[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary":3,"summaries-facets-categories":157,"summary-related-8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary":6681},{"id":4,"title":5,"ai":6,"body":13,"categories":111,"created_at":113,"date_modified":113,"description":102,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":116,"navigation":136,"path":137,"published_at":138,"question":113,"scraped_at":139,"seo":140,"sitemap":141,"source_id":142,"source_name":143,"source_type":144,"source_url":145,"stem":146,"tags":147,"thumbnail_url":152,"tldr":153,"tweet":154,"unknown_tags":155,"__hash__":156},"summaries\u002Fsummaries\u002F8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary.md","Building an AI-Powered Talking Guitar",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7400,805,3884,0.0030575,{"type":14,"value":15,"toc":101},"minimark",[16,21,25,30,42,46,61,65,68,90],[17,18,20],"h2",{"id":19},"the-technical-architecture-of-a-talking-guitar","The Technical Architecture of a Talking Guitar",[22,23,24],"p",{},"To make a guitar \"speak,\" the project moves beyond simple audio playback by integrating a digital signal processing (DSP) pipeline within a DAW (Digital Audio Workstation) using the JUCE framework. The core workflow involves three distinct stages: text-to-speech conversion, word segmentation, and pitch-mapped synthesis.",[26,27,29],"h3",{"id":28},"solving-the-segmentation-problem","Solving the Segmentation Problem",[22,31,32,33,37,38,41],{},"Converting text to speech is straightforward, but mapping that speech to a guitar requires precise word segmentation. The author initially attempted ",[34,35,36],"strong",{},"Energy Gap Segmentation",", which cuts audio based on silence (decibels near zero). This failed because natural speech often lacks silence between words. The solution was a hybrid approach using a ",[34,39,40],{},"Sonority Peak Syllabifier",", which identifies vowels as markers for syllable boundaries. Even with this, manual adjustment of segment boundaries remains necessary for high-quality output.",[26,43,45],{"id":44},"pitch-detection-and-synthesis","Pitch Detection and Synthesis",[22,47,48,49,52,53,56,57,60],{},"To allow the guitar to \"sing\" or match notes, the system must extract the fundamental frequency from the instrument in real-time. The author uses the ",[34,50,51],{},"YIN algorithm"," for pitch detection. Once the pitch is identified, the system generates a synthesized tone shaped by an ",[34,54,55],{},"ADSR envelope"," (Attack, Decay, Sustain, Release). This synthesized signal is then passed through a ",[34,58,59],{},"vocoder",", which uses the AI-generated speech as a modulator to shape the guitar's output into recognizable words.",[17,62,64],{"id":63},"scaling-to-conversational-ai","Scaling to Conversational AI",[22,66,67],{},"By integrating a local Large Language Model (LLM) and OpenAI's Whisper for speech-to-text, the guitar can function as an interactive agent. The pipeline works as follows:",[69,70,71,78,84],"ol",{},[72,73,74,77],"li",{},[34,75,76],{},"Input",": A user speaks into a microphone.",[72,79,80,83],{},[34,81,82],{},"Processing",": Whisper transcribes the audio, which is sent to a local LLM for a response.",[72,85,86,89],{},[34,87,88],{},"Output",": The LLM's text response is converted to audio and routed through the guitar's DSP chain.",[22,91,92,93,96,97,100],{},"For singing, the author uses the ",[34,94,95],{},"VocalSet"," dataset—a collection of recorded vocal samples. Because real-time pitch shifting of complex vocal samples is computationally expensive, the author uses the ",[34,98,99],{},"World"," vocoder to pre-bake pitch-shifted samples for each vowel, mapping them to specific frets on the guitar. This allows the instrument to \"sing\" by triggering these pre-processed samples in response to live fret input.",{"title":102,"searchDepth":103,"depth":103,"links":104},"",2,[105,110],{"id":19,"depth":103,"text":20,"children":106},[107,109],{"id":28,"depth":108,"text":29},3,{"id":44,"depth":108,"text":45},{"id":63,"depth":103,"text":64},[112],"AI Automation",null,"md",false,{"content_references":117,"triage":133},[118,123,127,129,131],{"type":119,"title":120,"url":121,"context":122},"tool","JUCE","https:\u002F\u002Fjuce.com\u002F","recommended",{"type":119,"title":124,"url":125,"context":126},"Piper","https:\u002F\u002Fgithub.com\u002Frhasspy\u002Fpiper","mentioned",{"type":119,"title":51,"context":128},"cited",{"type":130,"title":95,"context":126},"dataset",{"type":119,"title":132,"context":126},"World Vocoder",{"relevance":134,"novelty":134,"quality":134,"actionability":134,"composite":134,"reasoning":135},4,"Category: AI & LLMs. The article provides a detailed technical architecture for building an AI-powered guitar, addressing specific audience pain points related to integrating AI into products. It offers actionable insights on using DSP, pitch detection, and LLMs, making it relevant for developers looking to implement similar features.",true,"\u002Fsummaries\u002F8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary","2026-08-18 15:30:23","2026-08-19 03:11:45",{"title":5,"description":102},{"loc":137},"8fe521e37c96db18","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=E_Txocq-Lrw","summaries\u002F8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary",[148,149,150,151],"ai-tools","python","automation","audio-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FE_Txocq-Lrw\u002Fhqdefault.jpg","By combining real-time pitch detection, speech