[109],{"categories":4629},[145],{"categories":4631},[53],{"categories":4633},[570],{"categories":4635},[112],{"categories":4637},[109],{"categories":4639},[53],{"categories":4641},[99],{"categories":4643},[53],{"categories":4645},[109],{"categories":4647},[53],{"categories":4649},[53],{"categories":4651},[53],{"categories":4653},[53,109],{"categories":4655},[109],{"categories":4657},[267],{"categories":4659},[145],{"categories":4661},[109],{"categories":4663},[145],{"categories":4665},[109],{"categories":4667},[53],{"categories":4669},[],{"categories":4671},[145],{"categories":4673},[226],{"categories":4675},[99],{"categories":4677},[53],{"categories":4679},[53],{"categories":4681},[],{"categories":4683},[123],{"categories":4685},[],{"categories":4687},[99],{"categories":4689},[109],{"categories":4691},[145],{"categories":4693},[53],{"categories":4695},[145],{"categories":4697},[99],{"categories":4699},[145],{"categories":4701},[145],{"categories":4703},[],{"categories":4705},[104],{"categories":4707},[109],{"categories":4709},[145],{"categories":4711},[145],{"categories":4713},[145],{"categories":4715},[145],{"categories":4717},[145],{"categories":4719},[145],{"categories":4721},[145],{"categories":4723},[145],{"categories":4725},[145],{"categories":4727},[145],{"categories":4729},[148],{"categories":4731},[99],{"categories":4733},[53],{"categories":4735},[53],{"categories":4737},[109],{"categories":4739},[109],{"categories":4741},[],{"categories":4743},[53],{"categories":4745},[53,99],{"categories":4747},[],{"categories":4749},[109],{"categories":4751},[53],{"categories":4753},[145],{"categories":4755},[109],{"categories":4757},[895],{"categories":4759},[53],{"categories":4761},[53],{"categories":4763},[53],{"categories":4765},[53],{"categories":4767},[53],{"categories":4769},[361],{"categories":4771},[53],{"categories":4773},[53],{"categories":4775},[109],{"categories":4777},[53],{"categories":4779},[53],{"categories":4781},[104],{"categories":4783},[112],{"categories":4785},[109],{"categories":4787},[109],{"categories":4789},[],{"categories":4791},[109],{"categories":4793},[197],{"categories":4795},[145],{"categories":4797},[53],{"categories":4799},[],{"categories":4801},[112],{"categories":4803},[],{"categories":4805},[123],{"categories":4807},[53],{"categories":4809},[109],{"categories":4811},[197],{"categories":4813},[53],{"categories":4815},[],{"categories":4817},[53],{"categories":4819},[53],{"categories":4821},[],{"categories":4823},[226],{"categories":4825},[53],{"categories":4827},[109],{"categories":4829},[],{"categories":4831},[],{"categories":4833},[145],{"categories":4835},[99],{"categories":4837},[53],{"categories":4839},[53],{"categories":4841},[104],{"categories":4843},[53],{"categories":4845},[53],{"categories":4847},[109],{"categories":4849},[53],{"categories":4851},[104],{"categories":4853},[104],{"categories":4855},[197],{"categories":4857},[],{"categories":4859},[53],{"categories":4861},[145],{"categories":4863},[],{"categories":4865},[53],{"categories":4867},[53],{"categories":4869},[197],{"categories":4871},[53],{"categories":4873},[53],{"categories":4875},[226],{"categories":4877},[53],{"categories":4879},[267],{"categories":4881},[],{"categories":4883},[109],{"categories":4885},[53],{"categories":4887},[226],{"categories":4889},[123],{"categories":4891},[],{"categories":4893},[53],{"categories":4895},[],{"categories":4897},[109],{"categories":4899},[197],{"categories":4901},[123],{"categories":4903},[],{"categories":4905},[3119],{"categories":4907},[104],{"categories":4909},[99],{"categories":4911},[53],{"categories":4913},[148],{"categories":4915},[109],{"categories":4917},[197],{"categories":4919},[53],{"categories":4921},[123],{"categories":4923},[],{"categories":4925},[],{"categories":4927},[53],{"categories":4929},[99],{"categories":4931},[53],{"categories":4933},[226],{"categories":4935},[],{"categories":4937},[109],{"categories":4939},[109],{"categories":4941},[53],{"categories":4943},[109],{"categories":4945},[53],{"categories":4947},[145],{"categories":4949},[123],{"categories":4951},[53],{"categories":4953},[109],{"categories":4955},[112],{"categories":4957},[53],{"categories":4959},[53],{"categories":4961},[53],{"categories":4963},[109],{"categories":4965},[53],{"categories":4967},[112],{"categories":4969},[226],{"categories":4971},[145],{"categories":4973},[],{"categories":4975},[226],{"categories":4977},[53],{"categories":4979},[],{"categories":4981},[123],{"categories":4983},[109],{"categories":4985},[],{"categories":4987},[53],{"categories":4989},[53],{"categories":4991},[53],{"categories":4993},[53],{"categories":4995},[53],{"categories":4997},[109],{"categories":4999},[104],{"categories":5001},[99],{"categories":5003},[109],{"categories":5005},[53],{"categories":5007},[197],{"categories":5009},[123],{"categories":5011},[123],{"categories":5013},[53],{"categories":5015},[148],{"categories":5017},[109],{"categories":5019},[53],{"categories":5021},[53],{"categories":5023},[109],{"categories":5025},[53],{"categories":5027},[53],{"categories":5029},[109],{"categories":5031},[104],{"categories":5033},[53],{"categories":5035},[197],{"categories":5037},[123],{"categories":5039},[109],{"categories":5041},[53],{"categories":5043},[112],{"categories":5045},[53],{"categories":5047},[109],{"categories":5049},[53],{"categories":5051},[53],{"categories":5053},[145],{"categories":5055},[53],{"categories":5057},[],{"categories":5059},[99],{"categories":5061},[53],{"categories":5063},[53],{"categories":5065},[53],{"categories":5067},[123],{"categories":5069},[123],{"categories":5071},[53],{"categories":5073},[123],{"categories":5075},[53],{"categories":5077},[109],{"categories":5079},[53],{"categories":5081},[53],{"categories":5083},[53],{"categories":5085},[53],{"categories":5087},[53],{"categories":5089},[],{"categories":5091},[53],{"categories":5093},[197],{"categories":5095},[109],{"categories":5097},[104],{"categories":5099},[145],{"categories":5101},[53],{"categories":5103},[109],{"categories":5105},[53],{"categories":5107},[109],{"categories":5109},[53],{"categories":5111},[53],{"categories":5113},[197],{"categories":5115},[109],{"categories":5117},[53],{"categories":5119},[226],{"categories":5121},[53],{"categories":5123},[148],{"categories":5125},[53],{"categories":5127},[53],{"categories":5129},[145],