[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-234d1f722727c86c-xdof-reaches-1-2b-valuation-by-solving-robot-data-summary":3,"summaries-facets-categories":110,"summary-related-234d1f722727c86c-xdof-reaches-1-2b-valuation-by-solving-robot-data-summary":7816},{"id":4,"title":5,"ai":6,"body":13,"categories":66,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":71,"navigation":91,"path":92,"published_at":93,"question":68,"scraped_at":94,"seo":95,"sitemap":96,"source_id":97,"source_name":98,"source_type":99,"source_url":100,"stem":101,"tags":102,"thumbnail_url":68,"tldr":107,"tweet":68,"unknown_tags":108,"__hash__":109},"summaries\u002Fsummaries\u002F234d1f722727c86c-xdof-reaches-1-2b-valuation-by-solving-robot-data--summary.md","XDOF Reaches $1.2B Valuation by Solving Robot Data Bottlenecks",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6110,659,3636,0.002516,{"type":14,"value":15,"toc":59},"minimark",[16,21,25,29,32,36,39,56],[17,18,20],"h2",{"id":19},"the-data-bottleneck-in-physical-robotics","The Data Bottleneck in Physical Robotics",[22,23,24],"p",{},"Unlike Large Language Models (LLMs) that benefited from the vast, pre-existing corpus of internet text, physical robots lack a comparable, high-quality dataset for training. This data scarcity is the primary bottleneck preventing the development of general-purpose machines. XDOF addresses this by acting as an outsourced data-supply chain, building the pipelines, collection tools, and annotation systems that frontier AI labs and robotics companies struggle to build in-house.",[17,26,28],{"id":27},"from-research-to-revenue","From Research to Revenue",[22,30,31],{},"Founded in 2024 by UC Berkeley researchers Philipp Wu and Fred Shentu, XDOF originated from their work on GELLO, a low-cost teleoperation system that allows human operators to control robotic arms remotely. This research-backed approach has scaled rapidly; despite closing a $70 million Series A in June 2026, the company is already in late-stage talks for a Series B at a $1.2 billion valuation, fueled by $50 million in annualized revenue and partnerships with 20 customers, including several major AI labs.",[17,33,35],{"id":34},"scaling-data-collection","Scaling Data Collection",[22,37,38],{},"To build the world's largest collection of robot training data—a project known as ABC—XDOF employs a dual-pronged collection strategy:",[40,41,42,50],"ul",{},[43,44,45,49],"li",{},[46,47,48],"strong",{},"Remote Teleoperation:"," Human operators steer robots remotely to perform specific tasks.",[43,51,52,55],{},[46,53,54],{},"Egocentric Collection:"," Human collectors wear body sensors to record everyday physical movements, such as folding clothes or flattening boxes, which are then translated into robot training data.",[22,57,58],{},"By industrializing this process, XDOF is positioning itself as the 'Scale AI' of the physical robotics world, providing the essential infrastructure required to move beyond controlled lab environments into real-world applications.",{"title":60,"searchDepth":61,"depth":61,"links":62},"",2,[63,64,65],{"id":19,"depth":61,"text":20},{"id":27,"depth":61,"text":28},{"id":34,"depth":61,"text":35},[67],"AI & LLMs",null,"md",false,{"content_references":72,"triage":86},[73,77,80,82,84],{"type":74,"title":75,"context":76},"tool","GELLO","mentioned",{"type":74,"title":78,"url":79,"context":76},"ABC","https:\u002F\u002Fabc.bot\u002F",{"type":74,"title":81,"context":76},"Scale AI",{"type":74,"title":83,"context":76},"Mercor",{"type":74,"title":85,"context":76},"Micro1",{"relevance":87,"novelty":87,"quality":88,"actionability":61,"composite":89,"reasoning":90},3,4,3.05,"Category: AI & LLMs. The article discusses a startup addressing data bottlenecks in robotics, which is relevant to AI product builders. However, it lacks actionable insights or frameworks that the audience can directly apply to their work.",true,"\u002Fsummaries\u002F234d1f722727c86c-xdof-reaches-1-2b-valuation-by-solving-robot-data-summary","2026-09-04 23:36:14","2026-09-05 03:11:05",{"title":5,"description":60},{"loc":92},"234d1f722727c86c","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F04\u002Fxdof-just-three-months-out-of-stealth-is-in-talks-for-a-series-b-at-a-1-2b-valuation\u002F","summaries\u002F234d1f722727c86c-xdof-reaches-1-2b-valuation-by-solving-robot-data--summary",[103,104,105,106],"ai-tools","startups","data-science","robotics","XDOF, a startup providing teleoperation data for training general-purpose robots, is nearing a $1.2B valuation just three months after its Series A, driven by $50M in annualized revenue and high demand from AI labs.",[106],"sPPQcUNWyOKSR7LHW_tuGJIP8_RqYXRJnN681jLAu4Q",[111,113,116,118,121,123,126,129,131,133,135,137,140,143,145,147,149,151,154,156,158,160,162,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,408,410,412,414,416,418,420,422,424,426,428,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,464,466,468,470,472,474,476,478,480,482,484,486,488,490,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,562,564,566,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,610,612,614,616,618,620,622,624,626,628,630,632,634,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,954,956,958,960,962,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714,7716,7718,7720,7722,7724,7726,7728,7730,7732,7734,7736,7738,7740,7742,7744,7746,7748,7750,7752,7754,7756,7758,7760,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780,7782,7784,7786,7788,7790,7792,7794,7796,7798,7800,7802,7804,7806,7808,7810,7812,7814],{"categories":112},[67],{"categories":114},[115],"Developer Productivity",{"categories":117},[67],{"categories":119},[120],"Business & SaaS",{"categories":122},[67],{"categories":124},[125],"AI Automation",{"categories":127},[128],"Product Strategy",{"categories":130},[125],{"categories":132},[67],{"categories":134},[115],{"categories":136},[125],{"categories":138},[139],"Software Engineering",{"categories":141},[142],"Data Science & Visualization",{"categories":144},[67],{"categories":146},[120],{"categories":148},[],{"categories":150},[67],{"categories":152},[153],"Inference & Serving",{"categories":155},[67],{"categories":157},[67],{"categories":159},[125],{"categories":161},[],{"categories":163},[164],"AI News & Trends",{"categories":166},[142],{"categories":168},[125],{"categories":170},[67],{"categories":172},[67],{"categories":174},[67],{"categories":176},[120],{"categories":178},[115],{"categories":180},[67],{"categories":182},[125],{"categories":184},[164],{"categories":186},[67],{"categories":188},[125],{"categories":190},[125],{"categories":192},[67],{"categories":194},[67],{"categories":196},[125],{"categories":198},[67],{"categories":200},[67],{"categories":202},[67],{"categories":204},[120],{"categories":206},[125],{"categories":208},[164],{"categories":210},[67],{"categories":212},[67],{"categories":214},[67],{"categories":216},[],{"categories":218},[219],"Design & Frontend",{"categories":221},[67],{"categories":223},[142],{"categories":225},[67],{"categories":227},[164],{"categories":229},[67],{"categories":231},[67],{"categories":233},[67],{"categories":235},[],{"categories":237},[67],{"categories":239},[67],{"categories":241},[125],{"categories":243},[139],{"categories":245},[67],{"categories":247},[67],{"categories":249},[125],{"categories":251},[67],{"categories":253},[254],"Marketing & Growth",{"categories":256},[219],{"categories":258},[67],{"categories":260},[125],{"categories":262},[67],{"categories":264},[67],{"categories":266},[139],{"categories":268},[67],{"categories":270},[],{"categories":272},[],{"categories":274},[219],{"categories":276},[67],{"categories":278},[125],{"categories":280},[115],{"categories":282},[139],{"categories":284},[125],{"categories":286},[219],{"categories":288},[67],{"categories":290},[128],{"categories":292},[67],{"categories":294},[139],{"categories":296},[297],"DevOps & Cloud",{"categories":299},[125],{"categories":301},[128],{"categories":303},[164],{"categories":305},[67],{"categories":307},[],{"categories":309},[67],{"categories":311},[67],{"categories":313},[67],{"categories":315},[],{"categories":317},[125],{"categories":319},[139],{"categories":321},[297],{"categories":323},[],{"categories":325},[139],{"categories":327},[125],{"categories":329},[67],{"categories":331},[219],{"categories":333},[334],"Governance & Standards",{"categories":336},[120],{"categories":338},[],{"categories":340},[67],{"categories":342},[],{"categories":344},[67],{"categories":346},[67],{"categories":348},[125],{"categories":350},[67],{"categories":352},[125],{"categories":354},[67],{"categories":356},[67],{"categories":358},[125],{"categories":360},[67],{"categories":362},[67],{"categories":364},[67],{"categories":366},[],{"categories":368},[139],{"categories":370},[],{"categories":372},[],{"categories":374},[67],{"categories":376},[139],{"categories":378},[],{"categories":380},[139],{"categories":382},[67],{"categories":384},[125],{"categories":386},[67],{"categories":388},[254],{"categories":390},[67],{"categories":392},[67],{"categories":394},[67],{"categories":396},[219],{"categories":398},[219],{"categories":400},[67],{"categories":402},[139],{"categories":404},[125],{"categories":406},[407],"GovTech & Public-Sector Adoption",{"categories":409},[139],{"categories":411},[67],{"categories":413},[67],{"categories":415},[67],{"categories":417},[125],{"categories":419},[125],{"categories":421},[142],{"categories":423},[67],{"categories":425},[164],{"categories":427},[125],{"categories":429},[430],"Legal AI Tools",{"categories":432},[67],{"categories":434},[125],{"categories":436},[67],{"categories":438},[254],{"categories":440},[125],{"categories":442},[128],{"categories":444},[67],{"categories":446},[139],{"categories":448},[407],{"categories":450},[],{"categories":452},[125],{"categories":454},[],{"categories":456},[120],{"categories":458},[125],{"categories":460},[125],{"categories":462},[463],"RAG & Retrieval",{"categories":465},[120],{"categories":467},[67],{"categories":469},[139],{"categories":471},[139],{"categories":473},[297],{"categories":475},[219],{"categories":477},[125],{"categories":479},[67],{"categories":481},[67],{"categories":483},[67],{"categories":485},[67],{"categories":487},[],{"categories":489},[125],{"categories":491},[492],"Agents & Orchestration",{"categories":494},[139],{"categories":496},[67],{"categories":498},[],{"categories":500},[125],{"categories":502},[120],{"categories":504},[],{"categories":506},[67],{"categories":508},[],{"categories":510},[67],{"categories":512},[115],{"categories":514},[139],{"categories":516},[120],{"categories":518},[67],{"categories":520},[67],{"categories":522},[67],{"categories":524},[125],{"categories":526},[67],{"categories":528},[67],{"categories":530},[164],{"categories":532},[67],{"categories":534},[],{"categories":536},[67],{"categories":538},[67],{"categories":540},[],{"categories":542},[67],{"categories":544},[139],{"categories":546},[67],{"categories":548},[125],{"categories":550},[142],{"categories":552},[],{"categories":554},[67],{"categories":556},[67],{"categories":558},[219],{"categories":560},[561],"Models & Frontier Labs",{"categories":563},[],{"categories":565},[219],{"categories":567},[568],"Regulation & Governance of AI",{"categories":570},[128],{"categories":572},[125],{"categories":574},[],{"categories":576},[67],{"categories":578},[67],{"categories":580},[125],{"categories":582},[125],{"categories":584},[164],{"categories":586},[67],{"categories":588},[120],{"categories":590},[67],{"categories":592},[125],{"categories":594},[],{"categories":596},[139],{"categories":598},[125],{"categories":600},[67],{"categories":602},[67],{"categories":604},[128],{"categories":606},[67],{"categories":608},[609],"AI Policy & Regulation",{"categories":611},[],{"categories":613},[67],{"categories":615},[125],{"categories":617},[125],{"categories":619},[128],{"categories":621},[125],{"categories":623},[67],{"categories":625},[67],{"categories":627},[67],{"categories":629},[125],{"categories":631},[],{"categories":633},[142],{"categories":635},[636],"Evals & Reliability",{"categories":638},[67],{"categories":640},[67],{"categories":642},[],{"categories":644},[142],{"categories":646},[115],{"categories":648},[407],{"categories":650},[609],{"categories":652},[67],{"categories":654},[67],{"categories":656},[120],{"categories":658},[67],{"categories":660},[125],{"categories":662},[67],{"categories":664},[125],{"categories":666},[492],{"categories":668},[67],{"categories":670},[139],{"categories":672},[67],{"categories":674},[67],{"categories":676},[],{"categories":678},[219],{"categories":680},[],{"categories":682},[67],{"categories":684},[67],{"categories":686},[407],{"categories":688},[67],{"categories":690},[67],{"categories":692},[67],{"categories":694},[],{"categories":696},[67],{"categories":698},[219],{"categories":700},[67],{"categories":702},[139],{"categories":704},[],{"categories":706},[67],{"categories":708},[67],{"categories":710},[],{"categories":712},[67],{"categories":714},[125],{"categories":716},[67],{"categories":718},[219],{"categories":720},[],{"categories":722},[67],{"categories":724},[67],{"categories":726},[142],{"categories":728},[125],{"categories":730},[67],{"categories":732},[120],{"categories":734},[125],{"categories":736},[67],{"categories":738},[67],{"categories":740},[139],{"categories":742},[219],{"categories":744},[67],{"categories":746},[125],{"categories":748},[],{"categories":750},[139],{"categories":752},[125],{"categories":754},[142],{"categories":756},[],{"categories":758},[67],{"categories":760},[164],{"categories":762},[67],{"categories":764},[],{"categories":766},[67],{"categories":768},[67],{"categories":770},[67],{"categories":772},[120,254],{"categories":774},[],{"categories":776},[139],{"categories":778},[67],{"categories":780},[67],{"categories":782},[125],{"categories":784},[67],{"categories":786},[67],{"categories":788},[],{"categories":790},[],{"categories":792},[67],{"categories":794},[67],{"categories":796},[219],{"categories":798},[67],{"categories":800},[],{"categories":802},[67],{"categories":804},[297],{"categories":806},[],{"categories":808},[125],{"categories":810},[164],{"categories":812},[67],{"categories":814},[120],{"categories":816},[67],{"categories":818},[139],{"categories":820},[219],{"categories":822},[],{"categories":824},[67],{"categories":826},[164],{"categories":828},[67],{"categories":830},[153],{"categories":832},[67],{"categories":834},[67],{"categories":836},[125],{"categories":838},[164],{"categories":840},[561],{"categories":842},[67],{"categories":844},[254],{"categories":846},[],{"categories":848},[125],{"categories":850},[120],{"categories":852},[139],{"categories":854},[67],{"categories":856},[125],{"categories":858},[],{"categories":860},[67,297],{"categories":862},[67],{"categories":864},[67],{"categories":866},[67],{"categories":868},[67],{"categories":870},[125],{"categories":872},[67,139],{"categories":874},[142],{"categories":876},[67],{"categories":878},[67],{"categories":880},[67],{"categories":882},[139],{"categories":884},[67],{"categories":886},[125],{"categories":888},[125],{"categories":890},[609],{"categories":892},[254],{"categories":894},[67],{"categories":896},[125],{"categories":898},[67],{"categories":900},[67],{"categories":902},[125],{"categories":904},[],{"categories":906},[125],{"categories":908},[67],{"categories":910},[67],{"categories":912},[125],{"categories":914},[67],{"categories":916},[67,120],{"categories":918},[67],{"categories":920},[67],{"categories":922},[120],{"categories":924},[],{"categories":926},[219],{"categories":928},[219],{"categories":930},[67],{"categories":932},[],{"categories":934},[],{"categories":936},[67],{"categories":938},[164],{"categories":940},[],{"categories":942},[115],{"categories":944},[67],{"categories":946},[139],{"categories":948},[125],{"categories":950},[67],{"categories":952},[953],"Generative