synthesis, and audio processing, you can transform a standard guitar into an instrument that speaks and sings in response to user input.","This talk is a technical breakdown of how the speaker built a custom [JUCE](https:\u002F\u002Fjuce.com)-based plugin to make a guitar \"speak\" by routing synthesized speech through a DAW. It covers the signal processing challenges of word segmentation and pitch detection, specifically using the YIN algorithm to map vocal frequencies onto guitar notes.",[151],"6T70qjYZjDC-y98f4YnZdBS_kdZGC8BUPrLH39TNAHk",[158,161,164,166,169,171,173,176,178,180,182,185,187,189,191,193,196,198,200,202,204,207,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,253,255,257,259,261,263,265,267,269,271,273,275,277,279,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,319,321,323,325,327,329,331,333,335,337,339,341,343,345,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,411,413,415,417,419,421,423,425,427,429,431,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,467,469,471,473,475,477,479,481,483,485,487,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,545,547,549,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,583,585,587,589,591,593,595,597,599,601,603,605,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,887,889,891,893,895,898,900,902,904,906,908,910,912,914,916,918,920,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679],{"categories":159},[160],"AI & LLMs",{"categories":162},[163],"Developer Productivity",{"categories":165},[160],{"categories":167},[168],"Business & SaaS",{"categories":170},[160],{"categories":172},[112],{"categories":174},[175],"Product Strategy",{"categories":177},[160],{"categories":179},[163],{"categories":181},[112],{"categories":183},[184],"Software Engineering",{"categories":186},[160],{"categories":188},[168],{"categories":190},[],{"categories":192},[160],{"categories":194},[195],"Inference & Serving",{"categories":197},[160],{"categories":199},[160],{"categories":201},[112],{"categories":203},[],{"categories":205},[206],"AI News & Trends",{"categories":208},[209],"Data Science & Visualization",{"categories":211},[112],{"categories":213},[160],{"categories":215},[160],{"categories":217},[168],{"categories":219},[163],{"categories":221},[160],{"categories":223},[112],{"categories":225},[206],{"categories":227},[112],{"categories":229},[112],{"categories":231},[160],{"categories":233},[112],{"categories":235},[160],{"categories":237},[160],{"categories":239},[160],{"categories":241},[206],{"categories":243},[160],{"categories":245},[160],{"categories":247},[160],{"categories":249},[],{"categories":251},[252],"Design & Frontend",{"categories":254},[209],{"categories":256},[206],{"categories":258},[160],{"categories":260},[160],{"categories":262},[160],{"categories":264},[],{"categories":266},[160],{"categories":268},[160],{"categories":270},[112],{"categories":272},[184],{"categories":274},[160],{"categories":276},[112],{"categories":278},[160],{"categories":280},[281],"Marketing & Growth",{"categories":283},[252],{"categories":285},[160],{"categories":287},[112],{"categories":289},[160],{"categories":291},[184],{"categories":293},[],{"categories":295},[],{"categories":297},[252],{"categories":299},[160],{"categories":301},[112],{"categories":303},[163],{"categories":305},[184],{"categories":307},[112],{"categories":309},[252],{"categories":311},[175],{"categories":313},[160],{"categories":315},[184],{"categories":317},[318],"DevOps & Cloud",{"categories":320},[112],{"categories":322},[175],{"categories":324},[206],{"categories":326},[160],{"categories":328},[],{"categories":330},[160],{"categories":332},[160],{"categories":334},[],{"categories":336},[112],{"categories":338},[184],{"categories":340},[],{"categories":342},[184],{"categories":344},[160],{"categories":346},[347],"Governance & Standards",{"categories":349},[168],{"categories":351},[],{"categories":353},[],{"categories":355},[160],{"categories":357},[160],{"categories":359},[112],{"categories":361},[160],{"categories":363},[160],{"categories":365},[112],{"categories":367},[160],{"categories":369},[160],{"categories":371},[160],{"categories":373},[],{"categories":375},[184],{"categories":377},[],{"categories":379},[],{"categories":381},[160],{"categories":383},[184],{"categories":385},[],{"categories":387},[184],{"categories":389},[160],{"categories":391},[160],{"categories":393},[281],{"categories":395},[160],{"categories":397},[160],{"categories":399},[252],{"categories":401},[252],{"categories":403},[160],{"categories":405},[184],{"categories":407},[112],{"categories":409},[410],"GovTech & Public-Sector Adoption",{"categories":412},[184],{"categories":414},[160],{"categories":416},[160],{"categories":418},[160],{"categories":420},[112],{"categories":422},[112],{"categories":424},[209],{"categories":426},[160],{"categories":428},[206],{"categories":430},[112],{"categories":432},[433],"Legal AI Tools",{"categories":435},[160],{"categories":437},[112],{"categories":439},[160],{"categories":441},[281],{"categories":443},[112],{"categories":445},[175],{"categories":447},[160],{"categories":449},[184],{"categories":451},[410],{"categories":453},[],{"categories":455},[112],{"categories":457},[],{"categories":459},[168],{"categories":461},[112],{"categories":463},[112],{"categories":465},[466],"RAG & Retrieval",{"categories":468},[168],{"categories":470},[160],{"categories":472},[184],{"categories":474},[184],{"categories":476},[318],{"categories":478},[252],{"categories":480},[112],{"categories":482},[160],{"categories":484},[160],{"categories":486},[],{"categories":488},[489],"Agents & Orchestration",{"categories":491},[184],{"categories":493},[160],{"categories":495},[],{"categories":497},[112],{"categories":499},[168],{"categories":501},[],{"categories":503},[160],{"categories":505},[],{"categories":507},[160],{"categories":509},[163],{"categories":511},[184],{"categories":513},[168],{"categories":515},[160],{"categories":517},[112],{"categories":519},[160],{"categories":521},[206],{"categories":523},[160],{"categories":525},[],{"categories":527},[160],{"categories":529},[],{"categories":531},[184],{"categories":533},[160],{"categories":535},[209],{"categories":537},[],{"categories":539},[160],{"categories":541},[252],{"categories":543},[544],"Models & Frontier Labs",{"categories":546},[],{"categories":548},[252],{"categories":550},[551],"Regulation & Governance of AI",{"categories":553},[112],{"categories":555},[],{"categories":557},[160],{"categories":559},[160],{"categories":561},[112],{"categories":563},[206],{"categories":565},[160],{"categories":567},[168],{"categories":569},[160],{"categories":571},[],{"categories":573},[184],{"categories":575},[112],{"categories":577},[160],{"categories":579},[175],{"categories":581},[582],"AI Policy & Regulation",{"categories":584},[],{"categories":586},[160],{"categories":588},[112],{"categories":590},[175],{"categories":592},[112],{"categories":594},[160],{"categories":596},[160],{"categories":598},[160],{"categories":600},[112],{"categories":602},[],{"categories":604},[209],{"categories":606},[607],"Evals & Reliability",{"categories":609},[160],{"categories":611},[160],{"categories":613},[],{"categories":615},[163],{"categories":617},[410],{"categories":619},[582],{"categories":621},[160],{"categories":623},[168],{"categories":625},[160],{"categories":627},[112],{"categories":629},[160],{"categories":631},[112],{"categories":633},[489],{"categories":635},[160],{"categories":637},[184],{"categories":639},[160],{"categories":641},[],{"categories":643},[252],{"categories":645},[],{"categories":647},[160],{"categories":649},[410],{"categories":651},[160],{"categories":653},[160],{"categories":655},[160],{"categories":657},[],{"categories":659},[252],{"categories":661},[],{"categories":663},[160],{"categories":665},[],{"categories":667},[112],{"categories":669},[160],{"categories":671},[252],{"categories":673},[],{"categories":675},[160],{"categories":677},[160],{"categories":679},[209],{"categories":681},[112],{"categories":683},[160],{"categories":685},[168],{"categories":687},[112],{"categories":689},[160],{"categories":691},[160],{"categories":693},[184],{"categories":695},[252],{"categories":697},[160],{"categories":699},[112],{"categories":701},[],{"categories":703},[184],{"categories":705},[112],{"categories":707},[209],{"categories":709},[],{"categories":711},[160],{"categories":713},[206],{"categories":715},[160],{"categories":717},[],{"categories":719},[160],{"categories":721},[160],{"categories":723},[160],{"categories":725},[168,281],{"categories":727},[],{"categories":729},[184],{"categories":731},[160],{"categories":733},[160],{"categories":735},[112],{"categories":737},[160],{"categories":739},[],{"categories":741},[],{"categories":743},[160],{"categories":745},[252],{"categories":747},[160],{"categories":749},[],{"categories":751},[160],{"categories":753},[318],{"categories":755},[],{"categories":757},[112],{"categories":759},[206],{"categories":761},[160],{"categories":763},[160],{"categories":765},[252],{"categories":767},[],{"categories":769},[206],{"categories":771},[160],{"categories":773},[195],{"categories":775},[160],{"categories":777},[160],{"categories":779},[112],{"categories":781},[206],{"categories":783},[544],{"categories":785},[160],{"categories":787},[281],{"categories":789},[],{"categories":791},[112],{"categories":793},[168],{"categories":795},[184],{"categories":797},[160],{"categories":799},[112],{"categories":801},[],{"categories":803},[160,318],{"categories":805},[160],{"categories":807},[160],{"categories":809},[160],{"categories":811},[112],{"categories":813},[160,184],{"categories":815},[209],{"categories":817},[160],{"categories":819},[160],{"categories":821},[184],{"categories":823},[160],{"categories":825},[112],{"categories":827},[582],{"categories":829},[281],{"categories":831},[160],{"categories":833},[112],{"categories":835},[160],{"categories":837},[160],{"categories":839},[112],{"categories":841},[],{"categories":843},[112],{"categories":845},[160],{"categories":847},[160],{"categories":849},[112],{"categories":851},[160],{"categories":853},[160,168],{"categories":855},[160],{"categories":857},[168],{"categories":859},[],{"categories":861},[252],{"categories":863},[252],{"categories":865},[160],{"categories":867},[],{"categories":869},[],{"categories":871},[160],{"categories":873},[206],{"categories":875},[],{"categories":877},[163],{"categories":879},[160],{"categories":881},[184],{"categories":883},[160],{"categories":885},[886],"Generative UI & Design-to-Code",{"categories":888},[160],{"categories":890},[160],{"categories":892},[252],{"categories":894},[160],{"categories":896},[897],"Algorithmic Accountability",{"categories":899},[112],{"categories":901},[184],{"categories":903},[206],{"categories":905},[252],{"categories":907},[160],{"categories":909},[],{"categories":911},[175],{"categories":913},[160],{"categories":915},[160],{"categories":917},[160],{"categories":919},[112],{"categories":921},[922],"MLOps & Infrastructure",{"categories":924},[160],{"categories":926},[160],{"categories":928},[160],{"categories":930},[160],{"categories":932},[160],{"categories":934},[206],{"categories":936},[175],{"categories":938},[163],{"categories":940},[160],{"categories":942},[112],{"categories":944},[318],{"categories":946},[160],{"categories":948},[168],{"categories":950},[160],{"categories":952},[252],{"categories":954},[160],{"categories":956},[160],{"categories":958},[112],{"categories":960},[],{"categories":962},[],{"categories":964},[160],{"categories":966},[195],{"categories":968},[252],{"categories":970},[206],{"categories":972},[209],{"categories":974},[],{"categories":976},[160],{"categories":978},[160],{"categories":980},[168],{"categories":982},[112],{"categories":984},[160],{"categories":986},[160],{"categories":988},[160],{"categories":990},[160],{"categories":992},[206],{"categories":994},[195],{"categories":996},[160],{"categories":998},[252],{"categories":1000},[160],{"categories":1002},[],{"categories":1004},[112],{"categories":1006},[184],{"categories":1008},[],{"categories":1010},[160],{"categories":1012},[160],{"categories":1014},[112],{"categories":1016},[184],{"categories":1018},[160],{"categories":1020},[209],{"categories":1022},[],{"categories":1024},[160],{"categories":1026},[],{"categories":1028},[160],{"categories":1030},[],{"categories":1032},[160],{"categories":1034},[175],{"categories":1036},[168],{"categories":1038},[112],{"categories":1040},[112],{"categories":1042},[],{"categories":1044},[163],{"categories":1046},[160],{"categories":1048},[160],{"categories":1050},[168],{"categories":1052},[206],{"categories":1054},[163],{"categories":1056},[],{"categories":1058},[160],{"categories":1060},[],{"categories":1062},[],{"categories":1064},[206],{"categories":1066},[206],{"categories":1068},[],{"categories":1070},[489],{"categories":1072},[160],{"categories":1074},[252],{"categories":1076},[184],{"categories":1078},[],{"categories":1080},[433],{"categories":1082},[112],{"categories":1084},[168],{"categories":1086},[],{"categories":1088},[],{"categories":1090},[163],{"categories":1092},[209],{"categories":1094},[],{"categories":1096},[281],{"categories":1098},[112],{"categories":1100},[168],{"categories":1102},[112],{"categories":1104},[168],{"categories":1106},[160],{"categories":1108},[184],{"categories":1110},[],{"categories":1112},[195],{"categories":1114},[175],{"categories":1116},[160],{"categories":1118},[252],{"categories":1120},[184],{"categories":1122},[168],{"categories":1124},[160],{"categories":1126},[112],{"categories":1128},[168],{"categories":1130},[160],{"categories":1132},[160],{"categories":1134},[160],{"categories":1136},[160],{"categories":1138},[160],{"categories":1140},[],{"categories":1142},[],{"categories":1144},[184],{"categories":1146},[209],{"categories":1148},[175],{"categories":1150},[160],{"categories":1152},[112],{"categories":1154},[184],{"categories":1156},[184],{"categories":1158},[160],{"categories":1160},[],{"categories":1162},[206],{"categories":1164},[175],{"categories":1166},[184],{"categories":1168},[160],{"categories":1170},[607],{"categories":1172},[318],{"categories":1174},[],{"categories":1176},[112],{"categories":1178},[160],{"categories":1180},[],{"categories":1182},[163],{"categories":1184},[],{"categories":1186},[160],{"categories":1188},[160],{"categories":1190},[160],{"categories":1192},[252],{"categories":1194},[281],{"categories":1196},[160],{"categories":1198},[184],{"categories":1200},[160],{"categories":1202},[112],{"categories":1204},[],{"categories":1206},[184],{"categories":1208},[160],{"categories":1210},[163],{"categories":1212},[],{"categories":1214},[168],{"categories":1216},[160],{"categories":1218},[206],{"categories":1220},[160,318],{"categories":1222},[160],{"categories":1224},[1225],"Design Systems for AI",{"categories":1227},[160],{"categories":1229},[160],{"categories":1231},[206],{"categories":1233},[160],{"categories":1235},[160],{"categories":1237},[160],{"categories":1239},[168],{"categories":1241},[160],{"categories":1243},[160],{"categories":1245},[160],{"categories":1247},[],{"categories":1249},[160],{"categories":1251},[160],{"categories":1253},[168],{"categories":1255},[160],{"categories":1257},[],{"categories":1259},[112],{"categories":1261},[184],{"categories":1263},[206],{"categories":1265},[184],{"categories":1267},[160],{"categories":1269},[252],{"categories":1271},[206],{"categories":1273},[209],{"categories":1275},[160],{"categories":1277},[160],{"categories":1279},[112],{"categories":1281},[163],{"categories":1283},[582],{"categories":1285},[160],{"categories":1287},[112],{"categories":1289},[160],{"categories":1291},[184],{"categories":1293},[184],{"categories":1295},[],{"categories":1297},[],{"categories":1299},[160],{"categories":1301},[112],{"categories":1303},[175],{"categories":1305},[],{"categories":1307},[168],{"categories":1309},[160],{"categories":1311},[],{"categories":1313},[252],{"categories":1315},[112],{"categories":1317},[184],{"categories":1319},[252],{"categories":1321},[160],{"categories":1323},[160],{"categories":1325},[252],{"categories":1327},[],{"categories":1329},[],{"categories":1331},[206],{"categories":1333},[112],{"categories":1335},[112],{"categories":1337},[160],{"categories":1339},[160],{"categories":1341},[160],{"categories":1343},[160],{"categories":1345},[168],{"categories":1347},[160],{"categories":1349},[160],{"categories":1351},[],{"categories":1353},[184],{"categories":1355},[184],{"categories":1357},[160],{"categories":1359},[184],{"categories":1361},[168],{"categories":1363},[],{"categories":1365},[160],{"categories":1367},[160],{"categories":1369},[160],{"categories":1371},[160],{"categories":1373},[160],{"categories":1375},[112],{"categories":1377},[163],{"categories":1379},[168],{"categories":1381},[160],{"categories":1383},[112],{"categories":1385},[206],{"categories":1387},[112],{"categories":1389},[195],{"categories":1391},[281],{"categories":1393},[160],{"categories":1395},[112],{"categories":1397},[160],{"categories":1399},[160],{"categories":1401},[],{"categories":1403},[252],{"categories":1405},[],{"categories":1407},[160],{"categories":1409},[160],{"categories":1411},[],{"categories":1413},[184],{"categories":1415},[168],{"categories":1417},[1418],"Visual & Generative Media",{"categories":1420},[112],{"categories":1422},[],{"categories":1424},[160],{"categories":1426},[160],{"categories":1428},[184],{"categories":1430},[318],{"categories":1432},[160],{"categories":1434},[209],{"categories":1436},[582],{"categories":1438},[184],{"categories":1440},[281],{"categories":1442},[160],{"categories":1444},[252],{"categories":1446},[160],{"categories":1448},[160],{"categories":1450},[184],{"categories":1452},[112],{"categories":1454},[160],{"categories":1456},[],{"categories":1458},[],{"categories":1460},[112],{"categories":1462},[184],{"categories":1464},[163],{"categories":1466},[112],{"categories":1468},[544],{"categories":1470},[160],{"categories":1472},[175],{"categories":1474},[160],{"categories":1476},[168],{"categories":1478},[],{"categories":1480},[160],{"categories":1482},[175],{"categories":1484},[160],{"categories":1486},[160],{"categories":1488},[160],{"categories":1490},[175],{"categories":1492},[160],{"categories":1494},[160],{"categories":1496},[281],{"categories":1498},[160],{"categories":1500},[489],{"categories":1502},[160],{"categories":1504},[112],{"categories":1506},[160],{"categories":1508},[160],{"categories":1510},[160],{"categories":1512},[160],{"categories":1514},[252],{"categories":1516},[112],{"categories":1518},[],{"categories":1520},[112],{"categories":1522},[],{"categories":1524},[318],{"categories":1526},[184],{"categories":1528},[],{"categories":1530},[544],{"categories":1532},[160],{"categories":1534},[112],{"categories":1536},[160],{"categories":1538},[252,160],{"categories":1540},[163],{"categories":1542},[160],{"categories":1544},[252],{"categories":1546},[],{"categories":1548},[160],{"categories":1550},[163],{"categories":1552},[1553],"Medical Imaging & Radiology",{"categories":1555},[160],{"categories":1557},[252],{"categories":1559},[112],{"categories":1561},[184],{"categories":1563},[],{"categories":1565},[160],{"categories":1567},[160],{"categories":1569},[160],{"categories":1571},[],{"categories":1573},[],{"categories":1575},[160],{"categories":1577},[489],{"categories":1579},[160],{"categories":1581},[163],{"categories":1583},[160],{"categories":1585},[160],{"categories":1587},[],{"categories":1589},[112],{"categories":1591},[160],{"categories":1593},[175],{"categories":1595},[184],{"categories":1597},[160],{"categories":1599},[489],{"categories":1601},[160],{"categories":1603},[112],{"categories":1605},[160],{"categories":1607},[160],{"categories":1609},[160],{"categories":1611},[252],{"categories":1613},[112],{"categories":1615},[318],{"categories":1617},[252],{"categories":1619},[168],{"categories":1621},[112],{"categories":1623},[206],{"categories":1625},[160],{"categories":1627},[160],{"categories":1629},[175],{"categories":1631},[160],{"categories":1633},[160],{"categories":1635},[160],{"categories":1637},[112],{"categories":1639},[160],{"categories":1641},[184],{"categories":1643},[184],{"categories":1645},[160],{"categories":1647},[175],{"categories":1649},[],{"categories":1651},[206],{"categories":1653},[],{"categories":1655},[175],{"categories":1657},[112],{"categories":1659},[160],{"categories":1661},[112],{"categories":1663},[1225],{"categories":1665},[1225],{"categories":1667},[252],{"categories":1669},[160],{"categories":1671},[160],{"categories":1673},[112],{"categories":1675},[184],{"categories":1677},[252],{"categories":1679},[112],{"categories":1681},[206],{"categories":1683},[],{"categories":1685},[160],{"categories":1687},[],{"categories":1689},[160],{"categories":1691},[160],{"categories":1693},[160],{"categories":1695},[160],{"categories":1697},[112],{"categories":1699},[1700],"Contract Review & E-Discovery",{"categories":1702},[160],{"categories":1704},[252],{"categories":1706},[160],{"categories":1708},[163],{"categories":1710},[160],{"categories":1712},[206],{"categories":1714},[160],{"categories":1716},[160],{"categories":1718},[281],{"categories":1720},[184],{"categories":1722},[160],{"categories":1724},[160],{"categories":1726},[112],{"categories":1728},[112],{"categories":1730},[897],{"categories":1732},[160],{"categories":1734},[160],{"categories":1736},[112],{"categories":1738},[112],{"categories":1740},[160],{"categories":1742},[160],{"categories":1744},[112],{"categories":1746},[160],{"categories":1748},[160],{"categories":1750},[489],{"categories":1752},[466],{"categories":1754},[160],{"categories":1756},[112],{"categories":1758},[160],{"categories":1760},[1761],"Law-Firm Practice & Adoption",{"categories":1763},[160],{"categories":1765},[112],{"categories":1767},[252],{"categories":1769},[160],{"categories":1771},[160],{"categories":1773},[160],{"categories":1775},[],{"categories":1777},[],{"categories":1779},[184],{"categories":1781},[160],{"categories":1783},[],{"categories":1785},[112],{"categories":1787},[163],{"categories":1789},[318],{"categories":1791},[160],{"categories":1793},[],{"categories":1795},[163],{"categories":1797},[168],{"categories":1799},[160],{"categories":1801},[281],{"categories":1803},[],{"categories":1805},[168],{"categories":1807},[168],{"categories":1809},[],{"categories":1811},[160],{"categories":1813},[175],{"categories":1815},[160],{"categories":1817},[184],{"categories":1819},[],{"categories":1821},[],{"categories":1823},[],{"categories":1825},[],{"categories":1827},[160],{"categories":1829},[112],{"categories":1831},[318],{"categories":1833},[160],{"categories":1835},[163],{"categories":1837},[184],{"categories":1839},[160],{"categories":1841},[160],{"categories":1843},[184],{"categories":1845},[175],{"categories":1847},[160],{"categories":1849},[160],{"categories":1851},[160],{"categories":1853},[922],{"categories":1855},[160],{"categories":1857},[160],{"categories":1859},[281],{"categories":1861},[184],{"categories":1863},[168],{"categories":1865},[160],{"categories":1867},[160],{"categories":1869},[252],{"categories":1871},[160],{"categories":1873},[160],{"categories":1875},[160],{"categories":1877},[160],{"categories":1879},[168],{"categories":1881},[112],{"categories":1883},[160,163],{"categories":1885},[489],{"categories":1887},[160],{"categories":1889},[160],{"categories":1891},[184],{"categories":1893},[184],{"categories":1895},[252],{"categories":1897},[112],{"categories":1899},[184],{"categories":1901},[160],{"categories":1903},[160],{"categories":1905},[],{"categories":1907},[],{"categories":1909},[160],{"categories":1911},[112],{"categories":1913},[],{"categories":1915},[160],{"categories":1917},[184],{"categories":1919},[209],{"categories":1921},[206],{"categories":1923},[252],{"categories":1925},[160],{"categories":1927},[160],{"categories":1929},[184],{"categories":1931},[],{"categories":1933},[112],{"categories":1935},[160],{"categories":1937},[160],{"categories":1939},[160],{"categories":1941},[160],{"categories":1943},[],{"categories":1945},[112],{"categories":1947},[160],{"categories":1949},[160],{"categories":1951},[],{"categories":1953},[112],{"categories":1955},[160],{"categories":1957},[160],{"categories":1959},[168],{"categories":1961},[160],{"categories":1963},[160],{"categories":1965},[],{"categories":1967},[163],{"categories":1969},[160],{"categories":1971},[160],{"categories":1973},[252],{"categories":1975},[160],{"categories":1977},[184],{"categories":1979},[160],{"categories":1981},[163],{"categories":1983},[160],{"categories":1985},[184],{"categories":1987},[281],{"categories":1989},[112],{"categories":1991},[112],{"categories":1993},[160],{"categories":1995},[160],{"categories":1997},[160,252],{"categories":1999},[160],{"categories":2001},[112],{"categories":2003},[206],{"categories":2005},[160],{"categories":2007},[206],{"categories":2009},[112],{"categories":2011},[252],{"categories":2013},[160],{"categories":2015},[],{"categories":2017},[184],{"categories":2019},[318],{"categories":2021},[252],{"categories":2023},[184],{"categories":2025},[160],{"categories":2027},[175],{"categories":2029},[160],{"categories":2031},[160],{"categories":2033},[112],{"categories":2035},[],{"categories":2037},[],{"categories":2039},[160],{"categories":2041},[],{"categories":2043},[],{"categories":2045},[175],{"categories":2047},[184],{"categories":2049},[160],{"categories":2051},[112],{"categories":2053},[112],{"categories":2055},[168],{"categories":2057},[112],{"categories":2059},[318],{"categories":2061},[160],{"categories":2063},[160],{"categories":2065},[160],{"categories":2067},[195],{"categories":2069},[160],{"categories":2071},[160],{"categories":2073},[184],{"categories":2075},[112],{"categories":2077},[160],{"categories":2079},[160],{"categories":2081},[433],{"categories":2083},[897],{"categories":2085},[],{"categories":2087},[252],{"categories":2089},[1761],{"categories":2091},[184],{"categories":2093},[],{"categories":2095},[],{"categories":2097},[112],{"categories":2099},[],{"categories":2101},[],{"categories":2103},[160],{"categories":2105},[281],{"categories":2107},[160],{"categories":2109},[281],{"categories":2111},[112],{"categories":2113},[160],{"categories":2115},[184],{"categories":2117},[175],{"categories":2119},[],{"categories":2121},[160],{"categories":2123},[160],{"categories":2125},[184],{"categories":2127},[1700],{"categories":2129},[252],{"categories":2131},[252],{"categories":2133},[160],{"categories":2135},[112],{"categories":2137},[163],{"categories":2139},[160],{"categories":2141},[160],{"categories":2143},[160],{"categories":2145},[252],{"categories":2147},[252],{"categories":2149},[112],{"categories":2151},[112],{"categories":2153},[112],{"categories":2155},[160],{"categories":2157},[160],{"categories":2159},[],{"categories":2161},[160],{"categories":2163},[],{"categories":2165},[2166],"Interaction & Product Design",{"categories":2168},[160],{"categories":2170},[112],{"categories":2172},[184],{"categories":2174},[347],{"categories":2176},[206],{"categories":2178},[184],{"categories":2180},[160],{"categories":2182},[160],{"categories":2184},[184],{"categories":2186},[163],{"categories":2188},[112],{"categories":2190},[160],{"categories":2192},[],{"categories":2194},[112],{"categories":2196},[112],{"categories":2198},[],{"categories":2200},[184],{"categories":2202},[160],{"categories":2204},[163],{"categories":2206},[2166],{"categories":2208},[160],{"categories":2210},[163],{"categories":2212},[163],{"categories":2214},[],{"categories":2216},[112],{"categories":2218},[184],{"categories":2220},[],{"categories":2222},[112],{"categories":2224},[206],{"categories":2226},[160],{"categories":2228},[112],{"categories":2230},[160],{"categories":2232},[112],{"categories":2234},[160],{"categories":2236},[160],{"categories":2238},[206],{"categories":2240},[209],{"categories":2242},[160],{"categories":2244},[175],{"categories":2246},[184],{"categories":2248},[2249],"Coding Agents & Dev Productivity",{"categories":2251},[206],{"categories":2253},[252],{"categories":2255},[160],{"categories":2257},[160],{"categories":2259},[],{"categories":2261},[160],{"categories":2263},[897],{"categories":2265},[],{"categories":2267},[160],{"categories":2269},[318],{"categories":2271},[160],{"categories":2273},[206],{"categories":2275},[],{"categories":2277},[],{"categories":2279},[160],{"categories":2281},[],{"categories":2283},[112],{"categories":2285},[160],{"categories":2287},[],{"categories":2289},[184],{"categories":2291},[184],{"categories":2293},[160],{"categories":2295},[209],{"categories":2297},[],{"categories":2299},[160],{"categories":2301},[160],{"categories":2303},[160],{"categories":2305},[209],{"categories":2307},[184],{"categories":2309},[112],{"categories":2311},[],{"categories":2313},[],{"categories":2315},[160],{"categories":2317},[160],{"categories":2319},[112],{"categories":2321},[112],{"categories":2323},[410],{"categories":2325},[184],{"categories":2327},[184],{"categories":2329},[112],{"categories":2331},[206],{"categories":2333},[206],{"categories":2335},[112],{"categories":2337},[112],{"categories":2339},[160],{"categories":2341},[163],{"categories":2343},[2166],{"categories":2345},[160,318],{"categories":2347},[209],{"categories":2349},[],{"categories":2351},[252],{"categories":2353},[184],{"categories":2355},[163],{"categories":2357},[160],{"categories":2359},[112],{"categories":2361},[2362],"The Designer's Role & Craft",{"categories":2364},[252],{"categories":2366},[],{"categories":2368},[112],{"categories":2370},[160],{"categories":2372},[112],{"categories":2374},[112],{"categories":2376},[160],{"categories":2378},[281],{"categories":2380},[160],{"categories":2382},[184],{"categories":2384},[160],{"categories":2386},[252],{"categories":2388},[160],{"categories":2390},[],{"categories":2392},[112],{"categories":2394},[252],{"categories":2396},[160],{"categories":2398},[160],{"categories":2400},[160],{"categories":2402},[2403],"AI UX Patterns",{"categories":2405},[112],{"categories":2407},[112],{"categories":2409},[112],{"categories":2411},[112],{"categories":2413},[281],{"categories":2415},[209],{"categories":2417},[160],{"categories":2419},[112],{"categories":2421},[160],{"categories":2423},[1225],{"categories":2425},[],{"categories":2427},[281],{"categories":2429},[112],{"categories":2431},[206],{"categories":2433},[184],{"categories":2435},[160],{"categories":2437},[112],{"categories":2439},[],{"categories":2441},[],{"categories":2443},[160],{"categories":2445},[112],{"categories":2447},[160],{"categories":2449},[112],{"categories":2451},[410],{"categories":2453},[252],{"categories":2455},[160],{"categories":2457},[206],{"categories":2459},[184],{"categories":2461},[160],{"categories":2463},[112],{"categories":2465},[112],{"categories":2467},[],{"categories":2469},[160],{"categories":2471},[],{"categories":2473},[],{"categories":2475},[160],{"categories":2477},[160],{"categories":2479},[160],{"categories":2481},[112],{"categories":2483},[184],{"categories":2485},[],{"categories":2487},[],{"categories":2489},[209],{"categories":2491},[195],{"categories":2493},[160],{"categories":2495},[160],{"categories":2497},[209],{"categories":2499},[160],{"categories":2501},[206],{"categories":2503},[160],{"categories":2505},[160],{"categories":2507},[160],{"categories":2509},[112],{"categories":2511},[160],{"categories":2513},[112],{"categories":2515},[160],{"categories":2517},[160],{"categories":2519},[112],{"categories":2521},[],{"categories":2523},[],{"categories":2525},[160],{"categories":2527},[318],{"categories":2529},[160],{"categories":2531},[],{"categories":2533},[],{"categories":2535},[252],{"categories":2537},[922],{"categories":2539},[112],{"categories":2541},[163],{"categories":2543},[2362],{"categories":2545},[],{"categories":2547},[],{"categories":2549},[160],{"categories":2551},[],{"categories":2553},[],{"categories":2555},[184],{"categories":2557},[206],{"categories":2559},[281],{"categories":2561},[112],{"categories":2563},[168],{"categories":2565},[160],{"categories":2567},[160],{"categories":2569},[168],{"categories":2571},[],{"categories":2573},[252],{"categories":2575},[175],{"categories":2577},[160],{"categories":2579},[160],{"categories":2581},[112],{"categories":2583},[168],{"categories":2585},[160],{"categories":2587},[160],{"categories":2589},[163],{"categories":2591},[160],{"categories":2593},[],{"categories":2595},[163],{"categories":2597},[160],{"categories":2599},[281],{"categories":2601},[112],{"categories":2603},[206],{"categories":2605},[160],{"categories":2607},[184],{"categories":2609},[160],{"categories":2611},[160],{"categories":2613},[168],{"categories":2615},[160],{"categories":2617},[160],{"categories":2619},[160],{"categories":2621},[112],{"categories":2623},[],{"categories":2625},[160],{"categories":2627},[184],{"categories":2629},[163],{"categories":2631},[160],{"categories":2633},[160],{"categories":2635},[160],{"categories":2637},[],{"categories":2639},[160],{"categories":2641},[489],{"categories":2643