{"categories":5131},[53],{"categories":5133},[53],{"categories":5135},[53],{"categories":5137},[53],{"categories":5139},[109],{"categories":5141},[267],{"categories":5143},[53],{"categories":5145},[123],{"categories":5147},[109],{"categories":5149},[148],{"categories":5151},[],{"categories":5153},[109],{"categories":5155},[123],{"categories":5157},[53],{"categories":5159},[53],{"categories":5161},[2316],{"categories":5163},[197],{"categories":5165},[296],{"categories":5167},[53],{"categories":5169},[53],{"categories":5171},[53],{"categories":5173},[53],{"categories":5175},[99],{"categories":5177},[53],{"categories":5179},[53],{"categories":5181},[123],{"categories":5183},[104],{"categories":5185},[53],{"categories":5187},[123],{"categories":5189},[53],{"categories":5191},[],{"categories":5193},[109],{"categories":5195},[109],{"categories":5197},[53],{"categories":5199},[53],{"categories":5201},[53],{"categories":5203},[148],{"categories":5205},[],{"categories":5207},[145],{"categories":5209},[],{"categories":5211},[145],{"categories":5213},[53],{"categories":5215},[53],{"categories":5217},[109],{"categories":5219},[53],{"categories":5221},[109],{"categories":5223},[109],{"categories":5225},[],{"categories":5227},[53],{"categories":5229},[145],{"categories":5231},[53],{"categories":5233},[],{"categories":5235},[53],{"categories":5237},[53],{"categories":5239},[],{"categories":5241},[53],{"categories":5243},[53],{"categories":5245},[197],{"categories":5247},[123],{"categories":5249},[109],{"categories":5251},[53],{"categories":5253},[53],{"categories":5255},[53],{"categories":5257},[53],{"categories":5259},[226],{"categories":5261},[53],{"categories":5263},[53],{"categories":5265},[53],{"categories":5267},[99],{"categories":5269},[53],{"categories":5271},[53],{"categories":5273},[],{"categories":5275},[53],{"categories":5277},[53],{"categories":5279},[53],{"categories":5281},[],{"categories":5283},[99],{"categories":5285},[53],{"categories":5287},[53],{"categories":5289},[145],{"categories":5291},[123],{"categories":5293},[112],{"categories":5295},[109],{"categories":5297},[440],{"categories":5299},[53],{"categories":5301},[53],{"categories":5303},[53],{"categories":5305},[123],{"categories":5307},[145],{"categories":5309},[197],{"categories":5311},[53],{"categories":5313},[53],{"categories":5315},[53],{"categories":5317},[53],{"categories":5319},[145],{"categories":5321},[53],{"categories":5323},[197],{"categories":5325},[53],{"categories":5327},[53],{"categories":5329},[145],{"categories":5331},[197],{"categories":5333},[53],{"categories":5335},[145],{"categories":5337},[53],{"categories":5339},[109],{"categories":5341},[109],{"categories":5343},[109],{"categories":5345},[123],{"categories":5347},[145],{"categories":5349},[109],{"categories":5351},[109],{"categories":5353},[53],{"categories":5355},[123],{"categories":5357},[197],{"categories":5359},[53],{"categories":5361},[53],{"categories":5363},[109],{"categories":5365},[53],{"categories":5367},[],{"categories":5369},[109],{"categories":5371},[],{"categories":5373},[53],{"categories":5375},[53],{"categories":5377},[],{"categories":5379},[],{"categories":5381},[109],{"categories":5383},[104],{"categories":5385},[109],{"categories":5387},[5388],"Liability & Ethics",{"categories":5390},[53],{"categories":5392},[53],{"categories":5394},[53],{"categories":5396},[109],{"categories":5398},[99],{"categories":5400},[109],{"categories":5402},[104],{"categories":5404},[226],{"categories":5406},[109],{"categories":5408},[53],{"categories":5410},[53],{"categories":5412},[],{"categories":5414},[545],{"categories":5416},[109],{"categories":5418},[],{"categories":5420},[53],{"categories":5422},[99],{"categories":5424},[109],{"categories":5426},[],{"categories":5428},[109],{"categories":5430},[53],{"categories":5432},[53],{"categories":5434},[123],{"categories":5436},[53],{"categories":5438},[145],{"categories":5440},[53],{"categories":5442},[53],{"categories":5444},[112],{"categories":5446},[109],{"categories":5448},[53],{"categories":5450},[53],{"categories":5452},[53],{"categories":5454},[145],{"categories":5456},[109],{"categories":5458},[123],{"categories":5460},[197],{"categories":5462},[99],{"categories":5464},[53],{"categories":5466},[53],{"categories":5468},[53],{"categories":5470},[],{"categories":5472},[109],{"categories":5474},[109],{"categories":5476},[109],{"categories":5478},[440],{"categories":5480},[197],{"categories":5482},[109],{"categories":5484},[267],{"categories":5486},[123],{"categories":5488},[145],{"categories":5490},[53],{"categories":5492},[197],{"categories":5494},[53],{"categories":5496},[99],{"categories":5498},[],{"categories":5500},[109],{"categories":5502},[53],{"categories":5504},[53],{"categories":5506},[53],{"categories":5508},[53],{"categories":5510},[109],{"categories":5512},[53],{"categories":5514},[53],{"categories":5516},[197],{"categories":5518},[],{"categories":5520},[109],{"categories":5522},[112],{"categories":5524},[145],{"categories":5526},[109],{"categories":5528},[104],{"categories":5530},[],{"categories":5532},[53],{"categories":5534},[53],{"categories":5536},[112],{"categories":5538},[53],{"categories":5540},[109],{"categories":5542},[145],{"categories":5544},[99],{"categories":5546},[267],{"categories":5548},[53],{"categories":5550},[53],{"categories":5552},[53],{"categories":5554},[145],{"categories":5556},[104],{"categories":5558},[53],{"categories":5560},[197],{"categories":5562},[145],{"categories":5564},[267],{"categories":5566},[53],{"categories":5568},[109],{"categories":5570},[],{"categories":5572},[499],{"categories":5574},[],{"categories":5576},[53],{"categories":5578},[267],{"categories":5580},[53],{"categories":5582},[148],{"categories":5584},[53],{"categories":5586},[109],{"categories":5588},[109],{"categories":5590},[5591],"Design News & Tools",{"categories":5593},[53],{"categories":5595},[53],{"categories":5597},[145],{"categories":5599},[53],{"categories":5601},[53],{"categories":5603},[99],{"categories":5605},[109],{"categories":5607},[53],{"categories":5609},[197],{"categories":5611},[109],{"categories":5613},[109],{"categories":5615},[197],{"categories":5617},[53],{"categories":5619},[53],{"categories":5621},[440],{"categories":5623},[109],{"categories":5625},[53],{"categories":5627},[53],{"categories":5629},[440],{"categories":5631},[53],{"categories":5633},[226],{"categories":5635},[53],{"categories":5637},[109],{"categories":5639},[],{"categories":5641},[53],{"categories":5643},[53],{"categories":5645},[53],{"categories":5647},[145],{"categories":5649},[53],{"categories":5651},[99],{"categories":5653},[],{"categories":5655},[53],{"categories":5657},[53],{"categories":5659},[53],{"categories":5661},[123],{"categories":5663},[570],{"categories":5665},[123],{"categories":5667},[197],{"categories":5669},[53],{"categories":5671},[53,109],{"categories":5673},[226,104],{"categories":5675},[123],{"categories":5677},[53],{"categories":5679},[53],{"categories":5681},[53],{"categories":5683},[53],{"categories":5685},[],{"categories":5687},[109],{"categories":5689},[53],{"categories":5691},[],{"categories":5693},[53],{"categories":5695},[123],{"categories":5697},[53],{"categories":5699},[123],{"categories":5701},[],{"categories":5703},[109],{"categories":5705},[53],{"categories":5707},[104],{"categories":5709},[53],{"categories":5711},[145],{"categories":5713},[53],{"categories":5715},[],{"categories":5717},[109],{"categories":5719},[53],{"categories":5721},[],{"categories":5723},[197],{"categories":5725},[53],{"categories":5727},[53],{"categories":5729},[109],{"categories":5731},[53],{"categories":5733},[53],{"categories":5735},[99],{"categories":5737},[109],{"categories":5739},[53],{"categories":5741},[],{"categories":5743},[53],{"categories":5745},[267],{"categories":5747},[226],{"categories":5749},[104],{"categories":5751},[104],{"categories":5753},[53],{"categories":5755},[99],{"categories":5757},[99],{"categories":5759},[53],{"categories":5761},[109],{"categories":5763},[53],{"categories":5765},[53],{"categories":5767},[53],{"categories":5769},[53],{"categories":5771},[123],{"categories":5773},[53],{"categories":5775},[99],{"categories":5777},[53],{"categories":5779},[53],{"categories":5781},[109],{"categories":5783},[53],{"categories":5785},[226],{"categories":5787},[53],{"categories":5789},[145],{"categories":5791},[53],{"categories":5793},[53],{"categories":5795},[109],{"categories":5797},[112],{"categories":5799},[53],{"categories":5801},[53],{"categories":5803},[109],{"categories":5805},[],{"categories":5807},[123],{"categories":5809},[],{"categories":5811},[123],{"categories":5813},[109],{"categories":5815},[99],{"categories":5817},[53],{"categories":5819},[],{"categories":5821},[148],{"categories":5823},[267],{"categories":5825},[53],{"categories":5827},[123],{"categories":5829},[53],{"categories":5831},[],{"categories":5833},[145],{"categories":5835},[109],{"categories":5837},[123],{"categories":5839},[197],{"categories":5841},[104],{"categories":5843},[53],{"categories":5845},[53],{"categories":5847},[109],{"categories":5849},[123],{"categories":5851},[109],{"categories":5853},[145],{"categories":5855},[53],{"categories":5857},[112],{"categories":5859},[99],{"categories":5861},[112],{"categories":5863},[145],{"categories":5865},[53],{"categories":5867},[123],{"categories":5869},[53],{"categories":5871},[197],{"categories":5873},[104],{"categories":5875},[53],{"categories":5877},[53],{"categories":5879},[53],{"categories":5881},[53],{"categories":5883},[53],{"categories":5885},[53],{"categories":5887},[109],{"categories":5889},[53],{"categories":5891},[109],{"categories":5893},[53],{"categories":5895},[53],{"categories":5897},[99],{"categories":5899},[53],{"categories":5901},[109],{"categories":5903},[109],{"categories":5905},[197],{"categories":5907},[109],{"categories":5909},[109],{"categories":5911},[53],{"categories":5913},[99],{"categories":5915},[109],{"categories":5917},[197],{"categories":5919},[],{"categories":5921},[53],{"categories":5923},[148],{"categories":5925},[440],{"categories":5927},[53],{"categories":5929},[109],{"categories":5931},[53],{"categories":5933},[53],{"categories":5935},[123],{"categories":5937},[53],{"categories":5939},[],{"categories":5941},[53],{"categories":5943},[109],{"categories":5945},[53],{"categories":5947},[226],{"categories":5949},[53],{"categories":5951},[123],{"categories":5953},[53],{"categories":5955},[145],{"categories":5957},[109],{"categories":5959},[53],{"categories":5961},[226],{"categories":5963},[109],{"categories":5965},[104],{"categories":5967},[104],{"categories":5969},[53],{"categories":5971},[53],{"categories":5973},[53],{"categories":5975},[53],{"categories":5977},[53],{"categories":5979},[53],{"categories":5981},[99],{"categories":5983},[],{"categories":5985},[53],{"categories":5987},[53],{"categories":5989},[109],{"categories":5991},[109],{"categories":5993},[53],{"categories":5995},[53],{"categories":5997},[53],{"categories":5999},[53],{"categories":6001},[53],{"categories":6003},[123],{"categories":6005},[],{"categories":6007},[99],{"categories":6009},[53],{"categories":6011},[53],{"categories":6013},[109],{"categories":6015},[109],{"categories":6017},[],{"categories":6019},[123],{"categories":6021},[123],{"categories":6023},[53],{"categories":6025},[226],{"categories":6027},[104],{"categories":6029},[197],{"categories":6031},[],{"categories":6033},[53],{"categories":6035},[109],{"categories":6037},[99],{"categories":6039},[53],{"categories":6041},[53],{"categories":6043},[123],{"categories":6045},[99],{"categories":6047},[53],{"categories":6049},[53],{"categories":6051},[145],{"categories":6053},[148],{"categories":6055},[53],{"categories":6057},[145],{"categories":6059},[109],{"categories":6061},[53],{"categories":6063},[],{"categories":6065},[145],{"categories":6067},[109],{"categories":6069},[197],{"categories":6071},[148],{"categories":6073},[53],{"categories":6075},[53],{"categories":6077},[],{"categories":6079},[109],{"categories":6081},[109],{"categories":6083},[109],{"categories":6085},[3119],{"categories":6087},[145],{"categories":6089},[53],{"categories":6091},[123],{"categories":6093},[53],{"categories":6095},[53],{"categories":6097},[53],{"categories":6099},[53],{"categories":6101},[53],{"categories":6103},[104],{"categories":6105},[53],{"categories":6107},[99],{"categories":6109},[1782],{"categories":6111},[267],{"categories":6113},[99],{"categories":6115},[],{"categories":6117},[53],{"categories":6119},[],{"categories":6121},[145],{"categories":6123},[109],{"categories":6125},[197],{"categories":6127},[53],{"categories":6129},[53],{"categories":6131},[53],{"categories":6133},[145