UI & Design-to-Code",{"categories":955},[67],{"categories":957},[67],{"categories":959},[219],{"categories":961},[67],{"categories":963},[964],"Algorithmic Accountability",{"categories":966},[67],{"categories":968},[125],{"categories":970},[139],{"categories":972},[164],{"categories":974},[219],{"categories":976},[67],{"categories":978},[],{"categories":980},[128],{"categories":982},[67],{"categories":984},[67],{"categories":986},[67],{"categories":988},[67],{"categories":990},[67],{"categories":992},[125],{"categories":994},[995],"MLOps & Infrastructure",{"categories":997},[67],{"categories":999},[67],{"categories":1001},[67],{"categories":1003},[67],{"categories":1005},[67],{"categories":1007},[67],{"categories":1009},[139],{"categories":1011},[164],{"categories":1013},[67],{"categories":1015},[67],{"categories":1017},[128],{"categories":1019},[115],{"categories":1021},[67],{"categories":1023},[125],{"categories":1025},[297],{"categories":1027},[67],{"categories":1029},[120],{"categories":1031},[67],{"categories":1033},[219],{"categories":1035},[67],{"categories":1037},[128],{"categories":1039},[67],{"categories":1041},[125],{"categories":1043},[],{"categories":1045},[],{"categories":1047},[67],{"categories":1049},[153],{"categories":1051},[219],{"categories":1053},[164],{"categories":1055},[142],{"categories":1057},[],{"categories":1059},[67],{"categories":1061},[67],{"categories":1063},[120],{"categories":1065},[125],{"categories":1067},[67],{"categories":1069},[67],{"categories":1071},[67],{"categories":1073},[67],{"categories":1075},[67],{"categories":1077},[164],{"categories":1079},[153],{"categories":1081},[67],{"categories":1083},[219],{"categories":1085},[67],{"categories":1087},[],{"categories":1089},[125],{"categories":1091},[139],{"categories":1093},[],{"categories":1095},[67],{"categories":1097},[67],{"categories":1099},[125],{"categories":1101},[139],{"categories":1103},[67],{"categories":1105},[142],{"categories":1107},[219],{"categories":1109},[],{"categories":1111},[67],{"categories":1113},[],{"categories":1115},[67],{"categories":1117},[],{"categories":1119},[67],{"categories":1121},[67],{"categories":1123},[128],{"categories":1125},[120],{"categories":1127},[125],{"categories":1129},[125],{"categories":1131},[139],{"categories":1133},[],{"categories":1135},[67],{"categories":1137},[115],{"categories":1139},[67],{"categories":1141},[67],{"categories":1143},[120],{"categories":1145},[164],{"categories":1147},[115],{"categories":1149},[],{"categories":1151},[67],{"categories":1153},[],{"categories":1155},[67],{"categories":1157},[],{"categories":1159},[67],{"categories":1161},[164],{"categories":1163},[164],{"categories":1165},[],{"categories":1167},[492],{"categories":1169},[67],{"categories":1171},[219],{"categories":1173},[139],{"categories":1175},[],{"categories":1177},[430],{"categories":1179},[125],{"categories":1181},[125],{"categories":1183},[120],{"categories":1185},[67],{"categories":1187},[],{"categories":1189},[],{"categories":1191},[115],{"categories":1193},[142],{"categories":1195},[],{"categories":1197},[254],{"categories":1199},[125],{"categories":1201},[120],{"categories":1203},[125],{"categories":1205},[67],{"categories":1207},[120],{"categories":1209},[67],{"categories":1211},[139],{"categories":1213},[],{"categories":1215},[153],{"categories":1217},[128],{"categories":1219},[67],{"categories":1221},[219],{"categories":1223},[139],{"categories":1225},[120],{"categories":1227},[67],{"categories":1229},[139],{"categories":1231},[67],{"categories":1233},[125],{"categories":1235},[120],{"categories":1237},[67],{"categories":1239},[67],{"categories":1241},[67],{"categories":1243},[67],{"categories":1245},[67],{"categories":1247},[67],{"categories":1249},[],{"categories":1251},[],{"categories":1253},[139],{"categories":1255},[142],{"categories":1257},[128],{"categories":1259},[67],{"categories":1261},[125],{"categories":1263},[139],{"categories":1265},[139],{"categories":1267},[67],{"categories":1269},[],{"categories":1271},[67],{"categories":1273},[164],{"categories":1275},[128],{"categories":1277},[128],{"categories":1279},[139],{"categories":1281},[67],{"categories":1283},[636],{"categories":1285},[297],{"categories":1287},[],{"categories":1289},[67],{"categories":1291},[125],{"categories":1293},[67],{"categories":1295},[115],{"categories":1297},[],{"categories":1299},[115],{"categories":1301},[219],{"categories":1303},[],{"categories":1305},[67],{"categories":1307},[67],{"categories":1309},[67],{"categories":1311},[219],{"categories":1313},[254],{"categories":1315},[128],{"categories":1317},[67],{"categories":1319},[139],{"categories":1321},[67],{"categories":1323},[125],{"categories":1325},[],{"categories":1327},[139],{"categories":1329},[67],{"categories":1331},[115],{"categories":1333},[],{"categories":1335},[120],{"categories":1337},[67],{"categories":1339},[67],{"categories":1341},[164],{"categories":1343},[67,297],{"categories":1345},[67],{"categories":1347},[1348],"Design Systems for AI",{"categories":1350},[67],{"categories":1352},[67],{"categories":1354},[164],{"categories":1356},[67],{"categories":1358},[67],{"categories":1360},[67],{"categories":1362},[120],{"categories":1364},[67],{"categories":1366},[67],{"categories":1368},[67],{"categories":1370},[],{"categories":1372},[67],{"categories":1374},[67],{"categories":1376},[120],{"categories":1378},[67],{"categories":1380},[],{"categories":1382},[125],{"categories":1384},[125],{"categories":1386},[139],{"categories":1388},[67],{"categories":1390},[164],{"categories":1392},[139],{"categories":1394},[67],{"categories":1396},[219],{"categories":1398},[164],{"categories":1400},[142],{"categories":1402},[67],{"categories":1404},[67],{"categories":1406},[67],{"categories":1408},[67],{"categories":1410},[125],{"categories":1412},[115],{"categories":1414},[609],{"categories":1416},[67],{"categories":1418},[67],{"categories":1420},[125],{"categories":1422},[67],{"categories":1424},[139],{"categories":1426},[67],{"categories":1428},[139],{"categories":1430},[],{"categories":1432},[219],{"categories":1434},[],{"categories":1436},[67],{"categories":1438},[125],{"categories":1440},[128],{"categories":1442},[],{"categories":1444},[120],{"categories":1446},[67],{"categories":1448},[],{"categories":1450},[219],{"categories":1452},[139],{"categories":1454},[125],{"categories":1456},[139],{"categories":1458},[67],{"categories":1460},[219],{"categories":1462},[67],{"categories":1464},[139],{"categories":1466},[67],{"categories":1468},[67],{"categories":1470},[219],{"categories":1472},[],{"categories":1474},[],{"categories":1476},[164],{"categories":1478},[125],{"categories":1480},[125],{"categories":1482},[67],{"categories":1484},[125],{"categories":1486},[67],{"categories":1488},[67],{"categories":1490},[67],{"categories":1492},[67],{"categories":1494},[67],{"categories":1496},[67],{"categories":1498},[120],{"categories":1500},[128],{"categories":1502},[67],{"categories":1504},[67],{"categories":1506},[],{"categories":1508},[139],{"categories":1510},[139],{"categories":1512},[67],{"categories":1514},[139],{"categories":1516},[120],{"categories":1518},[],{"categories":1520},[67],{"categories":1522},[67],{"categories":1524},[219],{"categories":1526},[67],{"categories":1528},[67],{"categories":1530},[67],{"categories":1532},[125],{"categories":1534},[115],{"categories":1536},[120],{"categories":1538},[67],{"categories":1540},[125],{"categories":1542},[164],{"categories":1544},[125],{"categories":1546},[153],{"categories":1548},[254],{"categories":1550},[67],{"categories":1552},[125],{"categories":1554},[67],{"categories":1556},[67],{"categories":1558},[67],{"categories":1560},[67],{"categories":1562},[],{"categories":1564},[219],{"categories":1566},[],{"categories":1568},[67],{"categories":1570},[67],{"categories":1572},[],{"categories":1574},[67],{"categories":1576},[67],{"categories":1578},[139],{"categories":1580},[120],{"categories":1582},[1583],"Visual & Generative Media",{"categories":1585},[125],{"categories":1587},[],{"categories":1589},[67],{"categories":1591},[67],{"categories":1593},[139],{"categories":1595},[67],{"categories":1597},[297],{"categories":1599},[67],{"categories":1601},[142],{"categories":1603},[609],{"categories":1605},[139],{"categories":1607},[254],{"categories":1609},[67],{"categories":1611},[128],{"categories":1613},[219],{"categories":1615},[67],{"categories":1617},[67],{"categories":1619},[139],{"categories":1621},[125],{"categories":1623},[67],{"categories":1625},[],{"categories":1627},[],{"categories":1629},[125],{"categories":1631},[139],{"categories":1633},[115],{"categories":1635},[125],{"categories":1637},[561],{"categories":1639},[67],{"categories":1641},[128],{"categories":1643},[67],{"categories":1645},[120],{"categories":1647},[],{"categories":1649},[67],{"categories":1651},[128],{"categories":1653},[67],{"categories":1655},[67],{"categories":1657},[67],{"categories":1659},[128],{"categories":1661},[67],{"categories":1663},[67],{"categories":1665},[254],{"categories":1667},[67],{"categories":1669},[492],{"categories":1671},[139],{"categories":1673},[125],{"categories":1675},[67],{"categories":1677},[125],{"categories":1679},[67],{"categories":1681},[67],{"categories":1683},[125],{"categories":1685},[67],{"categories":1687},[67],{"categories":1689},[67],{"categories":1691},[125],{"categories":1693},[67],{"categories":1695},[219],{"categories":1697},[125],{"categories":1699},[],{"categories":1701},[125],{"categories":1703},[67],{"categories":1705},[],{"categories":1707},[297],{"categories":1709},[139],{"categories":1711},[],{"categories":1713},[561],{"categories":1715},[67],{"categories":1717},[125],{"categories":1719},[125],{"categories":1721},[67],{"categories":1723},[219,67],{"categories":1725},[67],{"categories":1727},[115],{"categories":1729},[67],{"categories":1731},[125],{"categories":1733},[219],{"categories":1735},[],{"categories":1737},[67],{"categories":1739},[115],{"categories":1741},[67],{"categories":1743},[1744],"Medical Imaging & Radiology",{"categories":1746},[67],{"categories":1748},[67],{"categories":1750},[67],{"categories":1752},[219],{"categories":1754},[125],{"categories":1756},[125],{"categories":1758},[139],{"categories":1760},[],{"categories":1762},[67],{"categories":1764},[67],{"categories":1766},[67],{"categories":1768},[],{"categories":1770},[],{"categories":1772},[67],{"categories":1774},[67],{"categories":1776},[492],{"categories":1778},[67],{"categories":1780},[67],{"categories":1782},[115],{"categories":1784},[67],{"categories":1786},[67],{"categories":1788},[],{"categories":1790},[125],{"categories":1792},[67],{"categories":1794},[128],{"categories":1796},[139],{"categories":1798},[67],{"categories":1800},[67],{"categories":1802},[125],{"categories":1804},[492],{"categories":1806},[67],{"categories":1808},[125],{"categories":1810},[67],{"categories":1812},[67],{"categories":1814},[67],{"categories":1816},[67],{"categories":1818},[219],{"categories":1820},[125],{"categories":1822},[297],{"categories":1824},[219],{"categories":1826},[120],{"categories":1828},[125],{"categories":1830},[164],{"categories":1832},[67],{"categories":1834},[67],{"categories":1836},[128],{"categories":1838},[67],{"categories":1840},[67],{"categories":1842},[67],{"categories":1844},[67],{"categories":1846},[67],{"categories":1848},[125],{"categories":1850},[67],{"categories":1852},[139],{"categories":1854},[67],{"categories":1856},[139],{"categories":1858},[67],{"categories":1860},[128],{"categories":1862},[],{"categories":1864},[164],{"categories":1866},[],{"categories":1868},[128],{"categories":1870},[125],{"categories":1872},[67],{"categories":1874},[67],{"categories":1876},[125],{"categories":1878},[67],{"categories":1880},[1348],{"categories":1882},[67],{"categories":1884},[1348],{"categories":1886},[219],{"categories":1888},[67],{"categories":1890},[67],{"categories":1892},[67],{"categories":1894},[125],{"categories":1896},[139],{"categories":1898},[219],{"categories":1900},[125],{"categories":1902},[164],{"categories":1904},[],{"categories":1906},[67],{"categories":1908},[67],{"categories":1910},[],{"categories":1912},[67],{"categories":1914},[67],{"categories":1916},[125],{"categories":1918},[67],{"categories":1920},[67],{"categories":1922},[67],{"categories":1924},[125],{"categories":1926},[1927],"Contract Review & E-Discovery",{"categories":1929},[67],{"categories":1931},[219],{"categories":1933},[67],{"categories":1935},[115],{"categories":1937},[67],{"categories":1939},[164],{"categories":1941},[67],{"categories":1943},[67],{"categories":1945},[254],{"categories":1947},[139],{"categories":1949},[125],{"categories":1951},[67],{"categories":1953},[67],{"categories":1955},[67],{"categories":1957},[125],{"categories":1959},[125],{"categories":1961},[964],{"categories":1963},[67],{"categories":1965},[67],{"categories":1967},[125],{"categories":1969},[125],{"categories":1971},[67],{"categories":1973},[67],{"categories":1975},[67],{"categories":1977},[125],{"categories":1979},[67],{"categories":1981},[67],{"categories":1983},[139],{"categories":1985},[67],{"categories":1987},[492],{"categories":1989},[463],{"categories":1991},[67],{"categories":1993},[125],{"categories":1995},[67],{"categories":1997},[1998],"Law-Firm Practice & Adoption",{"categories":2000},[67],{"categories":2002},[125],{"categories":2004},[219],{"categories":2006},[67],{"categories":2008},[67],{"categories":2010},[67],{"categories":2012},[],{"categories":2014},[139],{"categories":2016},[],{"categories":2018},[139],{"categories":2020},[67],{"categories":2022},[],{"categories":2024},[139],{"categories":2026},[125],{"categories":2028},[115],{"categories":2030},[297],{"categories":2032},[67],{"categories":2034},[],{"categories":2036},[67],{"categories":2038},[115],{"categories":2040},[125],{"categories":2042},[120],{"categories":2044},[67],{"categories":2046},[254],{"categories":2048},[67],{"categories":2050},[],{"categories":2052},[120],{"categories":2054},[125],{"categories":2056},[120],{"categories":2058},[],{"categories":2060},[67],{"categories":2062},[128],{"categories":2064},[67],{"categories":2066},[139],{"categories":2068},[],{"categories":2070},[],{"categories":2072},[67],{"categories":2074},[],{"categories":2076},[],{"categories":2078},[67],{"categories":2080},[128],{"categories":2082},[125],{"categories":2084},[297],{"categories":2086},[67],{"categories":2088},[115],{"categories":2090},[139],{"categories":2092},[67],{"categories":2094},[67],{"categories":2096},[139],{"categories":2098},[128],{"categories":2100},[67],{"categories":2102},[67],{"categories":2104},[67],{"categories":2106},[995],{"categories":2108},[67],{"categories":2110},[139],{"categories":2112},[67],{"categories":2114},[254],{"categories":2116},[139],{"categories":2118},[120],{"categories":2120},[67],{"categories":2122},[67],{"categories":2124},[67],{"categories":2126},[219],{"categories":2128},[67],{"categories":2130},[67],{"categories":2132},[67],{"categories":2134},[67],{"categories":2136},[120],{"categories":2138},[125],{"categories":2140},[67,115],{"categories":2142},[67],{"categories":2144},[492],{"categories":2146},[67],{"categories":2148},[67],{"categories":2150},[67],{"categories":2152},[139],{"categories":2154},[67],{"categories":2156},[139],{"categories":2158},[219],{"categories":2160},[125],{"categories":2162},[125],{"categories":2164},[139],{"categories":2166},[67],{"categories":2168},[125],{"categories":2170},[67],{"categories":2172},[67],{"categories":2174},[],{"categories":2176},[],{"categories":2178},[67],{"categories":2180},[142],{"categories":2182},[67],{"categories":2184},[67],{"categories":2186},[219],{"categories":2188},[125],{"categories":2190},[],{"categories":2192},[67],{"categories":2194},[67],{"categories":2196},[120],{"categories":2198},[139],{"categories":2200},[142],{"categories":2202},[164],{"categories":2204},[128],{"categories":2206},[219],{"categories":2208},[67],{"categories":2210},[125],{"categories":2212},[67],{"categories":2214},[139],{"categories":2216},[],{"categories":2218},[125],{"categories":2220},[125],{"categories":2222},[125],{"categories":2224},[67],{"categories":2226},[67],{"categories":2228},[67],{"categories":2230},[67],{"categories":2232},[67],{"categories":2234},[67],{"categories":2236},[],{"categories":2238},[125],{"categories":2240},[67],{"categories":2242},[67],{"categories":2244},[67],{"categories":2246},[],{"categories":2248},[125],{"categories":2250},[125],{"categories":2252},[67],{"categories":2254},[67],{"categories":2256},[120],{"categories":2258},[67],{"categories":2260},[67],{"categories":2262},[],{"categories":2264},[115],{"categories":2266},[67],{"categories":2268},[67],{"categories":2270},[67],{"categories":2272},[219],{"categories":2274},[67],{"categories":2276},[139],{"categories":2278},[67],{"categories":2280},[115],{"categories":2282},[67],{"categories":2284},[139],{"categories":2286},[254],{"categories":2288},[139],{"categories":2290},[125],{"categories":2292},[67],{"categories":2294},[125],{"categories":2296},[67],{"categories":2298},[67],{"categories":2300},[67],{"categories":2302},[67,219],{"categories":2304},[67],{"categories":2306},[125],{"categories":2308},[164],{"categories":2310},[67],{"categories":2312},[164],{"categories":2314},[125],{"categories":2316},[219],{"categories":2318},[67],{"categories":2320},[],{"categories":2322},[139],{"categories":2324},[297],{"categories":2326},[219],{"categories":2328},[139],{"categories":2330},[67],{"categories":2332},[128],{"categories":2334},[67],{"categories":2336},[67],{"categories":2338},[125],{"categories":2340},[],{"categories":2342},[],{"categories":2344},[67],{"categories":2346},[],{"categories":2348},[],{"categories":2350},[128],{"categories":2352},[139],{"categories":2354},[67],{"categories":2356},[67],{"categories":2358},[125],{"categories":2360},[67],{"categories":2362},[125],{"categories":2364},[120],{"categories":2366},[125],{"categories":2368},[297],{"categories":2370},[67],{"categories":2372},[67],{"categories":2374},[67],{"categories":2376},[153],{"categories":2378},[67],{"categories":2380},[67],{"categories":2382},[67],{"categories":2384},[67],{"categories":2386},[139],{"categories":2388},[125],{"categories":2390},[67],{"categories":2392},[67],{"categories":2394},[67],{"categories":2396},[67],{"categories":2398},[139],{"categories":2400},[430],{"categories":2402},[125],{"categories":2404},[964],{"categories":2406},[],{"categories":2408},[125],{"categories":2410},[219],{"categories":2412},[1998],{"categories":2414},[139],{"categories":2416},[],{"categories":2418},[125],{"categories":2420},[],{"categories":2422},[67],{"categories":2424},[125],{"categories":2426},[],{"categories":2428},[],{"categories":2430},[67],{"categories":2432},[67],{"categories":2434},[254],{"categories":2436},[67],{"categories":2438},[254],{"categories":2440},[67],{"categories":2442},[125],{"categories":2444},[67],{"categories":2446},[67],{"categories":2448},[142],{"categories":2450},[67],{"categories":2452},[139],{"categories":2454},[128],{"categories":2456},[],{"categories":2458},[67],{"categories":2460},[67],{"categories":2462},[67],{"categories":2464},[139],{"categories":2466},[67],{"categories":2468},[1927],{"categories":2470},[125],{"categories":2472},[67],{"categories":2474},[219],{"categories":2476},[219],{"categories":2478},[67],{"categories":2480},[67],{"categories":2482},[125],{"categories":2484},[115],{"categories":2486},[67],{"categories":2488},[67],{"categories":2490},[67],{"categories":2492},[67],{"categories":2494},[219],{"categories":2496},[219],{"categories":2498},[125],{"categories":2500},[125],{"categories":2502},[125],{"categories":2504},[67],{"categories":2506},[67],{"categories":2508},[67],{"categories":2510},[125],{"categories":2512},[],{"categories":2514},[67],{"categories":2516},[],{"categories":2518},[219],{"categories":2520},[2521],"Interaction & Product Design",{"categories":2523},[67],{"categories":2525},[125],{"categories":2527},[139],{"categories":2529},[334],{"categories":2531},[164],{"categories":2533},[139],{"categories":2535},[67],{"categories":2537},[128],{"categories":2539},[67],{"categories":2541},[67],{"categories":2543},[139],{"categories":2545},[67],{"categories":2547},[115],{"categories":2549},[125],{"categories":2551},[67],{"categories":2553},[],{"categories":2555},[125],{"categories":2557},[125],{"categories":2559},[125],{"categories":2561},[],{"categories":2563},[139],{"categories":2565},[67],{"categories":2567},[125],{"categories":2569},[115],{"categories":2571},[2521],{"categories":2573},[67],{"categories":2575},[115],{"categories":2577},[67],{"categories":2579},[115],{"categories":2581},[67],{"categories":2583},[],{"categories":2585},[67],{"categories":2587},[125],{"categories":2589},[139],{"categories":2591},[],{"categories":2593},[125],{"categories":2595},[128],{"categories":2597},[164],{"categories":2599},[67],{"categories":2601},[125],{"categories":2603},[67],{"categories":2605},[125],{"categories":2607},[125],{"categories":2609},[67],{"categories":2611},[67],{"categories":2613},[164],{"categories":2615},[142],{"categories":2617},[67],{"categories":2619},[128],{"categories":2621},[139],{"categories":2623},[2624],"Coding Agents & Dev Productivity",{"categories":2626},[164],{"categories":2628},[219],{"categories":2630},[67],{"categories":2632},[67],{"categories":2634},[],{"categories":2636},[67],{"categories":2638},[67],{"categories":2640},[964],{"categories":2642},[],{"categories":2644},[67],{"categories":2646},[67],{"categories":2648},[297],{"categories":2650},[67],{"categories":2652},[164],{"categories":2654},[],{"categories":2656},[],{"categories":2658},[67],{"categories":2660},[],{"categories":2662},[125],{"categories":2664},[67],{"categories":2666},[125],{"categories":2668},[],{"categories":2670},[139],{"categories":2672},[139],{"categories":2674},[67],{"categories":2676},[142],{"categories":2678},[],{"categories":2680},[67],{"categories":2682},[67],{"categories":2684},[67],{"categories":2686},[142],{"categories":2688},[139],{"categories":2690},[125],{"categories":2692},[],{"categories":2694},[],{"categories":2696},[67],{"categories":2698},[67],{"categories":2700},[67],{"categories":2702},[67],{"categories":2704},[125],{"categories":2706},[125],{"categories":2708},[407],{"categories":2710},[139],{"categories":2712},[128],{"categories":2714},[67],{"categories":2716},[139],{"categories":2718},[125],{"categories":2720},[164],{"categories":2722},[164],{"categories":2724},[125],{"categories":2726},[125],{"categories":2728},[67],{"categories":2730},[115],{"categories":2732},[2521],{"categories":2734},[128],{"categories":2736},[67,297],{"categories":2738},[142],{"categories":2740},[],{"categories":2742},[219],{"categories":2744},[125],{"categories":2746},[139],{"categories":2748},[115],{"categories":2750},[67],{"categories":2752},[125],{"categories":2754},[2755],"The Designer's Role & Craft",{"categories":2757},[219],{"categories":2759},[],{"categories":2761},[125],{"categories":2763},[67],{"categories":2765},[125],{"categories":2767},[125],{"categories":2769},[67],{"categories":2771},[254],{"categories":2773},[67],{"categories":2775},[139],{"categories":2777},[125],{"categories":2779},[67],{"categories":2781},[219],{"categories":2783},[67],{"categories":2785},[],{"categories":2787},[125],{"categories":2789},[219],{"categories":2791},[128],{"categories":2793},[67],{"categories":2795},[125],{"categories":2797},[67],{"categories":2799},[67],{"categories":2801},[67],{"categories":2803},[2804],"AI UX Patterns",{"categories":2806},[125],{"categories":2808},[125],{"categories":2810},[125],{"categories":2812},[67],{"categories":2814},[67],{"categories":2816},[125],{"categories":2818},[254],{"categories":2820},[142],{"categories":2822},[67],{"categories":2824},[125],{"categories":2826},[67],{"categories":2828},[67],{"categories":2830},[1348],{"categories":2832},[],{"categories":2834},[254],{"categories":2836},[125],{"categories":2838},[164],{"categories":2840},[139],{"categories":2842},[67],{"categories":2844},[125],{"categories":2846},[],{"categories":2848},[],{"categories":2850},[67],{"categories":2852},[67],{"categories":2854},[125],{"categories":2856},[67],{"categories":2858},[125],{"categories":2860},[407],{"categories":2862},[219],{"categories":2864},[67],{"categories":2866},[164],{"categories":2868},[139],{"categories":2870},[67],{"categories":2872},[125],{"categories":2874},[125],{"categories":2876},[],{"categories":2878},[67],{"categories":2880},[],{"categories":2882},[67],{"categories":2884},[67],{"categories":2886},[],{"categories":2888},[67],{"categories":2890},[67],{"categories":2892},[67],{"categories":2894},[125],{"categories":2896},[67],{"categories":2898},[139],{"categories":2900},[],{"categories":2902},[],{"categories":2904},[142],{"categories":2906},[153],{"categories":2908},[67],{"categories":2910},[67],{"categories":2912},[67],{"categories":2914},[142],{"categories":2916},[142],{"categories":2918},[67],{"categories":2920},[67],{"categories":2922},[164],{"categories":2924},[67],{"categories":2926},[67],{"categories":2928},[67],{"categories":2930},[125],{"categories":2932},[67],{"categories":2934},[67],{"categories":2936},[125],{"categories":2938},[67],{"categories":2940},[67],{"categories":2942},[67],{"categories":2944},[125],{"categories":2946},[],{"categories":2948},[139],{"categories":2950},[67],{"categories":2952},[],{"categories":2954},[67],{"categories":2956},[67],{"categories":2958},[297],{"categories":2960},[67],{"categories":2962},[],{"categories":2964},[],{"categories":2966},[219],{"categories":2968},[995],{"categories":2970},[125],{"categories":2972},[115],{"categories":2974},[2755],{"categories":2976},[],{"categories":2978},[],{"categories":2980},[67],{"categories":2982},[],{"categories":2984},[],{"categories":2986},[139],{"categories":2988},[164],{"categories":2990},[254],{"categories":2992},[142],{"categories":2994},[125],{"categories":2996},[120],{"categories":2998},[67],{"categories":3000},[67],{"categories":3002},[67],{"categories":3004},[120],{"categories":3006},[],{"categories":3008},[219],{"categories":3010},[128],{"categories":3012},[67],{"categories":3014},[67],{"categories":3016},[125],{"categories":3018},[120],{"categories":3020},[67],{"categories":3022},[67],{"categories":3024},[115],{"categories":3026},[67],{"categories":3028},[120],{"categories":3030},[67],{"categories":3032},[],{"categories":3034},[115],{"categories":3036},[67],{"categories":3038},[254],{"categories":3040},[67],{"categories":3042},[139],{"categories":3044},[125],{"categories":3046},[164],{"categories":3048},[67],{"categories":3050},[139],{"categories":3052},[67],{"categories":3054},[67],{"categories":3056},[67],{"categories":3058},[67],{"categories":3060},[120],{"categories":3062},[67],{"categories":3064},[67],{"categories":3066},[67],{"categories":3068},[125],{"categories":3070},[67],{"categories":3072},[67],{"categories":3074},[67],{"categories":3076},[],{"categories":3078},[67],{"categories":3080},[139],{"categories":3082},[115],{"categories":3084},[67],{"categories":3086},[67],{"categories":3088},[219],{"categories":3090},[67],{"categories":3092},[],{"categories":3094},[67],{"categories":3096},[492],{"categories":3098},[125],{"categories":3100},[120],{"categories":3102},[67],{"categories":3104},[164],{"categories":3106},[67],{"categories":3108},[67],{"categories":3110},[],{"categories":3112},[120],{"categories":3114},[120],{"categories":3116},[67],{"categories":3118},[67],{"categories":3120},[128],{"categories":3122},[67],{"categories":3124},[67],{"categories":3126},[67],{"categories":3128},[67],{"categories":3130},[139],{"categories":3132},[142],{"categories":3134},[139],{"categories":3136},[67],{"categories":3138},[],{"categories":3140},[67],{"categories":3142},[139],{"categories":3144},[67],{"categories":3146},[139],{"categories":3148},[125],{"categories":3150},[609],{"categories":3152},[],{"categories":3154},[],{"categories":3156},[67],{"categories":3158},[164],{"categories":3160},[],{"categories":3162},[297],{"categories":3164},[67],{"categories":3166},[67],{"categories":3168},[67],{"categories":3170},[219],{"categories":3172},[953],{"categories":3174},[],{"categories":3176},[67],{"categories":3178},[67],{"categories":3180},[67],{"categories":3182},[139],{"categories":3184},[67],{"categories":3186},[67],{"categories":3188},[67],{"categories":3190},[67],{"categories":3192},[67,297],{"categories":3194},[67],{"categories":3196},[67],{"categories":3198},[219],{"categories":3200},[125],{"categories":3202},[],{"categories":3204},[125],{"categories":3206},[125],{"categories":3208},[67],{"categories":3210},[67],{"categories":3212},[67],{"categories":3214},[67],{"categories":3216},[67],{"categories":3218},[142],{"categories":3220},[67],{"categories":3222},[67],{"categories":3224},[2804],{"categories":3226},[115],{"categories":3228},[67],{"categories":3230},[142],{"categories":3232},[115],{"categories":3234},[139],{"categories":3236},[219],{"categories":3238},[125],{"categories":3240},[67],{"categories":3242},[67],{"categories":3244},[],{"categories":3246},[120],{"categories":3248},[67],{"categories":3250},[67],{"categories":3252},[164],{"categories":3254},[67],{"categories":3256},[67],{"categories":3258},[67],{"categories":3260},[125],{"categories":3262},[67],{"categories":3264},[67],{"categories":3266},[219],{"categories":3268},[67],{"categories":3270},[120],{"categories":3272},[],{"categories":3274},[297],{"categories":3276},[128],{"categories":3278},[67],{"categories":3280},[407],{"categories":3282},[219],{"categories":3284},[219],{"categories":3286},[139],{"categories":3288},[125],{"categories":3290},[67],{"categories":3292},[120],{"categories":3294},[164],{"categories":3296},[67],{"categories":3298},[67],{"categories":3300},[67],{"categories":3302},[219],{"categories":3304},[125],{"categories":3306},[67],{"categories":3308},[125],{"categories":3310},[67],{"categories":3312},[125],{"categories":3314},[67],{"categories":3316},[561],{"categories":3318},[67],{"categories":3320},[125],{"categories":3322},[],{"categories":3324},[67],{"categories":3326},[67],{"categories":3328},[67],{"categories":3330},[67],{"categories":3332},[125],{"categories":3334},[],{"categories":3336},[],{"categories":3338},[67],{"categories":3340},[67],{"categories":3342},[125],{"categories":3344},[67],{"categories":3346},[67],{"categories":3348},[67],{"categories":3350},[139],{"categories":3352},[67],{"categories":3354},[67],{"categories":3356},[125],{"categories":3358},[67],{"categories":3360},[67],{"categories":3362},[67],{"categories":3364},[67],{"categories":3366},[67],{"categories":3368},[],{"categories":3370},[139],{"categories":3372},[142],{"categories":3374},[67],{"categories":3376},[125],{"categories":3378},[125],{"categories":3380},[67],{"categories":3382},[67],{"categories":3384},[],{"categories":3386},[],{"categories":3388},[67],{"categories":3390},[67],{"categories":3392},[67],{"categories":3394},[67],{"categories":3396},[164],{"categories":3398},[142],{"categories":3400},[],{"categories":3402},[67],{"categories":3404},[219],{"categories":3406},[67],{"categories":3408},[67],{"categories":3410},[297],{"categories":3412},[1998],{"categories":3414},[67],{"categories":3416},[164],{"categories":3418},[139],{"categories":3420},[67],{"categories":3422},[139],{"categories":3424},[139],{"categories":3426},[67],{"categories":3428},[67],{"categories":3430},[139],{"categories":3432},[164],{"categories":3434},[164],{"categories":3436},[297],{"categories":3438},[125],{"categories":3440},[],{"categories":3442},[164],{"categories":3444},[120],{"categories":3446},[67],{"categories":3448},[125],{"categories":3450},[115],{"categories":3452},[139],{"categories":3454},[67],{"categories":3456},[120],{"categories":3458},[164],{"categories":3460},[],{"categories":3462},[67],{"categories":3464},[139],{"categories":3466},[67],{"categories":3468},[139],{"categories":3470},[142],{"categories":3472},[67],{"categories":3474},[164],{"categories":3476},[67],{"categories":3478},[139],{"categories":3480},[67],{"categories":3482},[125],{"categories":3484},[125],{"categories":3486},[164],{"categories":3488},[125],{"categories":3490},[297],{"categories":3492},[125],{"categories":3494},[67],{"categories":3496},[67],{"categories":3498},[67],{"categories":3500},[67],{"categories":3502},[67],{"categories":3504},[67],{"categories":3506},[139],{"categories":3508},[67],{"categories":3510},[],{"categories":3512},[125],{"categories":3514},[120],{"categories":3516},[139],{"categories":3518},[],{"categories":3520},[],{"categories":3522},[67],{"categories":3524},[125],{"categories":3526},[67],{"categories":3528},[67],{"categories":3530},[67],{"categories":3532},[3533],"Frameworks & Tooling",{"categories":3535},[67],{"categories":3537},[67],{"categories":3539},[139],{"categories":3541},[67],{"categories":3543},[67],{"categories":3545},[],{"categories":3547},[142],{"categories":3549},[142],{"categories":3551},[67],{"categories":3553},[115],{"categories":3555},[67],{"categories":3557},[125],{"categories":3559},[67],{"categories":3561},[219],{"categories":3563},[],{"categories":3565},[1998],{"categories":3567},[67],{"categories":3569},[139],{"categories":3571},[67],{"categories":3573},[297],{"categories":3575},[297],{"categories":3577},[],{"categories":3579},[67],{"categories":3581},[125],{"categories":3583},[125],{"categories":3585},[67],{"categories":3587},[67],{"categories":3589},[164],{"categories":3591},[125],{"categories":3593},[164],{"categories":3595},[67],{"categories":3597},[125],{"categories":3599},[],{"categories":3601},[219],{"categories":3603},[67],{"categories":3605},[67],{"categories":3607},[],{"categories":3609},[67],{"categories":3611},[67],{"categories":3613},[125],{"categories":3615},[67],{"categories":3617},[67],{"categories":3619},[67],{"categories":3621},[],{"categories":3623},[120],{"categories":3625},[139],{"categories":3627},[67],{"categories":3629},[139],{"categories":3631},[297],{"categories":3633},[67],{"categories":3635},[67],{"categories":3637},[67],{"categories":3639},[139],{"categories":3641},[67],{"categories":3643},[120],{"categories":3645},[67],{"categories":3647},[1998],{"categories":3649},[],{"categories":3651},[125],{"categories":3653},[115],{"categories":3655},[67],{"categories":3657},[115],{"categories":3659},[67],{"categories":3661},[],{"categories":3663},[125],{"categories":3665},[67],{"categories":3667},[67],{"categories":3669},[3670],"AI Design Tooling",{"categories":3672},[219],{"categories":3674},[67],{"categories":3676},[67],{"categories":3678},[139],{"categories":3680},[219],{"categories":3682},[67],{"categories":3684},[67],{"categories":3686},[139],{"categories":3688},[125],{"categories":3690},[164],{"categories":3692},[128],{"categories":3694},[139],{"categories":3696},[67],{"categories":3698},[67],{"categories":3700},[67],{"categories":3702},[125],{"categories":3704},[67],{"categories":3706},[],{"categories":3708},[125],{"categories":3710},[67],{"categories":3712},[67],{"categories":3714},[125],{"categories":3716},[67],{"categories":3718},[67],{"categories":3720},[67],{"categories":3722},[125],{"categories":3724},[],{"categories":3726},[125],{"categories":3728},[3533],{"categories":3730},[67],{"categories":3732},[67],{"categories":3734},[125],{"categories":3736},[125],{"categories":3738},[139],{"categories":3740},[139],{"categories":3742},[67],{"categories":3744},[67],{"categories":3746},[],{"categories":3748},[139],{"categories":3750},[67],{"categories":3752},[67],{"categories":3754},[125],{"categories":3756},[120],{"categories":3758},[67],{"categories":3760},[],{"categories":3762},[67],{"categories":3764},[67],{"categories":3766},[2521],{"categories":3768},[],{"categories":3770},[67],{"categories":3772},[67],{"categories":3774},[67],{"categories":3776},[67],{"categories":3778},[219],{"categories":3780},[67],{"categories":3782},[],{"categories":3784},[67],{"categories":3786},[67],{"categories":3788},[67],{"categories":3790},[67],{"categories":3792},[254],{"categories":3794},[164],{"categories":3796},[67],{"categories":3798},[67],{"categories":3800},[1998],{"categories":3802},[67],{"categories":3804},[115],{"categories":3806},[67],{"categories":3808},[67],{"categories":3810},[142],{"categories":3812},[125],{"categories":3814},[67],{"categories":3816},[67],{"categories":3818},[164],{"categories":3820},[125],{"categories":3822},[128],{"categories":3824},[],{"categories":3826},[67],{"categories":3828},[67],{"categories":3830},[219],{"categories":3832},[67],{"categories":3834},[254],{"categories":3836},[125],{"categories":3838},[67],{"categories":3840},[125],{"categories":3842},[67],{"categories":3844},[],{"categories":3846},[],{"categories":3848},[],{"categories":3850},[115],{"categories":3852},[164],{"categories":3854},[125],{"categories":3856},[67],{"categories":3858},[67],{"categories":3860},[67],{"categories":3862},[67],{"categories":3864},[67],{"categories":3866},[430],{"categories":3868},[67],{"categories":3870},[219],{"categories":3872},[125],{"categories":3874},[67],{"categories":3876},[],{"categories":3878},[67],{"categories":3880},[125],{"categories":3882},[125],{"categories":3884},[],{"categories":3886},[67],{"categories":3888},[125],{"categories":3890},[67],{"categories":3892},[],{"categories":3894},[128],{"categories":3896},[67],{"categories":3898},[67],{"categories":3900},[67],{"categories":3902},[164],{"categories":3904},[219],{"categories":3906},[125],{"categories":3908},[219],{"categories":3910},[125],{"categories":3912},[67],{"categories":3914},[120],{"categories":3916},[],{"categories":3918},[],{"categories":3920},[67],{"categories":3922},[67],{"categories":3924},[67],{"categories":3926},[115],{"categories":3928},[67],{"categories":3930},[125],{"categories":3932},[164],{"categories":3934},[],{"categories":3936},[219],{"categories":3938},[125],{"categories":3940},[],{"categories":3942},[139],{"categories":3944},[67],{"categories":3946},[139],{"categories":3948},[219],{"categories":3950},[139],{"categories":3952},[67],{"categories":3954},[],{"categories":3956},[67],{"categories":3958},[67],{"categories":3960},[125],{"categories":3962},[],{"categories":3964},[67],{"categories":3966},[67],{"categories":3968},[254],{"categories":3970},[67],{"categories":3972},[67],{"categories":3974},[67],{"categories":3976},[297],{"categories":3978},[139],{"categories":3980},[67],{"categories":3982},[125],{"categories":3984},[],{"categories":3986},[67],{"categories":3988},[125],{"categories":3990},[67],{"categories":3992},[115],{"categories":3994},[561],{"categories":3996},[67],{"categories":3998},[67],{"categories":4000},[67],{"categories":4002},[125],{"categories":4004},[67],{"categories":4006},[125],{"categories":4008},[67],{"categories":4010},[67],{"categories":4012},[67],{"categories":4014},[125],{"categories":4016},[128],{"categories":4018},[67],{"categories":4020},[67],{"categories":4022},[],{"categories":4024},[67],{"categories":4026},[67],{"categories":4028},[115],{"categories":4030},[67],{"categories":4032},[120],{"categories":4034},[139],{"categories":4036},[219],{"categories":4038},[],{"categories":4040},[67],{"categories":4042},[],{"categories":4044},[125],{"categories":4046},[67],{"categories":4048},[125],{"categories":4050},[],{"categories":4052},[125],{"categories":4054},[67],{"categories":4056},[139],{"categories":4058},[219],{"categories":4060},[164],{"categories":4062},[67],{"categories":4064},[164],{"categories":4066},[125],{"categories":4068},[67],{"categories":4070},[219],{"categories":4072},[67],{"categories":4074},[],{"categories":4076},[67],{"categories":4078},[153],{"categories":4080},[125],{"categories":4082},[67],{"categories":4084},[219],{"categories":4086},[164],{"categories":4088},[67],{"categories":4090},[120],{"categories":4092},[139],{"categories":4094},[67],{"categories":4096},[67],{"categories":4098},[67],{"categories":4100},[67],{"categories":4102},[128],{"categories":4104},[67],{"categories":4106},[164],{"categories":4108},[139],{"categories":4110},[254],{"categories":4112},[],{"categories":4114},[],{"categories":4116},[142],{"categories":4118},[492],{"categories":4120},[67],{"categories":4122},[125],{"categories":4124},[67,139],{"categories":4126},[164],{"categories":4128},[67],{"categories":4130},[67],{"categories":4132},[67],{"categories":4134},[67],{"categories":4136},[67],{"categories":4138},[67],{"categories":4140},[67],{"categories":4142},[120],{"categories":4144},[125],{"categories":4146},[67],{"categories":4148},[67],{"categories":4150},[125],{"categories":4152},[67],{"categories":4154},[67],{"categories":4156},[67],{"categories":4158},[],{"categories":4160},[67],{"categories":4162},[1348],{"categories":4164},[139],{"categories":4166},[219],{"categories":4168},[67],{"categories":4170},[67],{"categories":4172},[67],{"categories":4174},[67],{"categories":4176},[142],{"categories":4178},[125],{"categories":4180},[254],{"categories":4182},[297],{"categories":4184},[],{"categories":4186},[139],{"categories":4188},[67],{"categories":4190},[120],{"categories":4192},[125],{"categories":4194},[67],{"categories":4196},[115],{"categories":4198},[125],{"categories":4200},[67],{"categories":4202},[125],{"categories":4204},[125],{"categories":4206},[128],{"categories":4208},[139],{"categories":4210},[67],{"categories":4212},[67],{"categories":4214},[],{"categories":4216},[],{"categories":4218},[],{"categories":4220},[297],{"categories":4222},[67],{"categories":4224},[164],{"categories":4226},[67],{"categories":4228},[67],{"categories":4230},[67],{"categories":4232},[67],{"categories":4234},[139],{"categories":4236},[67],{"categories":4238},[],{"categories":4240},[67],{"categories":4242},[142],{"categories":4244},[120],{"categories":4246},[125],{"categories":4248},[67],{"categories":4250},[],{"categories":4252},[67],{"categories":4254},[125],{"categories":4256},[139],{"categories":4258},[67],{"categories":4260},[67],{"categories":4262},[67],{"categories":4264},[297],{"categories":4266},[],{"categories":4268},[219],{"categories":4270},[219],{"categories":4272},[67],{"categories":4274},[125],{"categories":4276},[],{"categories":4278},[139],{"categories":4280},[67],{"categories":4282},[219],{"categories":4284},[67],{"categories":4286},[120],{"categories":4288},[125],{"categories":4290},[67],{"categories":4292},[],{"categories":4294},[164],{"categories":4296},[67],{"categories":4298},[67],{"categories":4300},[67],{"categories":4302},[67],{"categories":4304},[67],{"categories":4306},[219],{"categories":4308},[125],{"categories":4310},[164],{"categories":4312},[],{"categories":4314},[125],{"categories":4316},[67],{"categories":4318},[120],{"categories":4320},[125],{"categories":4322},[219],{"categories":4324},[67],{"categories":4326},[67],{"categories":4328},[67],{"categories":4330},[492],{"categories":4332},[67],{"categories":4334},[125],{"categories":4336},[],{"categories":4338},[67],{"categories":4340},[67],{"categories":4342},[297],{"categories":4344},[164],{"categories":4346},[142],{"categories":4348},[609],{"categories":4350},[142],{"categories":4352},[142],{"categories":4354},[67],{"categories":4356},[],{"categories":4358},[],{"categories":4360},[],{"categories":4362},[125],{"categories":4364},[67],{"categories":4366},[67],{"categories":4368},[125],{"categories":4370},[125],{"categories":4372},[139],{"categories":4374},[67],{"categories":4376},[463],{"categories":4378},[139],{"categories":4380},[67],{"categories":4382},[125],{"categories":4384},[67],{"categories":4386},[67],{"categories":4388},[67],{"categories":4390},[120],{"categories":4392},[67],{"categories":4394},[67],{"categories":4396},[67],{"categories":4398},[67],{"categories":4400},[125],{"categories":4402},[128],{"categories":4404},[67],{"categories":4406},[],{"categories":4408},[],{"categories":4410},[67],{"categories":4412},[],{"categories":4414},[67],{"categories":4416},[125],{"categories":4418},[219],{"categories":4420},[67],{"categories":4422},[67],{"categories":4424},[125],{"categories":4426},[],{"categories":4428},[125],{"categories":4430},[125],{"categories":4432},[67],{"categories":4434},[67],{"categories":4436},[67],{"categories":4438},[128],{"categories":4440},[67],{"categories":4442},[219],{"categories":4444},[67],{"categories":4446},[125],{"categories":4448},[120],{"categories":4450},[67],{"categories":4452},[67],{"categories":4454},[125],{"categories":4456},[67],{"categories":4458},[254],{"categories":4460},[125],{"categories":4462},[67],{"categories":4464},[67],{"categories":4466},[67],{"categories":4468},[953],{"categories":4470},[67],{"categories":4472},[125],{"categories":4474},[67],{"categories":4476},[139],{"categories":4478},[67],{"categories":4480},[561],{"categories":4482},[219],{"categories":4484},[],{"categories":4486},[67],{"categories":4488},[67],{"categories":4490},[164],{"categories":