],{"categories":6135},[],{"categories":6137},[109],{"categories":6139},[53],{"categories":6141},[109],{"categories":6143},[109],{"categories":6145},[],{"categories":6147},[53],{"categories":6149},[],{"categories":6151},[145],{"categories":6153},[99],{"categories":6155},[197],{"categories":6157},[53],{"categories":6159},[109],{"categories":6161},[145],{"categories":6163},[53],{"categories":6165},[145],{"categories":6167},[],{"categories":6169},[145],{"categories":6171},[53],{"categories":6173},[99],{"categories":6175},[440],{"categories":6177},[109],{"categories":6179},[53],{"categories":6181},[],{"categories":6183},[123],{"categories":6185},[109],{"categories":6187},[112],{"categories":6189},[109],{"categories":6191},[99],{"categories":6193},[53],{"categories":6195},[53],{"categories":6197},[],{"categories":6199},[],{"categories":6201},[],{"categories":6203},[197],{"categories":6205},[53],{"categories":6207},[109],{"categories":6209},[53],{"categories":6211},[53],{"categories":6213},[],{"categories":6215},[],{"categories":6217},[],{"categories":6219},[53],{"categories":6221},[109],{"categories":6223},[197],{"categories":6225},[53],{"categories":6227},[],{"categories":6229},[109],{"categories":6231},[53],{"categories":6233},[53],{"categories":6235},[99],{"categories":6237},[],{"categories":6239},[],{"categories":6241},[53],{"categories":6243},[53],{"categories":6245},[109],{"categories":6247},[197],{"categories":6249},[53],{"categories":6251},[145],{"categories":6253},[],{"categories":6255},[53],{"categories":6257},[53],{"categories":6259},[226],{"categories":6261},[145],{"categories":6263},[226],{"categories":6265},[148],{"categories":6267},[53],{"categories":6269},[53],{"categories":6271},[],{"categories":6273},[],{"categories":6275},[109],{"categories":6277},[],{"categories":6279},[53],{"categories":6281},[440],{"categories":6283},[53],{"categories":6285},[53],{"categories":6287},[53],{"categories":6289},[53],{"categories":6291},[],{"categories":6293},[109],{"categories":6295},[53],{"categories":6297},[53],{"categories":6299},[],{"categories":6301},[109],{"categories":6303},[53],{"categories":6305},[145],{"categories":6307},[53],{"categories":6309},[226],{"categories":6311},[104],{"categories":6313},[112],{"categories":6315},[53],{"categories":6317},[53],{"categories":6319},[109],{"categories":6321},[148],{"categories":6323},[109],{"categories":6325},[109],{"categories":6327},[],{"categories":6329},[53],{"categories":6331},[109],{"categories":6333},[],{"categories":6335},[53],{"categories":6337},[],{"categories":6339},[145],{"categories":6341},[104],{"categories":6343},[],{"categories":6345},[53],{"categories":6347},[53],{"categories":6349},[53],{"categories":6351},[],{"categories":6353},[109],{"categories":6355},[197],{"categories":6357},[99],{"categories":6359},[53],{"categories":6361},[],{"categories":6363},[104],{"categories":6365},[226],{"categories":6367},[53],{"categories":6369},[123],{"categories":6371},[99],{"categories":6373},[148],{"categories":6375},[104],{"categories":6377},[123],{"categories":6379},[109],{"categories":6381},[123],{"categories":6383},[],{"categories":6385},[53],{"categories":6387},[112],{"categories":6389},[53],{"categories":6391},[],{"categories":6393},[109],{"categories":6395},[99],{"categories":6397},[197],{"categories":6399},[53],{"categories":6401},[99],{"categories":6403},[109],{"categories":6405},[267],{"categories":6407},[53],{"categories":6409},[53],{"categories":6411},[53],{"categories":6413},[53],{"categories":6415},[53],{"categories":6417},[99],{"categories":6419},[53],{"categories":6421},[123],{"categories":6423},[148],{"categories":6425},[109],{"categories":6427},[],{"categories":6429},[53],{"categories":6431},[53],{"categories":6433},[53],{"categories":6435},[123],{"categories":6437},[109],{"categories":6439},[145],{"categories":6441},[123],{"categories":6443},[53],{"categories":6445},[112],{"categories":6447},[],{"categories":6449},[197],{"categories":6451},[123],{"categories":6453},[145],{"categories":6455},[53],{"categories":6457},[99],{"categories":6459},[109],{"categories":6461},[53],{"categories":6463},[53],{"categories":6465},[109],{"categories":6467},[112],{"categories":6469},[53],{"categories":6471},[109],{"categories":6473},[53],{"categories":6475},[104],{"categories":6477},[109],{"categories":6479},[109,267],{"categories":6481},[53],{"categories":6483},[53],{"categories":6485},[109],{"categories":6487},[123],{"categories":6489},[53],{"categories":6491},[53],{"categories":6493},[148],{"categories":6495},[109],{"categories":6497},[226],{"categories":6499},[109],{"categories":6501},[104],{"categories":6503},[],{"categories":6505},[109],{"categories":6507},[53],{"categories":6509},[104],{"categories":6511},[],{"categories":6513},[],{"categories":6515},[123],{"categories":6517},[53],{"categories":6519},[53],{"categories":6521},[109],{"categories":6523},[148],{"categories":6525},[226],{"categories":6527},[53],{"categories":6529},[53],{"categories":6531},[53],{"categories":6533},[109],{"categories":6535},[],{"categories":6537},[109],{"categories":6539},[145],{"categories":6541},[53],{"categories":6543},[109],{"categories":6545},[109],{"categories":6547},[53],{"categories":6549},[],{"categories":6551},[145],{"categories":6553},[123],{"categories":6555},[3119],{"categories":6557},[99],{"categories":6559},[123],{"categories":6561},[53],{"categories":6563},[109],{"categories":6565},[53],{"categories":6567},[53],{"categories":6569},[226],{"categories":6571},[123],{"categories":6573},[148],{"categories":6575},[],{"categories":6577},[145],{"categories":6579},[53],{"categories":6581},[53],{"categories":6583},[],{"categories":6585},[109],{"categories":6587},[53],{"categories":6589},[53],{"categories":6591},[53],{"categories":6593},[53],{"categories":6595},[109],{"categories":6597},[53],{"categories":6599},[53],{"categories":6601},[53],{"categories":6603},[112],{"categories":6605},[53],{"categories":6607},[109],{"categories":6609},[53],{"categories":6611},[53],{"categories":6613},[53],{"categories":6615},[53],{"categories":6617},[53],{"categories":6619},[53],{"categories":6621},[53],{"categories":6623},[104],{"categories":6625},[],{"categories":6627},[112],{"categories":6629},[145],{"categories":6631},[109],{"categories":6633},[53],{"categories":6635},[123],{"categories":6637},[],{"categories":6639},[123],{"categories":6641},[123],{"categories":6643},[109],{"categories":6645},[123],{"categories":6647},[53],{"categories":6649},[53],{"categories":6651},[53],{"categories":6653},[109],{"categories":6655},[123],{"categories":6657},[53],{"categories":6659},[53],{"categories":6661},[53],{"categories":6663},[109],{"categories":6665},[145],{"categories":6667},[53],{"categories":6669},[53],{"categories":6671},[53],{"categories":6673},[104],{"categories":6675},[53],{"categories":6677},[109],{"categories":6679},[197],{"categories":6681},[],{"categories":6683},[53],{"categories":6685},[148],{"categories":6687},[109],{"categories":6689},[53],{"categories":6691},[53],{"categories":6693},[],{"categories":6695},[53],{"categories":6697},[53],{"categories":6699},[145],{"categories":6701},[53],{"categories":6703},[53],{"categories":6705},[109],{"categories":6707},[226],{"categories":6709},[],{"categories":6711},[],{"categories":6713},[123],{"categories":6715},[53],{"categories":6717},[53],{"categories":6719},[145],{"categories":6721},[53],{"categories":6723},[123],{"categories":6725},[145],{"categories":6727},[53],{"categories":6729},[53],{"categories":6731},[226],{"categories":6733},[148],{"categories":6735},[53],{"categories":6737},[53],{"categories":6739},[99],{"categories":6741},[109],{"categories":6743},[53],{"categories":6745},[53],{"categories":6747},[109],{"categories":6749},[104],{"categories":6751},[109],{"categories":6753},[123],{"categories":6755},[53],{"categories":6757},[104],{"categories":6759},[],{"categories":6761},[53],{"categories":6763},[148],{"categories":6765},[53],{"categories":6767},[53],{"categories":6769},[],{"categories":6771},[145],{"categories":6773},[53],{"categories":6775},[109],{"categories":6777},[148],{"categories":6779},[53],{"categories":6781},[123],{"categories":6783},[123],{"categories":6785},[123],{"categories":6787},[53],{"categories":6789},[109],{"categories":6791},[109],{"categories":6793},[53],{"categories":6795},[109],{"categories":6797},[53],{"categories":6799},[53],{"categories":6801},[197],{"categories":6803},[148],{"categories":6805},[148],{"categories":6807},[],{"categories":6809},[145],{"categories":6811},[53],{"categories":6813},[53],{"categories":6815},[123],{"categories":6817},[],{"categories":6819},[145],{"categories":6821},[145],{"categories":6823},[145],{"categories":6825},[],{"categories":6827},[109],{"categories":6829},[53],{"categories":6831},[],{"categories":6833},[99],{"categories":6835},[104],{"categories":6837},[],{"categories":6839},[53],{"categories":6841},[53],{"categories":6843},[],{"categories":6845},[123],{"categories":6847},[],{"categories":6849},[],{"categories":6851},[],{"categories":6853},[],{"categories":6855},[53],{"categories":6857},[145],{"categories":6859},[],{"categories":6861},[],{"categories":6863},[53],{"categories":6865},[53],{"categories":6867},[53],{"categories":6869},[148],{"categories":6871},[53],{"categories":6873},[148],{"categories":6875},[],{"categories":6877},[148],{"categories":6879},[148],{"categories":6881},[267],{"categories":6883},[109],{"categories":6885},[123],{"categories":6887},[],{"categories":6889},[],{"categories":6891},[148],{"categories":6893},[123],{"categories":6895},[123],{"categories":6897},[123],{"categories":6899},[],{"categories":6901},[99],{"categories":6903},[123],{"categories":6905},[123],{"categories":6907},[99],{"categories":6909},[123],{"categories":6911},[104],{"categories":6913},[123],{"categories":6915},[123],{"categories":6917},[123],{"categories":6919},[148],{"categories":6921},[145],{"categories":6923},[145],{"categories":6925},[53],{"categories":6927},[123],{"categories":6929},[148],{"categories":6931},[267],{"categories":6933},[148],{"categories":6935},[148],{"categories":6937},[148],{"categories":6939},[],{"categories":6941},[104],{"categories":6943},[],{"categories":6945},[267],{"categories":6947},[123],{"categories":6949},[123],{"categories":6951},[123],{"categories":6953},[109],{"categories":6955},[145,104],{"categories":6957},[148],{"categories":6959},[],{"categories":6961},[],{"categories":6963},[148],{"categories":6965},[],{"categories":6967},[148],{"categories":6969},[145],{"categories":6971},[109],{"categories":6973},[],{"categories":6975},[123],{"categories":6977},[53],{"categories":6979},[197],{"categories":6981},[],{"categories":6983},[53],{"categories":6985},[],{"categories":6987},[145],{"categories":6989},[99],{"categories":6991},[148],{"categories":6993},[],{"categories":6995},[123],{"categories":6997},[145],[6999,7085,7166,7271],{"id":7000,"title":7001,"ai":7002,"body":7007,"categories":7041,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":7042,"navigation":78,"path":7073,"published_at":7074,"question":54,"scraped_at":7075,"seo":7076,"sitemap":7077,"source_id":7078,"source_name":84,"source_type":85,"source_url":7079,"stem":7080,"tags":7081,"thumbnail_url":54,"tldr":7082,"tweet":54,"unknown_tags":7083,"__hash__":7084},"summaries\u002Fsummaries\u002Fd2e82aaa08bb6c55-flow-veo-3-tool-for-consistent-cinematic-video-summary.md","Flow: Veo 3 Tool for Consistent Cinematic Video",{"provider":7,"model":8,"input_tokens":7003,"output_tokens":7004,"processing_time_ms":7005,"cost_usd":7006},6051,2389,14060,0.00189785,{"type":14,"value":7008,"toc":7036},[7009,7013,7016,7019,7023,7026,7029,7033],[17,7010,7012],{"id":7011},"consistent-asset-reuse-drives-scene-cohesion","Consistent Asset Reuse Drives Scene Cohesion",[22,7014,7015],{},"Flow generates video 'ingredients' like characters or objects via Imagen text-to-image or user uploads, then reuses them across clips for visual consistency—key for maintaining story continuity without manual tracking. Start with a scene image to spawn new shots, or reference assets in natural language prompts powered by Gemini for intuitive control. Veo 3 excels here with strong prompt adherence, realistic physics, and cinematic quality, letting you iterate effortlessly from idea to polished output. This cuts production time on repetitive elements, enabling focus on narrative over asset recreation.",[22,7017,7018],{},"Trade-off: Early stage means outputs shine in controlled prompts but may need refinement for complex multi-shot sequences.",[17,7020,7022],{"id":7021},"pro-controls-unlock-precise-storytelling","Pro Controls Unlock Precise Storytelling",[22,7024,7025],{},"Camera Controls let you dictate motion, angles, and perspectives directly, mimicking director tools for shots like pans or zooms. Scenebuilder extends existing footage seamlessly—reveal more action or transition to next beats with persistent motion and characters. Asset Management organizes prompts and ingredients for quick reuse. Flow TV showcases Veo-generated clips with exact prompts, so you learn techniques by forking styles (e.g., adapt a dramatic angle from a sample). These features evolve from VideoFX, prioritizing pros while onboarding beginners via everyday language.",[22,7027,7028],{},"Outcome: Professionals ship riskier ideas faster; newcomers prototype without gear costs.",[17,7030,7032],{"id":7031},"subscriber-access-and-proven-filmmaker-outputs","Subscriber Access and Proven Filmmaker Outputs",[22,7034,7035],{},"Available now to U.S. Google AI Pro subscribers (100 generations\u002Fmonth, core features) and Ultra (higher limits, Veo 3 with native audio for sounds\u002Fdialogue). Collaborations validate real use: Dave Clark's 'Freelancers' blends AI with traditional tools for brotherly quests; Henry Daubrez's 'Electric Pink' extends his Veo 2 'Kitsune' (lonely souls tale); Junie Lau's 'Dear Stranger' explores multiverse love. Watch 'Behind the Lens' for their workflows. Early access shaped Flow for creative integration, positioning it as an enabler for diverse voices over replacement.",{"title":46,"searchDepth":47,"depth":47,"links":7037},[7038,7039,7040],{"id":7011,"depth":47,"text":7012},{"id":7021,"depth":47,"text":7022},{"id":7031,"depth":47,"text":7032},[53],{"content_references":7043,"triage":7070},[7044,7048,7051,7055,7058,7060,7063,7065,7068],{"type":60,"title":7045,"url":7046,"context":7047},"Flow","http:\u002F\u002Fflow.google\u002F","recommended",{"type":60,"title":7049,"url":7050,"context":7047},"Flow TV","http:\u002F\u002Flabs.google\u002Fflow\u002Ftv",{"type":69,"title":7052,"author":7053,"url":7054,"context":63},"Battalion","Dave Clark","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=5NZubOOeeV0",{"type":69,"title":7056,"author":7053,"url":7057,"context":63},"NinjaPunk","https:\u002F\u002Fyoutu.be\u002FbhmZflwma64?si=XiXK-OIL-M2-n_6x",{"type":69,"title":7059,"author":7053,"context":63},"Freelancers",{"type":69,"title":7061,"author":7062,"url":86,"context":63},"Kitsune","Henry Daubrez",{"type":69,"title":7064,"author":7062,"context":63},"Electric Pink",{"type":69,"title":7066,"author":7067,"context":63},"Dear Stranger","Junie Lau",{"type":69,"title":7069,"context":7047},"Behind the Lens: AI, Creativity, and the Future of Filmmaking Tools",{"relevance":75,"novelty":75,"quality":74,"actionability":75,"composite":7071,"reasoning":7072},3.25,"Category: AI & LLMs. The article discusses the Flow tool for video production, which aligns with AI tools and prompt engineering. It provides insights into how the tool can streamline filmmaking workflows, but lacks specific actionable steps for implementation.","\u002Fsummaries\u002Fd2e82aaa08bb6c55-flow-veo-3-tool-for-consistent-cinematic-video-summary","2025-05-20 00:00:00","2026-04-15 15:30:49",{"title":7001,"description":46},{"loc":7073},"d2e82aaa08bb6c55","https:\u002F\u002Fblog.google\u002Ftechnology\u002Fai\u002Fgoogle-flow-veo-ai-filmmaking-tool\u002F","summaries\u002Fd2e82aaa08bb6c55-flow-veo-3-tool-for-consistent-cinematic-video-summary",[89,90],"Flow uses Veo for prompt-based video clips with consistent characters and scenes, plus camera controls and extensions to streamline filmmaking workflows.",[],"Ias48cTOfrjxymEXsZchFOp8Zl2M5RdHP-AvSjP2Vnc",{"id":7086,"title":7087,"ai":7088,"body":7094,"categories":7137,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":7138,"navigation":78,"path":7153,"published_at":7154,"question":54,"scraped_at":7154,"seo":7155,"sitemap":7156,"source_id":7157,"source_name":7158,"source_type":85,"source_url":7159,"stem":7160,"tags":7161,"thumbnail_url":54,"tldr":7163,"tweet":54,"unknown_tags":7164,"__hash__":7165},"summaries\u002Fsummaries\u002Faa67bf587bd0c123-getting-started-with-chatgpt-a-practical-guide-summary.md","Getting Started with ChatGPT: A Practical Guide",{"provider":7,"model":7089,"input_tokens":7090,"output_tokens":7091,"processing_time_ms":7092,"cost_usd":7093},"google\u002Fgemini-3.1-flash-lite",6368,540,2888,0.002402,{"type":14,"value":7095,"toc":7133},[7096,7100,7103,7106,7110,7113,7130],[17,7097,7099],{"id":7098},"from-simple-prompts-to-repeatable-workflows","From Simple Prompts to Repeatable Workflows",[22,7101,7102],{},"ChatGPT functions as a conversational assistant that leverages large language models to process natural language and generate real-time responses. The most effective way to begin is by applying the tool to tasks you already perform, such as drafting content, brainstorming, summarizing long documents, or organizing rough notes. These initial use cases are low-risk and provide immediate utility by reducing the time spent staring at a blank page.",[22,7104,7105],{},"As you identify tasks that repeat frequently or require multiple steps, you can transition from one-off prompts to more structured configurations. Features like Projects, custom GPTs, and Skills allow you to maintain consistent instructions and organize source materials, turning ad-hoc interactions into repeatable, high-quality workflows.",[17,7107,7109],{"id":7108},"leveraging-voice-for-efficiency","Leveraging Voice for Efficiency",[22,7111,7112],{},"Voice features in ChatGPT are designed to increase speed and accessibility, particularly for brainstorming on the go or multitasking. The interface offers two primary modes:",[7114,7115,7116,7124],"ul",{},[7117,7118,7119,7123],"li",{},[7120,7121,7122],"strong",{},"Voice Mode:"," Enables a two-way, real-time conversational experience where you talk and listen to the model.",[7117,7125,7126,7129],{},[7120,7127,7128],{},"Dictation:"," Converts spoken words into text, allowing for immediate refinement within the chat window.",[22,7131,7132],{},"These voice interactions are stored in your chat history as both audio\u002Fvideo clips and transcriptions, ensuring that context is preserved for future reference.",{"title":46,"searchDepth":47,"depth":47,"links":7134},[7135,7136],{"id":7098,"depth":47,"text":7099},{"id":7108,"depth":47,"text":7109},[53],{"content_references":7139,"triage":7149},[7140,7143,7146],{"type":69,"title":7141,"url":7142,"context":63},"What