4492},[492],{"categories":4494},[125],{"categories":4496},[67],{"categories":4498},[],{"categories":4500},[164],{"categories":4502},[407],{"categories":4504},[125],{"categories":4506},[125],{"categories":4508},[125],{"categories":4510},[67],{"categories":4512},[67],{"categories":4514},[125],{"categories":4516},[67],{"categories":4518},[],{"categories":4520},[120],{"categories":4522},[67],{"categories":4524},[219],{"categories":4526},[120],{"categories":4528},[125],{"categories":4530},[139],{"categories":4532},[],{"categories":4534},[139],{"categories":4536},[67],{"categories":4538},[67],{"categories":4540},[115],{"categories":4542},[67],{"categories":4544},[164],{"categories":4546},[297],{"categories":4548},[153],{"categories":4550},[125],{"categories":4552},[125],{"categories":4554},[67],{"categories":4556},[67],{"categories":4558},[125],{"categories":4560},[67],{"categories":4562},[115],{"categories":4564},[],{"categories":4566},[125],{"categories":4568},[67],{"categories":4570},[67],{"categories":4572},[67],{"categories":4574},[125],{"categories":4576},[67],{"categories":4578},[],{"categories":4580},[67],{"categories":4582},[],{"categories":4584},[219],{"categories":4586},[125],{"categories":4588},[125],{"categories":4590},[67,120],{"categories":4592},[125],{"categories":4594},[67],{"categories":4596},[],{"categories":4598},[115],{"categories":4600},[142],{"categories":4602},[120],{"categories":4604},[125],{"categories":4606},[67],{"categories":4608},[139],{"categories":4610},[67],{"categories":4612},[67],{"categories":4614},[125],{"categories":4616},[67],{"categories":4618},[67],{"categories":4620},[67],{"categories":4622},[164],{"categories":4624},[1348],{"categories":4626},[125],{"categories":4628},[67],{"categories":4630},[],{"categories":4632},[],{"categories":4634},[67],{"categories":4636},[125],{"categories":4638},[67],{"categories":4640},[67],{"categories":4642},[297],{"categories":4644},[],{"categories":4646},[67],{"categories":4648},[125],{"categories":4650},[153],{"categories":4652},[125],{"categories":4654},[67],{"categories":4656},[492],{"categories":4658},[],{"categories":4660},[430],{"categories":4662},[67],{"categories":4664},[125],{"categories":4666},[67],{"categories":4668},[67],{"categories":4670},[67],{"categories":4672},[254],{"categories":4674},[67],{"categories":4676},[125],{"categories":4678},[67],{"categories":4680},[142],{"categories":4682},[128],{"categories":4684},[125],{"categories":4686},[67],{"categories":4688},[492],{"categories":4690},[67],{"categories":4692},[297],{"categories":4694},[120],{"categories":4696},[],{"categories":4698},[67],{"categories":4700},[67],{"categories":4702},[67],{"categories":4704},[254],{"categories":4706},[219],{"categories":4708},[67],{"categories":4710},[67],{"categories":4712},[67],{"categories":4714},[],{"categories":4716},[254],{"categories":4718},[164],{"categories":4720},[67],{"categories":4722},[67],{"categories":4724},[67],{"categories":4726},[609],{"categories":4728},[115],{"categories":4730},[67],{"categories":4732},[128],{"categories":4734},[67],{"categories":4736},[67],{"categories":4738},[],{"categories":4740},[],{"categories":4742},[219],{"categories":4744},[67],{"categories":4746},[67],{"categories":4748},[142],{"categories":4750},[254],{"categories":4752},[125],{"categories":4754},[67],{"categories":4756},[67],{"categories":4758},[254],{"categories":4760},[120],{"categories":4762},[164],{"categories":4764},[67],{"categories":4766},[67],{"categories":4768},[],{"categories":4770},[67],{"categories":4772},[67],{"categories":4774},[],{"categories":4776},[67],{"categories":4778},[67],{"categories":4780},[636],{"categories":4782},[67],{"categories":4784},[67],{"categories":4786},[125],{"categories":4788},[139],{"categories":4790},[492],{"categories":4792},[67],{"categories":4794},[120],{"categories":4796},[67],{"categories":4798},[67],{"categories":4800},[],{"categories":4802},[67,139],{"categories":4804},[164],{"categories":4806},[125],{"categories":4808},[139],{"categories":4810},[125],{"categories":4812},[995],{"categories":4814},[139],{"categories":4816},[139],{"categories":4818},[125],{"categories":4820},[67],{"categories":4822},[115],{"categories":4824},[67],{"categories":4826},[],{"categories":4828},[],{"categories":4830},[125],{"categories":4832},[67],{"categories":4834},[139],{"categories":4836},[125],{"categories":4838},[67],{"categories":4840},[115],{"categories":4842},[139],{"categories":4844},[139],{"categories":4846},[67],{"categories":4848},[254],{"categories":4850},[67],{"categories":4852},[67],{"categories":4854},[139],{"categories":4856},[67],{"categories":4858},[],{"categories":4860},[67],{"categories":4862},[67],{"categories":4864},[219,67],{"categories":4866},[297],{"categories":4868},[115],{"categories":4870},[67],{"categories":4872},[],{"categories":4874},[67],{"categories":4876},[67],{"categories":4878},[120],{"categories":4880},[67],{"categories":4882},[120],{"categories":4884},[67],{"categories":4886},[67],{"categories":4888},[407],{"categories":4890},[67],{"categories":4892},[120],{"categories":4894},[139],{"categories":4896},[142],{"categories":4898},[125],{"categories":4900},[67],{"categories":4902},[139],{"categories":4904},[67],{"categories":4906},[67],{"categories":4908},[164],{"categories":4910},[67],{"categories":4912},[254],{"categories":4914},[219],{"categories":4916},[67],{"categories":4918},[67],{"categories":4920},[128],{"categories":4922},[67],{"categories":4924},[67],{"categories":4926},[115],{"categories":4928},[67],{"categories":4930},[125],{"categories":4932},[125],{"categories":4934},[139],{"categories":4936},[67],{"categories":4938},[164],{"categories":4940},[139],{"categories":4942},[139],{"categories":4944},[67],{"categories":4946},[67],{"categories":4948},[],{"categories":4950},[],{"categories":4952},[142],{"categories":4954},[67],{"categories":4956},[139],{"categories":4958},[67],{"categories":4960},[219],{"categories":4962},[492],{"categories":4964},[430],{"categories":4966},[407],{"categories":4968},[67],{"categories":4970},[67],{"categories":4972},[139],{"categories":4974},[67],{"categories":4976},[142],{"categories":4978},[67],{"categories":4980},[67],{"categories":4982},[67],{"categories":4984},[67],{"categories":4986},[67],{"categories":4988},[67],{"categories":4990},[67],{"categories":4992},[125],{"categories":4994},[115],{"categories":4996},[128],{"categories":4998},[125],{"categories":5000},[67,120],{"categories":5002},[],{"categories":5004},[219],{"categories":5006},[],{"categories":5008},[128],{"categories":5010},[67],{"categories":5012},[164],{"categories":5014},[115],{"categories":5016},[67],{"categories":5018},[128],{"categories":5020},[115],{"categories":5022},[125],{"categories":5024},[142],{"categories":5026},[125],{"categories":5028},[120],{"categories":5030},[128],{"categories":5032},[67],{"categories":5034},[125],{"categories":5036},[67],{"categories":5038},[128],{"categories":5040},[67],{"categories":5042},[67],{"categories":5044},[120],{"categories":5046},[125],{"categories":5048},[139],{"categories":5050},[254],{"categories":5052},[67],{"categories":5054},[67],{"categories":5056},[],{"categories":5058},[164],{"categories":5060},[67],{"categories":5062},[67],{"categories":5064},[67],{"categories":5066},[67],{"categories":5068},[67],{"categories":5070},[67],{"categories":5072},[139],{"categories":5074},[164],{"categories":5076},[139],{"categories":5078},[139],{"categories":5080},[67],{"categories":5082},[67],{"categories":5084},[67],{"categories":5086},[67],{"categories":5088},[430],{"categories":5090},[67],{"categories":5092},[125],{"categories":5094},[125],{"categories":5096},[164],{"categories":5098},[67],{"categories":5100},[67],{"categories":5102},[67],{"categories":5104},[125],{"categories":5106},[67],{"categories":5108},[67],{"categories":5110},[67],{"categories":5112},[3533],{"categories":5114},[5115],"Clinical AI",{"categories":5117},[219],{"categories":5119},[67],{"categories":5121},[67],{"categories":5123},[67],{"categories":5125},[67],{"categories":5127},[297],{"categories":5129},[2804],{"categories":5131},[67],{"categories":5133},[128],{"categories":5135},[219],{"categories":5137},[67],{"categories":5139},[125],{"categories":5141},[67],{"categories":5143},[67],{"categories":5145},[164],{"categories":5147},[67],{"categories":5149},[125],{"categories":5151},[139],{"categories":5153},[254],{"categories":5155},[67],{"categories":5157},[67],{"categories":5159},[120],{"categories":5161},[67],{"categories":5163},[67],{"categories":5165},[561],{"categories":5167},[67],{"categories":5169},[],{"categories":5171},[125],{"categories":5173},[67],{"categories":5175},[139],{"categories":5177},[115],{"categories":5179},[67],{"categories":5181},[],{"categories":5183},[],{"categories":5185},[67],{"categories":5187},[],{"categories":5189},[120],{"categories":5191},[67],{"categories":5193},[125],{"categories":5195},[67],{"categories":5197},[125],{"categories":5199},[125],{"categories":5201},[67],{"categories":5203},[164],{"categories":5205},[164],{"categories":5207},[164],{"categories":5209},[164],{"categories":5211},[],{"categories":5213},[115],{"categories":5215},[125],{"categories":5217},[164],{"categories":5219},[67],{"categories":5221},[636],{"categories":5223},[128],{"categories":5225},[125],{"categories":5227},[67],{"categories":5229},[115],{"categories":5231},[67],{"categories":5233},[125],{"categories":5235},[67],{"categories":5237},[67],{"categories":5239},[67],{"categories":5241},[67],{"categories":5243},[67],{"categories":5245},[67,125],{"categories":5247},[125],{"categories":5249},[297],{"categories":5251},[67],{"categories":5253},[164],{"categories":5255},[125],{"categories":5257},[164],{"categories":5259},[125],{"categories":5261},[67],{"categories":5263},[],{"categories":5265},[164],{"categories":5267},[254],{"categories":5269},[115],{"categories":5271},[67],{"categories":5273},[67],{"categories":5275},[],{"categories":5277},[139],{"categories":5279},[],{"categories":5281},[115],{"categories":5283},[125],{"categories":5285},[164],{"categories":5287},[67],{"categories":5289},[164],{"categories":5291},[115],{"categories":5293},[164],{"categories":5295},[164],{"categories":5297},[],{"categories":5299},[120],{"categories":5301},[125],{"categories":5303},[164],{"categories":5305},[164],{"categories":5307},[164],{"categories":5309},[164],{"categories":5311},[164],{"categories":5313},[164],{"categories":5315},[164],{"categories":5317},[164],{"categories":5319},[164],{"categories":5321},[164],{"categories":5323},[142],{"categories":5325},[115],{"categories":5327},[67],{"categories":5329},[67],{"categories":5331},[125],{"categories":5333},[125],{"categories":5335},[],{"categories":5337},[67],{"categories":5339},[67,115],{"categories":5341},[],{"categories":5343},[125],{"categories":5345},[67],{"categories":5347},[164],{"categories":5349},[125],{"categories":5351},[125],{"categories":5353},[995],{"categories":5355},[67],{"categories":5357},[67],{"categories":5359},[67],{"categories":5361},[67],{"categories":5363},[128],{"categories":5365},[67],{"categories":5367},[67],{"categories":5369},[407],{"categories":5371},[67],{"categories":5373},[67],{"categories":5375},[125],{"categories":5377},[67],{"categories":5379},[67],{"categories":5381},[67],{"categories":5383},[67],{"categories":5385},[120],{"categories":5387},[128],{"categories":5389},[125],{"categories":5391},[125],{"categories":5393},[],{"categories":5395},[125],{"categories":5397},[219],{"categories":5399},[164],{"categories":5401},[67],{"categories":5403},[],{"categories":5405},[67],{"categories":5407},[128],{"categories":5409},[128],{"categories":5411},[],{"categories":5413},[139],{"categories":5415},[67],{"categories":5417},[125],{"categories":5419},[219],{"categories":5421},[67],{"categories":5423},[67],{"categories":5425},[],{"categories":5427},[67],{"categories":5429},[67],{"categories":5431},[],{"categories":5433},[254],{"categories":5435},[67],{"categories":5437},[125],{"categories":5439},[],{"categories":5441},[],{"categories":5443},[67],{"categories":5445},[164],{"categories":5447},[115],{"categories":5449},[67],{"categories":5451},[67],{"categories":5453},[120],{"categories":5455},[67],{"categories":5457},[67],{"categories":5459},[125],{"categories":5461},[67],{"categories":5463},[120],{"categories":5465},[120],{"categories":5467},[219],{"categories":5469},[],{"categories":5471},[67],{"categories":5473},[120],{"categories":5475},[164],{"categories":5477},[],{"categories":5479},[67],{"categories":5481},[67],{"categories":5483},[219],{"categories":5485},[67],{"categories":5487},[67],{"categories":5489},[254],{"categories":5491},[67],{"categories":5493},[297],{"categories":5495},[],{"categories":5497},[125],{"categories":5499},[67],{"categories":5501},[254],{"categories":5503},[139],{"categories":5505},[],{"categories":5507},[67],{"categories":5509},[],{"categories":5511},[125],{"categories":5513},[219],{"categories":5515},[139],{"categories":5517},[],{"categories":5519},[3533],{"categories":5521},[120],{"categories":5523},[115],{"categories":5525},[67],{"categories":5527},[125],{"categories":5529},[142],{"categories":5531},[125],{"categories":5533},[67],{"categories":5535},[219],{"categories":5537},[67],{"categories":5539},[67],{"categories":5541},[139],{"categories":5543},[],{"categories":5545},[],{"categories":5547},[67],{"categories":5549},[115],{"categories":5551},[67],{"categories":5553},[254],{"categories":5555},[],{"categories":5557},[125],{"categories":5559},[125],{"categories":5561},[67],{"categories":5563},[125],{"categories":5565},[67],{"categories":5567},[164],{"categories":5569},[67],{"categories":5571},[139],{"categories":5573},[67],{"categories":5575},[67],{"categories":5577},[125],{"categories":5579},[128],{"categories":5581},[67],{"categories":5583},[67],{"categories":5585},[67],{"categories":5587},[67],{"categories":5589},[125],{"categories":5591},[67],{"categories":5593},[128],{"categories":5595},[254],{"categories":5597},[164],{"categories":5599},[],{"categories":5601},[254],{"categories":5603},[67],{"categories":5605},[],{"categories":5607},[139],{"categories":5609},[125],{"categories":5611},[],{"categories":5613},[67],{"categories":5615},[67],{"categories":5617},[67],{"categories":5619},[67],{"categories":5621},[67],{"categories":5623},[125],{"categories":5625},[120],{"categories":5627},[115],{"categories":5629},[67],{"categories":5631},[67],{"categories":5633},[125],{"categories":5635},[67],{"categories":5637},[219],{"categories":5639},[139],{"categories":5641},[139],{"categories":5643},[67],{"categories":5645},[142],{"categories":5647},[125],{"categories":5649},[67],{"categories":5651},[67],{"categories":5653},[125],{"categories":5655},[67],{"categories":5657},[67],{"categories":5659},[67],{"categories":5661},[125],{"categories":5663},[120],{"categories":5665},[67],{"categories":5667},[219],{"categories":5669},[139],{"categories":5671},[125],{"categories":5673},[67],{"categories":5675},[128],{"categories":5677},[67],{"categories":5679},[128],{"categories":5681},[125],{"categories":5683},[67],{"categories":5685},[67],{"categories":5687},[164],{"categories":5689},[67],{"categories":5691},[],{"categories":5693},[115],{"categories":5695},[67],{"categories":5697},[67],{"categories":5699},[67],{"categories":5701},[139],{"categories":5703},[139],{"categories":5705},[67],{"categories":5707},[139],{"categories":5709},[67],{"categories":5711},[125],{"categories":5713},[67],{"categories":5715},[67],{"categories":5717},[67],{"categories":5719},[67],{"categories":5721},[67],{"categories":5723},[],{"categories":5725},[67],{"categories":5727},[219],{"categories":5729},[125],{"categories":5731},[120],{"categories":5733},[164],{"categories":5735},[67],{"categories":5737},[125],{"categories":5739},[67],{"categories":5741},[125],{"categories":5743},[67],{"categories":5745},[67],{"categories":5747},[219],{"categories":5749},[125],{"categories":5751},[67],{"categories":5753},[254],{"categories":5755},[120],{"categories":5757},[67],{"categories":5759},[142],{"categories":5761},[67],{"categories":5763},[125],{"categories":5765},[67],{"categories":5767},[164],{"categories":5769},[67],{"categories":5771},[67],{"categories":5773},[67],{"categories":5775},[67],{"categories":5777},[125],{"categories":5779},[297],{"categories":5781},[67],{"categories":5783},[139],{"categories":5785},[125],{"categories":5787},[142],{"categories":5789},[],{"categories":5791},[125],{"categories":5793},[139],{"categories":5795},[67],{"categories":5797},[67],{"categories":5799},[67],{"categories":5801},[2624],{"categories":5803},[67],{"categories":5805},[219],{"categories":5807},[334],{"categories":5809},[67],{"categories":5811},[67],{"categories":5813},[67],{"categories":5815},[67],{"categories":5817},[67],{"categories":5819},[115],{"categories":5821},[125],{"categories":5823},[67],{"categories":5825},[67],{"categories":5827},[139],{"categories":5829},[120],{"categories":5831},[67],{"categories":5833},[67],{"categories":5835},[139],{"categories":5837},[67],{"categories":5839},[],{"categories":5841},[125],{"categories":5843},[125],{"categories":5845},[67],{"categories":5847},[67],{"categories":5849},[67],{"categories":5851},[142],{"categories":5853},[],{"categories":5855},[164],{"categories":5857},[],{"categories":5859},[164],{"categories":5861},[67],{"categories":5863},[67],{"categories":5865},[67],{"categories":5867},[125],{"categories":5869},[67],{"categories":5871},[125],{"categories":5873},[125],{"categories":5875},[],{"categories":5877},[67],{"categories":5879},[164],{"categories":5881},[67],{"categories":5883},[],{"categories":5885},[67],{"categories":5887},[219],{"categories":5889},[67],{"categories":5891},[],{"categories":5893},[67],{"categories":5895},[67],{"categories":5897},[219],{"categories":5899},[139],{"categories":5901},[125],{"categories":5903},[67],{"categories":5905},[67],{"categories":5907},[67],{"categories":5909},[67],{"categories":5911},[67],{"categories":5913},[254],{"categories":5915},[67],{"categories":5917},[67],{"categories":5919},[67],{"categories":5921},[115],{"categories":5923},[67],{"categories":5925},[67],{"categories":5927},[],{"categories":5929},[67],{"categories":5931},[67],{"categories":5933},[67],{"categories":5935},[],{"categories":5937},[125],{"categories":5939},[115],{"categories":5941},[67],{"categories":5943},[67],{"categories":5945},[67],{"categories":5947},[125],{"categories":5949},[67],{"categories":5951},[164],{"categories":5953},[67],{"categories":5955},[139],{"categories":5957},[128],{"categories":5959},[125],{"categories":5961},[492],{"categories":5963},[67],{"categories":5965},[67],{"categories":5967},[67],{"categories":5969},[67],{"categories":5971},[139],{"categories":5973},[164],{"categories":5975},[219],{"categories":5977},[67],{"categories":5979},[67],{"categories":5981},[67],{"categories":5983},[67],{"categories":5985},[67],{"categories":5987},[67],{"categories":5989},[164],{"categories":5991},[67],{"categories":5993},[219],{"categories":5995},[67],{"categories":5997},[67],{"categories":5999},[164],{"categories":6001},[219],{"categories":6003},[67],{"categories":6005},[164],{"categories":6007},[67],{"categories":6009},[125],{"categories":6011},[125],{"categories":6013},[125],{"categories":6015},[67],{"categories":6017},[139],{"categories":6019},[164],{"categories":6021},[125],{"categories":6023},[125],{"categories":6025},[67],{"categories":6027},[139],{"categories":6029},[219],{"categories":6031},[67],{"categories":6033},[67],{"categories":6035},[125],{"categories":6037},[67],{"categories":6039},[],{"categories":6041},[125],{"categories":6043},[],{"categories":6045},[67],{"categories":6047},[67],{"categories":6049},[],{"categories":6051},[],{"categories":6053},[125],{"categories":6055},[120],{"categories":6057},[125],{"categories":6059},[6060],"Liability & Ethics",{"categories":6062},[67],{"categories":6064},[67],{"categories":6066},[67],{"categories":6068},[125],{"categories":6070},[115],{"categories":6072},[125],{"categories":6074},[120],{"categories":6076},[254],{"categories":6078},[67],{"categories":6080},[125],{"categories":6082},[67],{"categories":6084},[67],{"categories":6086},[67],{"categories":6088},[],{"categories":6090},[609],{"categories":6092},[125],{"categories":6094},[],{"categories":6096},[67],{"categories":6098},[115],{"categories":6100},[125],{"categories":6102},[67],{"categories":6104},[],{"categories":6106},[125],{"categories":6108},[67],{"categories":6110},[67],{"categories":6112},[139],{"categories":6114},[67],{"categories":6116},[164],{"categories":6118},[67],{"categories":6120},[67],{"categories":6122},[128],{"categories":6124},[67],{"categories":6126},[125],{"categories":6128},[67],{"categories":6130},[67],{"categories":6132},[67],{"categories":6134},[164],{"categories":6136},[125],{"categories":6138},[139],{"categories":6140},[219],{"categories":6142},[115],{"categories":6144},[67],{"categories":6146},[67],{"categories":6148},[67],{"categories":6150},[],{"categories":6152},[125],{"categories":6154},[125],{"categories":6156},[125],{"categories":6158},[492],{"categories":6160},[125],{"categories":6162},[219],{"categories":6164},[125],{"categories":6166},[297],{"categories":6168},[139],{"categories":6170},[164],{"categories":6172},[67],{"categories":6174},[219],{"categories":6176},[67],{"categories":6178},[115],{"categories":6180},[67],{"categories":6182},[],{"categories":6184},[67],{"categories":6186},[125],{"categories":6188},[67],{"categories":6190},[67],{"categories":6192},[67],{"categories":6194},[67],{"categories":6196},[125],{"categories":6198},[67],{"categories":6200},[67],{"categories":6202},[219],{"categories":6204},[125],{"categories":6206},[],{"categories":6208},[125],{"categories":6210},[128],{"categories":6212},[67],{"categories":6214},[164],{"categories":6216},[125],{"categories":6218},[120],{"categories":6220},[],{"categories":6222},[67],{"categories":6224},[67],{"categories":6226},[128],{"categories":6228},[67],{"categories":6230},[125],{"categories":6232},[164],{"categories":6234},[115],{"categories":6236},[297],{"categories":6238},[67],{"categories":6240},[67],{"categories":6242},[67],{"categories":6244},[164],{"categories":6246},[120],{"categories":6248},[67],{"categories":6250},[219],{"categories":6252},[164],{"categories":6254},[297],{"categories":6256},[67],{"categories":6258},[125],{"categories":6260},[],{"categories":6262},[561],{"categories":6264},[],{"categories":6266},[67],{"categories":6268},[297],{"categories":6270},[67],{"categories":6272},[142],{"categories":6274},[67],{"categories":6276},[125],{"categories":6278},[125],{"categories":6280},[6281],"Design News & Tools",{"categories":6283},[67],{"categories":6285},[67],{"categories":6287},[164],{"categories":6289},[67],{"categories":6291},[67],{"categories":6293},[67],{"categories":6295},[115],{"categories":6297},[125],{"categories":6299},[67],{"categories":6301},[219],{"categories":6303},[125],{"categories":6305},[125],{"categories":6307},[219],{"categories":6309},[67],{"categories":6311},[67],{"categories":6313},[67],{"categories":6315},[492],{"categories":6317},[125],{"categories":6319},[67],{"categories":6321},[125],{"categories":6323},[67],{"categories":6325},[67],{"categories":6327},[492],{"categories":6329},[67],{"categories":6331},[254],{"categories":6333},[67],{"categories":6335},[125],{"categories":6337},[125],{"categories":6339},[],{"categories":6341},[67],{"categories":6343},[67],{"categories":6345},[67],{"categories":6347},[164],{"categories":6349},[67],{"categories":6351},[115],{"categories":6353},[],{"categories":6355},[67],{"categories":6357},[67],{"categories":6359},[67],{"categories":6361},[139],{"categories":6363},[636],{"categories":6365},[139],{"categories":6367},[219],{"categories":6369},[67],{"categories":6371},[67,125],{"categories":6373},[254,120],{"categories":6375},[139],{"categories":6377},[67],{"categories":6379},[67],{"categories":6381},[67],{"categories":6383},[67],{"categories":6385},[],{"categories":6387},[139],{"categories":6389},[125],{"categories":6391},[67],{"categories":6393},[67],{"categories":6395},[],{"categories":6397},[67],{"categories":6399},[139],{"categories":6401},[67],{"categories":6403},[139],{"categories":6405},[67],{"categories":6407},[],{"categories":6409},[125],{"categories":6411},[67],{"categories":6413},[120],{"categories":6415},[67],{"categories":6417},[164],{"categories":6419},[67],{"categories":6421},[],{"categories":6423},[67],{"categories":6425},[125],{"categories":6427},[67],{"categories":6429},[],{"categories":6431},[219],{"categories":6433},[67],{"categories":6435},[67],{"categories":6437},[125],{"categories":6439},[67],{"categories":6441},[67],{"categories":6443},[67],{"categories":6445},[115],{"categories":6447},[67],{"categories":6449},[125],{"categories":6451},[67],{"categories":6453},[],{"categories":6455},[67],{"categories":6457},[297],{"categories":6459},[254],{"categories":6461},[120],{"categories":6463},[120],{"categories":6465},[67],{"categories":6467},[67],{"categories":6469},[115],{"categories":6471},[115],{"categories":6473},[67],{"categories":6475},[125],{"categories":6477},[67],{"categories":6479},[67],{"categories":6481},[67],{"categories":6483},[67],{"categories":6485},[139],{"categories":6487},[67],{"categories":6489},[115],{"categories":6491},[67],{"categories":6493},[67],{"categories":6495},[125],{"categories":6497},[67],{"categories":6499},[254],{"categories":6501},[67],{"categories":6503},[164],{"categories":6505},[67],{"categories":6507},[67],{"categories":6509},[125],{"categories":6511},[128],{"categories":6513},[67],{"categories":6515},[125],{"categories":6517},[67],{"categories":6519},[125],{"categories":6521},[],{"categories":6523},[139],{"categories":6525},[],{"categories":6527},[139],{"categories":6529},[125],{"categories":6531},[115],{"categories":6533},[67],{"categories":6535},[],{"categories":6537},[142],{"categories":6539},[297],{"categories":6541},[67],{"categories":6543},[139],{"categories":6545},[67],{"categories":6547},[],{"categories":6549},[164],{"categories":6551},[125],{"categories":6553},[139],{"categories":6555},[219],{"categories":6557},[120],{"categories":6559},[67],{"categories":6561},[67],{"categories":6563},[125],{"categories":6565},[139],{"categories":6567},[125],{"categories":6569},[164],{"categories":6571},[67],{"categories":6573},[128],{"categories":6575},[115],{"categories":6577},[128],{"categories":6579},[164],{"categories":6581},[67],{"categories":6583},[67],{"categories":6585},[139],{"categories":6587},[67],{"categories":6589},[219],{"categories":6591},[120],{"categories":6593},[67],{"categories":6595},[67],{"categories":6597},[67],{"categories":6599},[67],{"categories":6601},[67],{"categories":6603},[67],{"categories":6605},[125],{"categories":6607},[67],{"categories":6609},[67],{"categories":6611},[67],{"categories":6613},[125],{"categories":6615},[67],{"categories":6617},[67],{"categories":6619},[115],{"categories":6621},[67],{"categories":6623},[125],{"categories":6625},[125],{"categories":6627},[219],{"categories":6629},[125],{"categories":6631},[67],{"categories":6633},[125],{"categories":6635},[67],{"categories":6637},[115],{"categories":6639},[125],{"categories":6641},[219],{"categories":6643},[],{"categories":6645},[67],{"categories":6647},[142],{"categories":6649},[492],{"categories":6651},[67],{"categories":6653},[125],{"categories":6655},[67],{"categories":6657},[67],{"categories":6659},[139],{"categories":6661},[67],{"categories":6663},[],{"categories":6665},[67],{"categories":6667},[125],{"categories":6669},[120],{"categories":6671},[67],{"categories":6673},[254],{"categories":6675},[219],{"categories":6677},[67],{"categories":6679},[139],{"categories":6681},[67],{"categories":6683},[67],{"categories":6685},[164],{"categories":6687},[125],{"categories":6689},[67],{"categories":6691},[254],{"categories":6693},[125],{"categories":6695},[120],{"categories":6697},[120],{"categories":6699},[67],{"categories":6701},[67],{"categories":6703},[67],{"categories":6705},[67],{"categories":6707},[67],{"categories":6709},[67],{"categories":6711},[115],{"categories":6713},[67],{"categories":6715},[],{"categories":6717},[67],{"categories":6719},[67],{"categories":6721},[125],{"categories":6723},[67],{"categories":6725},[125],{"categories":6727},[67],{"categories":6729},[67],{"categories":6731},[67],{"categories":6733},[67],{"categories":6735},[67],{"categories":6737},[67],{"categories":6739},[139],{"categories":6741},[],{"categories":6743},[115],{"categories":6745},[67],{"categories":6747},[67],{"categories":6749},[125],{"categories":6751},[125],{"categories":6753},[],{"categories":6755},[139],{"categories":6757},[139],{"categories":6759},[67],{"categories":6761},[254],{"categories":6763},[120],{"categories":6765},[219],{"categories":6767},[67],{"categories":6769},[],{"categories":6771},[67],{"categories":6773},[125],{"categories":6775},[115],{"categories":6777},[67],{"categories":6779},[67],{"categories":6781},[139],{"categories":6783},[115],{"categories":6785},[67],{"categories":6787},[67],{"categories":6789},[164],{"categories":6791},[142],{"categories":6793},[67],{"categories":6795},[164],{"categories":6797},[67],{"categories":6799},[125],{"categories":6801},[67],{"categories":6803},[67],{"categories":6805},[],{"categories":6807},[164],{"categories":6809},[125],{"categories":6811},[219],{"categories":6813},[142],{"categories":6815},[67],{"categories":6817},[67],{"categories":6819},[67],{"categories":6821},[],{"categories":6823},[125],{"categories":6825},[125],{"categories":6827},[125],{"categories":6829},[3533],{"categories":6831},[164],{"categories":6833},[67],{"categories":6835},[139],{"categories":6837},[128],{"categories":6839},[67],{"categories":6841},[67],{"categories":6843},[67],{"categories":6845},[67],{"categories":6847},[67],{"categories":6849},[125],{"categories":6851},[67],{"categories":6853},[120],{"categories":6855},[67],{"categories":6857},[115],{"categories":6859},[1998],{"categories":6861},[297],{"categories":6863},[115],{"categories":6865},[],{"categories":6867},[128],{"categories":6869},[67],{"categories":6871},[],{"categories":6873},[67],{"categories":6875},[164],{"categories":6877},[125],{"categories":6879},[219],{"categories":6881},[67],{"categories":6883},[125],{"categories":6885},[67],{"categories":6887},[67],{"categories":6889},[67],{"categories":6891},[67],{"categories":6893},[164],{"categories":6895},[],{"categories":6897},[67],{"categories":6899},[125],{"categories":6901},[67],{"categories":6903},[125],{"categories":6905},[125],{"categories":6907},[],{"categories":6909},[67],{"categories":6911},[],{"categories":6913},[164],{"categories":6915},[115],{"categories":6917},[67],{"categories":6919},[219],{"categories":6921},[67],{"categories":6923},[125],{"categories":6925},[164],{"categories":6927},[67],{"categories":6929},[164],{"categories":6931},[],{"categories":6933},[164],{"categories":6935},[67],{"categories":6937},[115],{"categories":6939},[125],{"categories":6941},[492],{"categories":6943},[67],{"categories":6945},[125],{"categories":6947},[67],{"categories":6949},[],{"categories":6951},[139],{"categories":6953},[125],{"categories":6955},[128],{"categories":6957},[125],{"categories":6959},[67],{"categories":6961},[115],{"categories":6963},[67],{"categories":6965},[67],{"categories":6967},[],{"categories":6969},[],{"categories":6971},[],{"categories":6973},[219],{"categories":6975},[67],{"categories":6977},[125],{"categories":6979},[67],{"categories":6981},[67],{"categories":6983},[],{"categories":6985},[],{"categories":6987},[],{"categories":6989},[67],{"categories":6991},[125],{"categories":6993},[219],{"categories":6995},[67],{"categories":6997},[67],{"categories":6999},[],{"categories":7001},[125],{"categories":7003},[67],{"categories":7005},[67],{"categories":7007},[115],{"categories":7009},[],{"categories":7011},[],{"categories":7013},[67],{"categories":7015},[67],{"categories":7017},[67],{"categories":7019},[125],{"categories":7021},[219],{"categories":7023},[67],{"categories":7025},[164],{"categories":7027},[],{"categories":7029},[67],{"categories":7031},[67],{"categories":7033},[254],{"categories":7035},[164],{"categories":7037},[254],{"categories":7039},[139],{"categories":7041},[142],{"categories":7043},[67],{"categories":7045},[67],{"categories":7047},[],{"categories":7049},[],{"categories":7051},[125],{"categories":7053},[],{"categories":7055},[67],{"categories":7057},[492],{"categories":7059},[67],{"categories":7061},[67],{"categories":7063},[67],{"categories":7065},[67],{"categories":7067},[],{"categories":7069},[125],{"categories":7071},[67],{"categories":7073},[67],{"categories":7075},[],{"categories":7077},[125],{"categories":7079},[125],{"categories":7081},[67],{"categories":7083},[164],{"categories":7085},[67],{"categories":7087},[254],{"categories":7089},[67],{"categories":7091},[125],{"categories":7093},[120],{"categories":7095},[128],{"categories":7097},[67],{"categories":7099},[67],{"categories":7101},[125],{"categories":7103},[125],{"categories":7105},[142],{"categories":7107},[125],{"categories":7109},[125],{"categories":7111},[],{"categories":7113},[67],{"categories":7115},[125],{"categories":7117},[],{"categories":7119},[67],{"categories":7121},[],{"categories":7123},[164],{"categories":7125},[120],{"categories":7127},[],{"categories":7129},[67],{"categories":7131},[67],{"categories":7133},[67],{"categories":7135},[],{"categories":7137},[125],{"categories":7139},[219],{"categories":7141},[115],{"categories":7143},[67],{"categories":7145},[],{"categories":7147},[120],{"categories":7149},[254],{"categories":7151},[67],{"categories":7153},[139],{"categories":7155},[115],{"categories":7157},[142],{"categories":7159},[120],{"categories":7161},[139],{"categories":7163},[125],{"categories":7165},[139],{"categories":7167},[],{"categories":7169},[67],{"categories":7171},[128],{"categories":7173},[128],{"categories":7175},[67],{"categories":7177},[],{"categories":7179},[125],{"categories":7181},[125],{"categories":7183},[115],{"categories":7185},[219],{"categories":7187},[67],{"categories":7189},[67],{"categories":7191},[115],{"categories":7193},[125],{"categories":7195},[297],{"categories":7197},[67],{"categories":7199},[67],{"categories":7201},[67],{"categories":7203},[67],{"categories":7205},[67],{"categories":7207},[115],{"categories":7209},[67],{"categories":7211},[139],{"categories":7213},[142],{"categories":7215},[125],{"categories":7217},[],{"categories":7219},[67],{"categories":7221},[67],{"categories":7223},[67],{"categories":7225},[139],{"categories":7227},[125],{"categories":7229},[164],{"categories":7231},[139],{"categories":7233},[67],{"categories":7235},[128],{"categories":7237},[67],{"categories":7239},[],{"categories":7241},[219],{"categories":7243},[139],{"categories":7245},[164],{"categories":7247},[67],{"categories":7249},[67],{"categories":7251},[115],{"categories":7253},[125],{"categories":7255},[67],{"categories":7257},[67],{"categories":7259},[125],{"categories":7261},[128],{"categories":7263},[67],{"categories":7265},[125],{"categories":7267},[67],{"categories":7269},[120],{"categories":7271},[67],{"categories":7273},[125],{"categories":7275},[125,297],{"categories":7277},[67],{"categories":7279},[67],{"categories":7281},[125],{"categories":7283},[139],{"categories":7285},[67],{"categories":7287},[67],{"categories":7289},[67],{"categories":7291},[142],{"categories":7293},[125],{"categories":7295},[254],{"categories":7297},[125],{"categories":7299},[120],{"categories":7301},[],{"categories":7303},[125],{"categories":7305},[67],{"categories":7307},[120],{"categories":7309},[],{"categories":7311},[],{"categories":7313},[67],{"categories":7315},[139],{"categories":7317},[67],{"categories":7319},[67],{"categories":7321},[67],{"categories":7323},[125],{"categories":7325},[67],{"categories":7327},[142],{"categories":7329},[254],{"categories":7331},[67],{"categories":7333},[67],{"categories":7335},[67],{"categories":7337},[67],{"categories":7339},[125],{"categories":7341},[],{"categories":7343},[125],{"categories":7345},[164],{"categories":7347},[67],{"categories":7349},[125],{"categories":7351},[125],{"categories":7353},[67],{"categories":7355},[],{"categories":7357},[164],{"categories":7359},[139],{"categories":7361},[3533],{"categories":7363},[115],{"categories":7365},[139],{"categories":7367},[67],{"categories":7369},[125],{"categories":7371},[67],{"categories":7373},[67],{"categories":7375},[254],{"categories":7377},[139],{"categories":7379},[142],{"categories":7381},[],{"categories":7383},[164],{"categories":7385},[67],{"categories":7387},[67],{"categories":7389},[],{"categories":7391},[125],{"categories":7393},[67],{"categories":7395},[67],{"categories":7397},[67],{"categories":7399},[67],{"categories":7401},[125],{"categories":7403},[67],{"categories":7405},[67],{"categories":7407},[67],{"categories":7409},[67],{"categories":7411},[67],{"categories":7413},[128],{"categories":7415},[67],{"categories":7417},[125],{"categories":7419},[67],{"categories":7421},[67],{"categories":7423},[67],{"categories":7425},[67],{"categories":7427},[67],{"categories":7429},[67],{"categories":7431},[67],{"categories":7433},[120],{"categories":7435},[],{"categories":7437},[128],{"categories":7439},[67],{"categories":7441},[164],{"categories":7443},[125],{"categories":7445},[67],{"categories":7447},[139],{"categories":7449},[],{"categories":7451},[139],{"categories":7453},[139],{"categories":7455},[125],{"categories":7457},[139],{"categories":7459},[67],{"categories":7461},[67],{"categories":7463},[67],{"categories":7465},[125],{"categories":7467},[139],{"categories":7469},[67],{"categories":7471},[67],{"categories":7473},[67],{"categories":7475},[125],{"categories":7477},[164],{"categories":7479},[67],{"categories":7481},[67],{"categories":7483},[67],{"categories":7485},[120],{"categories":7487},[67],{"categories":7489},[125],{"categories":7491},[219],{"categories":7493},[],{"categories":7495},[67],{"categories":7497},[67],{"categories":7499},[142],{"categories":7501},[67],{"categories":7503},[125],{"categories":7505},[67],{"categories":7507},[67],{"categories":7509},[],{"categories":7511},[67],{"categories":7513},[67],{"categories":7515},[164],{"categories":7517},[67],{"categories":7519},[67],{"categories":7521},[125],{"categories":7523},[254],{"categories":7525},[],{"categories":7527},[],{"categories":7529},[139],{"categories":7531},[67],{"categories":7533},[67],{"categories":7535},[128],{"categories":7537},[164],{"categories":7539},[67],{"categories":7541},[139],{"categories":7543},[164],{"categories":7545},[67],{"categories":7547},[67],{"categories":7549},[254],{"categories":7551},[142],{"categories":7553},[67],{"categories":7555},[67],{"categories":7557},[115],{"categories":7559},[125],{"categories":7561},[67],{"categories":7563},[67],{"categories":7565},[125],{"categories":7567},[120],{"categories":7569},[125],{"categories":7571},[139],{"categories":7573},[67],{"categories":7575},[120],{"categories":7577},[],{"categories":7579},[67],{"categories":7581},[142],{"categories":7583},[67],{"categories":7585},[67],{"categories":7587},[],{"categories":7589},[164],{"categories":7591},[67],{"categories":7593},[125],{"categories":7595},[142],{"categories":7597},[67],{"categories":7599},[139],{"categories":7601},[139],{"categories":7603},[139],{"categories":7605},[67],{"categories":7607},[125],{"categories":7609},[125],{"categories":7611},[67],{"categories":7613},[125],{"categories":7615},[67],{"categories":7617},[67],{"categories":7619},[219],{"categories":7621},[142],{"categories":7623},[142],{"categories":7625},[],{"categories":7627},[164],{"categories":7629},[67],{"categories":7631},[67],{"categories":7633},[139],{"categories":7635},[],{"categories":7637},[164],{"categories":7639},[164],{"categories":7641},[164],{"categories":7643},[],{"categories":7645},[125],{"categories":7647},[67],{"categories":7649},[],{"categories":7651},[115],{"categories":7653},[120],{"categories":7655},[],{"categories":7657},[67],{"categories":7659},[67],{"categories":7661},[],{"categories":7663},[139],{"categories":7665},[],{"categories":7667},[],{"categories":7669},[],{"categories":7671},[],{"categories":7673},[67],{"categories":7675},[164],{"categories":7677},[],{"categories":7679},[],{"categories":7681},[67],{"categories":7683},[67],{"categories":7685},[67],{"categories":7687},[142],{"categories":7689},[67],{"categories":7691},[142],{"categories":7693},[],{"categories":7695},[142],{"categories":7697},[142],{"categories":7699},[297],{"categories":7701},[125],{"categories":7703},[139],{"categories":7705},[],{"categories":7707},[],{"categories":7709},[142],{"categories":7711},[139],{"categories":7713},[139],{"categories":7715},[139],{"categories":7717},[],{"categories":7719},[115],{"categories":7721},[139],{"categories":7723},[139],{"categories":7725},[115],{"categories":7727},[139],{"categories":7729},[120],{"categories":7731},[139],{"categories":7733},[139],{"categories":7735},[139],{"categories":7737},[142],{"categories":7739},[164],{"categories":7741},[164],{"categories":7743},[67],{"categories":7745},[139],{"categories":7747},[142],{"categories":7749},[297],{"categories":7751},[142],{"categories":7753},[142],{"categories":7755},[142],{"categories":7757},[],{"categories":7759},[120],{"categories":7761},[],{"categories":7763},[297],{"categories":7765},[139],{"categories":7767},[139],{"categories":7769},[139],{"categories":7771},[125],{"categories":7773},[164,120],{"categories":7775},[142],{"categories":7777},[],{"categories":7779},[],{"categories":7781},[142],{"categories":7783},[],{"categories":7785},[142],{"categories":7787},[164],{"categories":7789},[125],{"categories":7791},[],{"categories":7793},[139],{"categories":7795},[67],{"categories":7797},[219],{"categories":7799},[],{"categories":7801},[67],{"categories":7803},[],{"categories":7805},[164],{"categories":7807},[115],{"categories":7809},[142],{"categories":7811},[],{"categories":7813},[139],{"categories":7815},[164],[7817,7896,7972,8037],{"id":7818,"title":7819,"ai":7820,"body":7825,"categories":7873,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7874,"navigation":91,"path":7884,"published_at":7885,"question":68,"scraped_at":7886,"seo":7887,"sitemap":7888,"source_id":7889,"source_name":98,"source_type":99,"source_url":7890,"stem":7891,"tags":7892,"thumbnail_url":68,"tldr":7893,"tweet":68,"unknown_tags":7894,"__hash__":7895},"summaries\u002Fsummaries\u002Faaf71541169b1c22-solving-the-physical-ai-data-bottleneck-summary.md","Solving the Physical AI Data Bottleneck",{"provider":7,"model":8,"input_tokens":7821,"output_tokens":7822,"processing_time_ms":7823,"cost_usd":7824},10579,564,4481,0.00349075,{"type":14,"value":7826,"toc":7868},[7827,7831,7834,7838,7841,7861,7865],[17,7828,7830],{"id":7829},"the-data-gap-in-physical-ai","The Data Gap in Physical AI",[22,7832,7833],{},"While large language models (LLMs) benefited from a vast, publicly available corpus of text, physical AI faces a critical data deficit. Current methods—such as scraping YouTube videos—provide low-fidelity data that fails to capture the nuances of physical interaction required for robust robotics. To match the progress of LLMs, robotics labs require high-quality, structured data that maps human movement to physical outcomes.",[17,7835,7837],{"id":7836},"the-xdof-infrastructure-model","The XDOF Infrastructure Model",[22,7839,7840],{},"Emerging from stealth with $70 million in funding, XDOF is positioning itself as the foundational data layer for physical AI. The company addresses the \"chicken-and-egg\" problem of robotics: you cannot train a model without data, but you cannot collect data without specialized hardware and operational scale. XDOF manages the \"dirty, unglamorous\" work of data production, including:",[40,7842,7843,7849,7855],{},[43,7844,7845,7848],{},[46,7846,7847],{},"Teleoperation Systems:"," Utilizing devices like the GELLO system to allow human operators to control robotic arms, generating high-quality training trajectories.",[43,7850,7851,7854],{},[46,7852,7853],{},"Data Pipeline Management:"," Handling the cleaning, annotation, and calibration of data to ensure it is model-ready.",[43,7856,7857,7860],{},[46,7858,7859],{},"Egocentric Data Collection:"," Developing wearable sensors to capture human-centric interaction data for broader model training.",[17,7862,7864],{"id":7863},"scaling-through-outsourcing","Scaling Through Outsourcing",[22,7866,7867],{},"Most frontier AI labs lack the physical infrastructure to collect data at scale, which requires massive warehouse space, hundreds of robots, and specialized operator training. XDOF serves as an outsourced partner, allowing these labs to focus on model architecture rather than the operational overhead of physical data collection. By partnering with institutions like UC Berkeley, XDOF has already released the ABC dataset, which includes 130,000 manipulation trajectories, providing the academic community with unprecedented access to pre-training data for tasks like object manipulation and assembly.",{"title":60,"searchDepth":61,"depth":61,"links":7869},[7870,7871,7872],{"id":7829,"depth":61,"text":7830},{"id":7836,"depth":61,"text":7837},{"id":7863,"depth":61,"text":7864},[67],{"content_references":7875,"triage":7880},[7876,7878],{"type":74,"title":75,"context":7877},"recommended",{"type":7879,"title":78,"url":79,"context":7877},"dataset",{"relevance":7881,"novelty":88,"quality":88,"actionability":87,"composite":7882,"reasoning":7883},5,4.15,"Category: Data Science & Visualization. The article discusses the critical data deficit in physical AI and presents XDOF's innovative approach to providing high-quality training data, which directly addresses a significant pain point for AI product builders. It offers insights into the operational challenges of data collection and the solutions being implemented, making it relevant and actionable for those in the field.","\u002Fsummaries\u002Faaf71541169b1c22-solving-the-physical-ai-data-bottleneck-summary","2026-06-17 15:00:00","2026-06-18 12:57:04",{"title":7819,"description":60},{"loc":7884},"aaf71541169b1c22","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F17\u002Fcollecting-robot-training-data-is-dirty-unglamorous-work-some-ai-labs-are-already-paying-xdof-to-do-it\u002F","summaries\u002Faaf71541169b1c22-solving-the-physical-ai-data-bottleneck-summary",[103,105,104,106],"XDOF is building the infrastructure for physical AI by providing the high-fidelity, large-scale training data that robotics models currently lack, moving beyond the limitations of low-quality video data.",[106],"5O5mKbC-05xtUk9i3F0pUopxO4CSXDza7PtvXC552Yo",{"id":7897,"title":7898,"ai":7899,"body":7904,"categories":7950,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7951,"navigation":91,"path":7959,"published_at":7960,"question":68,"scraped_at":7961,"seo":7962,"sitemap":7963,"source_id":7964,"source_name":98,"source_type":99,"source_url":7965,"stem":7966,"tags":7967,"thumbnail_url":68,"tldr":7969,"tweet":68,"unknown_tags":7970,"__hash__":7971},"summaries\u002Fsummaries\u002F62ca58d2031fdb22-techcrunch-disrupt-2026-bridging-ai-and-physical-r-summary.md","TechCrunch Disrupt 2026: Bridging AI and Physical Reality",{"provider":7,"model":8,"input_tokens":7900,"output_tokens":7901,"processing_time_ms":7902,"cost_usd":7903},6880,526,3064,0.002509,{"type":14,"value":7905,"toc":7946},[7906,7910,7913,7917,7920],[17,7907,7909],{"id":7908},"the-shift-to-physical-ai","The Shift to Physical AI",[22,7911,7912],{},"TechCrunch Disrupt 2026 is expanding its AI programming to include a dedicated 'Real World AI' stage. This track addresses the transition of AI from digital-only LLM applications to physical-world integration, such as autonomous hardware, robotics, and biotechnology. The core theme is the 'data gap'—unlike LLMs that leverage vast internet datasets, physical AI systems lack the equivalent volume of real-world interaction data, which remains the primary hurdle for achieving general-purpose robotic intelligence.",[17,7914,7916],{"id":7915},"key-challenges-in-real-world-deployment","Key Challenges in Real-World Deployment",[22,7918,7919],{},"Sessions at the event focus on the practical, high-stakes realities of moving AI from lab prototypes to production environments:",[40,7921,7922,7928,7934,7940],{},[43,7923,7924,7927],{},[46,7925,7926],{},"Safety and Reliability:"," When AI controls physical systems like aircraft or industrial machinery, failure is not an option. Founders are tasked with developing rigorous safety cultures, validation frameworks, and regulatory strategies to earn public and industrial trust.",[43,7929,7930,7933],{},[46,7931,7932],{},"Edge Computing:"," Many high-value AI deployments must function in environments where cloud connectivity is intermittent or non-existent. Success in these domains requires specialized architectural principles that prioritize low latency and high resilience.",[43,7935,7936,7939],{},[46,7937,7938],{},"Scaling Hurdles:"," The transition from a functional prototype to a scaled, profitable business is where most deep-tech startups fail. The event highlights the necessity of navigating supply chain complexities and manufacturing realities that are absent in controlled lab conditions.",[43,7941,7942,7945],{},[46,7943,7944],{},"Engineering Nature:"," The program also explores the intersection of AI and biology, specifically examining how AI-driven technologies are being used to revive extinct species and the ethical debates surrounding the engineering of natural ecosystems.",{"title":60,"searchDepth":61,"depth":61,"links":7947},[7948,7949],{"id":7908,"depth":61,"text":7909},{"id":7915,"depth":61,"text":7916},[67],{"content_references":7952,"triage":7956},[7953],{"type":74,"title":7954,"url":7955,"context":76},"TechCrunch Disrupt 2026","https:\u002F\u002Ftechcrunch.com\u002Fevents\u002Ftechcrunch-disrupt\u002Ftickets\u002F",{"relevance":88,"novelty":87,"quality":88,"actionability":87,"composite":7957,"reasoning":7958},3.6,"Category: AI & LLMs. The article discusses the practical challenges of deploying AI in physical environments, which aligns with the audience's interest in actionable insights for building AI-powered products. It highlights specific challenges like safety and reliability, but lacks detailed frameworks or techniques that the audience could directly implement.","\u002Fsummaries\u002F62ca58d2031fdb22-techcrunch-disrupt-2026-bridging-ai-and-physical-r-summary","2026-09-02 22:24:09","2026-09-03 03:11:04",{"title":7898,"description":60},{"loc":7959},"62ca58d2031fdb22","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F02\u002Ftechcrunch-disrupt-2026s-new-real-world-ai-stage-features-nvidia-robots-and-extinct-animals\u002F","summaries\u002F62ca58d2031fdb22-techcrunch-disrupt-2026-bridging-ai-and-physical-r-summary",[103,104,7968,106],"automation","TechCrunch Disrupt 2026 introduces a 'Real World AI' stage, focusing on the challenges of deploying autonomous systems, robotics, and AI-driven biology outside of digital environments.",[106],"3yzQ6nWJO68XH3oAO0CnSQis2M0f1Paf54MZ_zMJ5CU",{"id":7973,"title":7974,"ai":7975,"body":7980,"categories":8016,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":8017,"navigation":91,"path":8024,"published_at":8025,"question":68,"scraped_at":8026,"seo":8027,"sitemap":8028,"source_id":8029,"source_name":98,"source_type":99,"source_url":8030,"stem":8031,"tags":8032,"thumbnail_url":68,"tldr":8034,"tweet":68,"unknown_tags":8035,"__hash__":8036},"summaries\u002Fsummaries\u002F0000577f446aae7e-enigma-raises-71m-to-simplify-human-robot-interact-summary.md","Enigma Raises $71M to Simplify Human-Robot Interaction",{"provider":7,"model":8,"input_tokens":7976,"output_tokens":7977,"processing_time_ms":7978,"cost_usd":7979},6175,573,3389,0.00240325,{"type":14,"value":7981,"toc":8010},[7982,7986,7989,7993,7996,8000,8003,8007],[17,7983,7985],{"id":7984},"rethinking-human-robot-interaction","Rethinking Human-Robot Interaction",[22,7987,7988],{},"Most current robotics research focuses on increasing model capability—teaching robots to perform tasks via web videos, simulations, or sensor-equipped gloves. Enigma, a startup founded by cybersecurity veterans Jonathan Jacobi and Gal Niv, is taking a contrarian \"outside-in\" approach. Instead of starting with the robot's technical dexterity, they are prioritizing the user experience (UX) of control.",[17,7990,7992],{"id":7991},"the-volume-knob-philosophy","The \"Volume Knob\" Philosophy",[22,7994,7995],{},"Enigma’s core thesis is that current human-robot interaction is too cumbersome to be useful. Co-founder Jonathan Jacobi argues that if a user must spend 15 minutes programming or explaining a task to a robot, they will abandon the tool entirely. The company aims to make controlling a robot as intuitive as adjusting a car's volume knob—a simple, immediate, and predictable interface that requires no complex instruction.",[17,7997,7999],{"id":7998},"large-scale-data-collection","Large-Scale Data Collection",[22,8001,8002],{},"To discover what this \"volume knob\" for robotics looks like, Enigma is launching a global public experiment. They have built over 100 proprietary robots housed in facilities in California and Israel. These robots are capable of physical tasks like painting, sword fighting, and chemistry experiments. By allowing the public to interact with these robots online, Enigma intends to gather data on how humans prefer to communicate commands—whether through text, audio, video examples, or direct manipulation (tap, drag, and drop). This data will inform both the design of their user interfaces and the training of their foundational AI models.",[17,8004,8006],{"id":8005},"strategic-positioning","Strategic Positioning",[22,8008,8009],{},"Despite being \"outsiders\" to the traditional robotics industry, the founders have secured $71 million in seed funding led by Index Ventures and Ribbit Capital. While the company has not yet disclosed specific commercial use cases, they are already exploring partnerships in healthcare, logistics, and entertainment. By focusing on the interaction layer rather than just the underlying model, Enigma hopes to solve the adoption barrier that currently limits the utility of embodied AI.",{"title":60,"searchDepth":61,"depth":61,"links":8011},[8012,8013,8014,8015],{"id":7984,"depth":61,"text":7985},{"id":7991,"depth":61,"text":7992},{"id":7998,"depth":61,"text":7999},{"id":8005,"depth":61,"text":8006},[67],{"content_references":8018,"triage":8022},[8019],{"type":74,"title":8020,"url":8021,"context":76},"Enigma","https:\u002F\u002Fwww.enigma.inc\u002F",{"relevance":87,"novelty":87,"quality":88,"actionability":61,"composite":89,"reasoning":8023},"Category: Design & Frontend. The article discusses a startup's innovative approach to human-robot interaction, which aligns with design principles in technology. However, it lacks specific actionable insights or frameworks that the audience could directly implement in their own projects.","\u002Fsummaries\u002F0000577f446aae7e-enigma-raises-71m-to-simplify-human-robot-interact-summary","2026-07-27 13:00:00","2026-07-28 03:09:48",{"title":7974,"description":60},{"loc":8024},"0000577f446aae7e","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F07\u002F27\u002Fenigma-raises-70m-to-make-controlling-a-robot-as-easy-as-adjusting-the-volume\u002F","summaries\u002F0000577f446aae7e-enigma-raises-71m-to-simplify-human-robot-interact-summary",[103,8033,104,106],"ui-ux","Enigma is emerging from stealth with $71M to build intuitive human-robot interfaces, using large-scale public experiments to determine how humans naturally want to control machines.",[106],"QSLNN5oArYT8VzLg92KW1TXKhhV36JexIQhQor_1u0c",{"id":8038,"title":8039,"ai":8040,"body":8045,"categories":8093,"created_at":68,"date_modified":68,"description":60,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":8094,"navigation":91,"path":8105,"published_at":8106,"question":68,"scraped_at":8107,"seo":8108,"sitemap":8109,"source_id":8110,"source_name":98,"source_type":99,"source_url":8111,"stem":8112,"tags":8113,"thumbnail_url":68,"tldr":8115,"tweet":68,"unknown_tags":8116,"__hash__":8117},"summaries\u002Fsummaries\u002F27666e7fb9fc4358-manufacturing-physical-ai-data-beyond-simple-video-summary.md","Manufacturing Physical AI Data: Beyond Simple Video Annotation",{"provider":7,"model":8,"input_tokens":8041,"output_tokens":8042,"processing_time_ms":8043,"cost_usd":8044},6675,653,3784,0.00264825,{"type":14,"value":8046,"toc":8088},[8047,8051,8054,8058,8061,8081,8085],[17,8048,8050],{"id":8049},"the-physical-data-bottleneck","The Physical Data Bottleneck",[22,8052,8053],{},"Unlike LLMs, which benefited from the vast, free text corpus of the internet, physical AI models suffer from a severe lack of high-quality training data. While video-based training is common, it often lacks the fidelity required for complex robotic manipulation. Experts estimate that breaking through current performance plateaus may require datasets roughly five times the size of YouTube’s entire video corpus. Because this data does not exist naturally in a usable format, it must be actively manufactured.",[17,8055,8057],{"id":8056},"advanced-data-modalities","Advanced Data Modalities",[22,8059,8060],{},"To solve the manipulation precision gap, firms like Encord are experimenting with new data collection modalities beyond standard egocentric video:",[40,8062,8063,8069,8075],{},[43,8064,8065,8068],{},[46,8066,8067],{},"Brain Wave Integration:"," In partnership with Zander Labs, researchers are using headsets to track brain activity during tasks. The goal is to capture mental states like 'error,' 'intent,' and 'surprise,' allowing model builders to identify when to trigger high-effort model inference.",[43,8070,8071,8074],{},[46,8072,8073],{},"Electromyography (EMG):"," Sensors strapped to the forearm detect electrical signals in muscles to create 3D depictions of hand positioning, overcoming the limitations of video which often fails to capture the full dexterity of human fingers.",[43,8076,8077,8080],{},[46,8078,8079],{},"Dense Annotation:"," Encord emphasizes that dense, physical descriptions (e.g., 'right hand tightens bolt') are significantly more valuable than raw, unannotated video. While producing this data costs roughly 20 times more than raw collection, the resulting data is estimated to be 100 times more effective for training specific tasks.",[17,8082,8084],{"id":8083},"the-economics-of-physical-ai","The Economics of Physical AI",[22,8086,8087],{},"Building physical AI is fundamentally different from building text-based AI due to the cost of data production. Because physical data cannot be scraped for free, the economics of model training are shifted toward labor-intensive, human-in-the-loop manufacturing. Companies are currently using 'pilot' operators to perform tasks like plugging in ethernet cables or stacking objects using leader-follower robotic rigs to generate the necessary ground-truth data for end-to-end learning models.",{"title":60,"searchDepth":61,"depth":61,"links":8089},[8090,8091,8092],{"id":8049,"depth":61,"text":8050},{"id":8056,"depth":61,"text":8057},{"id":8083,"depth":61,"text":8084},[67],{"content_references":8095,"triage":8102},[8096,8099],{"type":74,"title":8097,"url":8098,"context":76},"Encord","https:\u002F\u002Fencord.com\u002F",{"type":74,"title":8100,"url":8101,"context":76},"Zander Labs","https:\u002F\u002Fwww.zanderlabs.com\u002F",{"relevance":88,"novelty":88,"quality":88,"actionability":87,"composite":8103,"reasoning":8104},3.8,"Category: Data Science & Visualization. The article discusses innovative methods for generating high-quality training data for physical AI, addressing a specific pain point of data scarcity in AI model training. It provides insights into advanced data modalities like brain wave integration and EMG, which are actionable but lack detailed frameworks for implementation.","\u002Fsummaries\u002F27666e7fb9fc4358-manufacturing-physical-ai-data-beyond-simple-video-summary","2026-07-27 00:19:14","2026-07-27 03:09:11",{"title":8039,"description":60},{"loc":8105},"27666e7fb9fc4358","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F07\u002F26\u002Fare-brain-waves-the-next-unlock-for-physical-ai\u002F","summaries\u002F27666e7fb9fc4358-manufacturing-physical-ai-data-beyond-simple-video-summary",[103,8114,105,106],"machine-learning","Physical AI models face a critical data scarcity bottleneck. Companies like Encord are moving beyond passive video collection to 'manufacturing' high-fidelity training data using brain-wave sensors, EMG arm sensors, and dense physical annotations.",[106],"nkvQ5SIF_BwKenDZ54Qe2ZmAeGOwfIzz73fCQ2kSGe0"]