is AI","https:\u002F\u002Fopenai.com\u002Facademy\u002Fwhat-is-ai\u002F",{"type":69,"title":7144,"url":7145,"context":7047},"Prompting guide","https:\u002F\u002Fopenai.com\u002Facademy\u002Fprompting\u002F",{"type":69,"title":7147,"url":7148,"context":63},"Voice Mode FAQ","https:\u002F\u002Fhelp.openai.com\u002Farticles\u002F8400625-voice-mode-faq",{"relevance":7150,"novelty":75,"quality":74,"actionability":74,"composite":7151,"reasoning":7152},5,4.15,"Category: AI & LLMs. The article provides a practical guide on using ChatGPT for various tasks, addressing the audience's need for actionable insights on AI integration. It outlines specific use cases and features that can help users transition from simple prompts to structured workflows, making it highly relevant and actionable.","\u002Fsummaries\u002Faa67bf587bd0c123-getting-started-with-chatgpt-a-practical-guide-summary","2026-07-16 13:33:34",{"title":7087,"description":46},{"loc":7153},"aa67bf587bd0c123","OpenAI News","https:\u002F\u002Fopenai.com\u002Facademy\u002Fgetting-started","summaries\u002Faa67bf587bd0c123-getting-started-with-chatgpt-a-practical-guide-summary",[89,90,7162],"automation","ChatGPT is a conversational AI assistant designed to help with writing, brainstorming, and problem-solving. Success starts with simple chat-based tasks and evolves into structured workflows as you identify repeatable processes.",[],"8TYZvy7QC5dqXcPYjErR0Ift14jfdvd5VGM12iQPb94",{"id":7167,"title":7168,"ai":7169,"body":7174,"categories":7249,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":7250,"navigation":78,"path":7257,"published_at":7258,"question":54,"scraped_at":7259,"seo":7260,"sitemap":7261,"source_id":7262,"source_name":7263,"source_type":85,"source_url":7264,"stem":7265,"tags":7266,"thumbnail_url":54,"tldr":7268,"tweet":54,"unknown_tags":7269,"__hash__":7270},"summaries\u002Fsummaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary.md","Controlling LLM Output: Deterministic vs. Stochastic Generation",{"provider":7,"model":7089,"input_tokens":7170,"output_tokens":7171,"processing_time_ms":7172,"cost_usd":7173},4031,566,2906,0.00185675,{"type":14,"value":7175,"toc":7244},[7176,7180,7183,7187,7190,7223,7227,7230],[17,7177,7179],{"id":7178},"the-mechanics-of-token-probability","The Mechanics of Token Probability",[22,7181,7182],{},"At the core of every LLM generation is a probability distribution over the entire vocabulary (e.g., 50,257 tokens for GPT-2). At each step, the model calculates the likelihood of every possible next token. By default, the model samples from this distribution, which introduces inherent stochasticity. Understanding that LLMs do not 'decide' but rather 'sample' is the prerequisite for controlling output consistency.",[17,7184,7186],{"id":7185},"strategies-for-controlling-output","Strategies for Controlling Output",[22,7188,7189],{},"To move from unpredictable, creative generation to deterministic, reliable output, you must intervene in the sampling process:",[7114,7191,7192,7203],{},[7117,7193,7194,7197,7198,7202],{},[7120,7195,7196],{},"Temperature Control:"," Setting ",[7199,7200,7201],"code",{},"temperature"," to 0 effectively forces the model to always select the token with the highest probability (greedy decoding). This makes the output deterministic, meaning the same prompt will consistently yield the same result.",[7117,7204,7205,7208,7209],{},[7120,7206,7207],{},"Top-K and Top-P (Nucleus) Sampling:"," These methods truncate the probability distribution before sampling.\n",[7114,7210,7211,7217],{},[7117,7212,7213,7216],{},[7120,7214,7215],{},"Top-K"," restricts the model to choosing only from the top 'K' most likely tokens, preventing the model from picking low-probability 'tail' tokens that lead to hallucinations or nonsensical text.",[7117,7218,7219,7222],{},[7120,7220,7221],{},"Top-P (Nucleus Sampling)"," selects from the smallest set of tokens whose cumulative probability exceeds the threshold 'P'. This is generally more flexible than Top-K because the size of the candidate pool dynamically adjusts based on the model's confidence.",[17,7224,7226],{"id":7225},"choosing-the-right-strategy","Choosing the Right Strategy",[22,7228,7229],{},"Choosing between deterministic and non-deterministic generation depends on the specific use case:",[7114,7231,7232,7238],{},[7117,7233,7234,7237],{},[7120,7235,7236],{},"Use Deterministic (Temp=0) for:"," Data extraction, code generation, classification tasks, or any scenario where accuracy and reproducibility are paramount.",[7117,7239,7240,7243],{},[7120,7241,7242],{},"Use Non-Deterministic (Temp > 0) for:"," Creative writing, brainstorming, or open-ended conversational tasks where variety and 'human-like' nuance are preferred over strict consistency.",{"title":46,"searchDepth":47,"depth":47,"links":7245},[7246,7247,7248],{"id":7178,"depth":47,"text":7179},{"id":7185,"depth":47,"text":7186},{"id":7225,"depth":47,"text":7226},[53],{"content_references":7251,"triage":7255},[7252],{"type":60,"title":7253,"author":7254,"context":63},"GPT-2","OpenAI",{"relevance":7150,"novelty":75,"quality":74,"actionability":74,"composite":7151,"reasoning":7256},"Category: AI & LLMs. The article provides a deep dive into controlling LLM outputs, addressing a specific pain point for developers who need to understand how to implement deterministic versus stochastic generation in their AI features. It offers practical strategies like temperature control and sampling methods, making it actionable for the audience.","\u002Fsummaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary","2026-06-26 20:35:15","2026-06-27 12:56:27",{"title":7168,"description":46},{"loc":7257},"70808dff74b931f3","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fdeterministic-and-non-deterministic-llms-how-to-control-the-output-bdecd2a22ee6?source=rss----5517fd7b58a6---4","summaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary",[7267,90,89],"llm","LLM outputs are probability distributions over tokens. You can force deterministic results by setting temperature to 0 or using top-p\u002Ftop-k sampling to constrain the randomness of the next-token selection.",[],"yg5_e5TnCMiL8j5dctUAq3NMt9CCUkjFjg8DjjG5hpY",{"id":7272,"title":7273,"ai":7274,"body":7279,"categories":7322,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":7323,"navigation":78,"path":7340,"published_at":7341,"question":54,"scraped_at":7342,"seo":7343,"sitemap":7344,"source_id":7345,"source_name":7346,"source_type":85,"source_url":7347,"stem":7348,"tags":7349,"thumbnail_url":54,"tldr":7351,"tweet":54,"unknown_tags":7352,"__hash__":7353},"summaries\u002Fsummaries\u002F96bc0a638ba80f59-bulletproof-taste-rejections-beat-ai-gingerbread-summary.md","Bulletproof Taste: Rejections Beat AI Gingerbread",{"provider":7,"model":8,"input_tokens":7275,"output_tokens":7276,"processing_time_ms":7277,"cost_usd":7278},7400,2005,50299,0.00246,{"type":14,"value":7280,"toc":7317},[7281,7285,7288,7291,7295,7298,7301,7304,7308,7311,7314],[17,7282,7284],{"id":7283},"taste-as-rejections-not-replicable-aesthetics","Taste as Rejections, Not Replicable Aesthetics",[22,7286,7287],{},"Most 'taste' is surface decoration—adjectives like 'warm, sharp, opinionated' that AI replicates effortlessly, producing uniform output where brilliant insights and platitudes wear the same confident costume. True taste is refusal: the 'felt sense of what fits' (per Harvard essay on intuition), encoded in your rejection list of defaults like safety-optimized phrasing, softened claims, or unearned transitions. These specifics evade AI's consensus-digesting nature, akin to Ted Chiang's 'blurry JPEG of the web' that lossy-compresses uniqueness into generality. Lesson: Collect rejections as indelible breadcrumbs; they prove your presence in the forest AI blurs.",[22,7289,7290],{},"Diagnostic prompt spots defaults in your vs. AI paragraphs: List safety phrasings, suggest conviction alternatives (e.g., replace hedge with falsifiable claim), count per piece. RobotsOS Voice Profile Builder (20 minutes) formats rejections for AI use without dilution.",[17,7292,7294],{"id":7293},"taste-drift-from-ai-slop-consumption","Taste Drift from AI Slop Consumption",[22,7296,7297],{},"Daily exposure to AI-generated 'average' text—vague, bland, hedged—recalibrates judgment downward incrementally. Each accepted vague phrase, soft claim, or mechanical transition votes for lower standards, rebuilding the gingerbread house bite by bite. Over months, edges vanish: past work risks boldly; recent edits machine choices indistinguishably. Consensus-optimized AI output fattens taste like Hansel, erasing breadcrumbs until you forget your voice.",[22,7299,7300],{},"Detect via 'taste drift' prompt on old\u002Fnew pieces: Score 5 markers—(1) vagueness tolerance (specifics → generals), (2) hedge creep (more qualifiers), (3) risk avoidance (no falsifiable claims), (4) transition decay (mechanical links), (5) default phrasing (originals → commons)—citing sentences, direction of drift.",[22,7302,7303],{},"Style mimics surface (minimalist strips adjectives; 'sound like me' rearranges priors) but lacks underlying conviction, yielding consensus content: nod-along pleasantness without furniture—half the audience disagrees with taste-driven work. Spot via prompt on admired pieces: Extract 4 conviction choices—(1) falsifiable claims, (2) structural risks (harder path), (3) omissions (skipping comprehensive), (4) tone breaks—vs. safe alternatives, gains (e.g., edges provoke argument\u002Funderline).",[17,7305,7307],{"id":7306},"burn-gingerbread-train-on-unimitables","Burn Gingerbread: Train on Unimitables",[22,7309,7310],{},"Guardrails, style guides, adjective prompts renovate the trap—burn it by feeding taste irreplaceable inputs. (1) Read superior work with alien choices\u002Frisks: Upward calibration via non-consensus judgment. (2) Explain rejections precisely (e.g., 'transition unearned: para 3 assumes unestablished premise')—vague is candy, specific chokes birds. (3) Ship discomfort-inducing pieces: Stomach-tight claims prove full-capacity taste; comfort preheats the oven.",[22,7312,7313],{},"Pre-publish audit prompt flags: (1) Consensus traps (undisagreeable claims), (2) missing edges (hedged\u002Fsafe spots), (3) drift markers (generated phrasing), (4) oven test (scratch-rewrite survivors, % survival rate)—real work endures.",[22,7315,7316],{},"Core claim: Judgment can't be averaged; protect by rejecting easy consensus daily. Stay Gretel.",{"title":46,"searchDepth":47,"depth":47,"links":7318},[7319,7320,7321],{"id":7283,"depth":47,"text":7284},{"id":7293,"depth":47,"text":7294},{"id":7306,"depth":47,"text":7307},[53],{"content_references":7324,"triage":7338},[7325,7328,7332,7335],{"type":69,"title":7326,"url":7327,"context":72},"Essay: Intuition and Taste in the Age of AI","https:\u002F\u002Fhsph.harvard.edu\u002Fnews\u002Fessay-intuition-and-taste-in-the-age-of-ai\u002F",{"type":69,"title":7329,"author":7330,"url":7331,"context":72},"ChatGPT Is a Blurry JPEG of the Web","Ted Chiang","https:\u002F\u002Fwww.newyorker.com\u002Ftech\u002Fannals-of-technology\u002Fchatgpt-is-a-blurry-jpeg-of-the-web",{"type":60,"title":7333,"url":7334,"context":7047},"Voice Profile Builder","https:\u002F\u002Frobotsatemyhomework.com\u002Frobotsos\u002Fskills\u002Fvoice-profile-builder",{"type":60,"title":7336,"url":7337,"context":7047},"The Gingerbread Audit","https:\u002F\u002Frobotsatemyhomework.com\u002Frobotsos\u002Fplaybooks\u002Fthe-gingerbread-audit",{"relevance":74,"novelty":75,"quality":74,"actionability":74,"composite":76,"reasoning":7339},"Category: AI & LLMs. The article discusses the impact of AI on creative taste and provides actionable prompts for diagnosing and improving writing quality, addressing a specific pain point for product builders concerned with content quality. It offers concrete techniques for evaluating and enhancing writing, making it relevant and actionable.","\u002Fsummaries\u002F96bc0a638ba80f59-bulletproof-taste-rejections-beat-ai-gingerbread-summary","2026-05-06 12:31:44","2026-05-06 16:13:55",{"title":7273,"description":46},{"loc":7340},"96bc0a638ba80f59","Robots Ate My Homework","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fai-writing-taste-gingerbread-house","summaries\u002F96bc0a638ba80f59-bulletproof-taste-rejections-beat-ai-gingerbread-summary",[90,7350,89],"content-marketing","AI erodes taste by mimicking style without judgment—counter it by collecting rejections as breadcrumbs, diagnosing drift with prompts, and feeding taste high-conviction work that demands discomfort.",[],"ROKHJcVzgyRckUhngAK8ucNJibdlKdsTf8D1uCOeAjA"]