},[112],{"categories":2645},[168],{"categories":2647},[206],{"categories":2649},[160],{"categories":2651},[160],{"categories":2653},[],{"categories":2655},[168],{"categories":2657},[168],{"categories":2659},[160],{"categories":2661},[160],{"categories":2663},[175],{"categories":2665},[160],{"categories":2667},[160],{"categories":2669},[160],{"categories":2671},[160],{"categories":2673},[184],{"categories":2675},[184],{"categories":2677},[160],{"categories":2679},[],{"categories":2681},[184],{"categories":2683},[160],{"categories":2685},[184],{"categories":2687},[112],{"categories":2689},[582],{"categories":2691},[],{"categories":2693},[],{"categories":2695},[160],{"categories":2697},[206],{"categories":2699},[],{"categories":2701},[318],{"categories":2703},[160],{"categories":2705},[160],{"categories":2707},[252],{"categories":2709},[886],{"categories":2711},[],{"categories":2713},[160],{"categories":2715},[160],{"categories":2717},[160],{"categories":2719},[184],{"categories":2721},[160],{"categories":2723},[160],{"categories":2725},[160,318],{"categories":2727},[160],{"categories":2729},[160],{"categories":2731},[252],{"categories":2733},[112],{"categories":2735},[],{"categories":2737},[112],{"categories":2739},[112],{"categories":2741},[160],{"categories":2743},[160],{"categories":2745},[160],{"categories":2747},[160],{"categories":2749},[209],{"categories":2751},[160],{"categories":2753},[2403],{"categories":2755},[163],{"categories":2757},[209],{"categories":2759},[163],{"categories":2761},[184],{"categories":2763},[252],{"categories":2765},[112],{"categories":2767},[160],{"categories":2769},[],{"categories":2771},[168],{"categories":2773},[160],{"categories":2775},[160],{"categories":2777},[206],{"categories":2779},[160],{"categories":2781},[160],{"categories":2783},[112],{"categories":2785},[160],{"categories":2787},[160],{"categories":2789},[160],{"categories":2791},[168],{"categories":2793},[],{"categories":2795},[318],{"categories":2797},[160],{"categories":2799},[410],{"categories":2801},[252],{"categories":2803},[252],{"categories":2805},[184],{"categories":2807},[112],{"categories":2809},[160],{"categories":2811},[168],{"categories":2813},[206],{"categories":2815},[160],{"categories":2817},[160],{"categories":2819},[252],{"categories":2821},[112],{"categories":2823},[112],{"categories":2825},[160],{"categories":2827},[160],{"categories":2829},[544],{"categories":2831},[],{"categories":2833},[160],{"categories":2835},[160],{"categories":2837},[160],{"categories":2839},[],{"categories":2841},[],{"categories":2843},[160],{"categories":2845},[160],{"categories":2847},[112],{"categories":2849},[160],{"categories":2851},[160],{"categories":2853},[160],{"categories":2855},[184],{"categories":2857},[160],{"categories":2859},[160],{"categories":2861},[112],{"categories":2863},[160],{"categories":2865},[160],{"categories":2867},[160],{"categories":2869},[160],{"categories":2871},[160],{"categories":2873},[],{"categories":2875},[184],{"categories":2877},[209],{"categories":2879},[160],{"categories":2881},[112],{"categories":2883},[160],{"categories":2885},[],{"categories":2887},[],{"categories":2889},[160],{"categories":2891},[160],{"categories":2893},[160],{"categories":2895},[206],{"categories":2897},[209],{"categories":2899},[],{"categories":2901},[160],{"categories":2903},[252],{"categories":2905},[160],{"categories":2907},[318],{"categories":2909},[1761],{"categories":2911},[206],{"categories":2913},[184],{"categories":2915},[160],{"categories":2917},[184],{"categories":2919},[184],{"categories":2921},[160],{"categories":2923},[160],{"categories":2925},[184],{"categories":2927},[206],{"categories":2929},[206],{"categories":2931},[318],{"categories":2933},[112],{"categories":2935},[],{"categories":2937},[206],{"categories":2939},[160],{"categories":2941},[163],{"categories":2943},[184],{"categories":2945},[160],{"categories":2947},[206],{"categories":2949},[],{"categories":2951},[160],{"categories":2953},[184],{"categories":2955},[184],{"categories":2957},[209],{"categories":2959},[160],{"categories":2961},[206],{"categories":2963},[160],{"categories":2965},[184],{"categories":2967},[112],{"categories":2969},[206],{"categories":2971},[112],{"categories":2973},[318],{"categories":2975},[112],{"categories":2977},[160],{"categories":2979},[160],{"categories":2981},[160],{"categories":2983},[160],{"categories":2985},[184],{"categories":2987},[160],{"categories":2989},[],{"categories":2991},[112],{"categories":2993},[168],{"categories":2995},[184],{"categories":2997},[],{"categories":2999},[],{"categories":3001},[160],{"categories":3003},[112],{"categories":3005},[160],{"categories":3007},[160],{"categories":3009},[3010],"Frameworks & Tooling",{"categories":3012},[160],{"categories":3014},[160],{"categories":3016},[184],{"categories":3018},[160],{"categories":3020},[160],{"categories":3022},[],{"categories":3024},[209],{"categories":3026},[209],{"categories":3028},[163],{"categories":3030},[160],{"categories":3032},[112],{"categories":3034},[160],{"categories":3036},[252],{"categories":3038},[],{"categories":3040},[1761],{"categories":3042},[160],{"categories":3044},[184],{"categories":3046},[160],{"categories":3048},[318],{"categories":3050},[318],{"categories":3052},[],{"categories":3054},[112],{"categories":3056},[160],{"categories":3058},[160],{"categories":3060},[206],{"categories":3062},[206],{"categories":3064},[160],{"categories":3066},[112],{"categories":3068},[],{"categories":3070},[252],{"categories":3072},[160],{"categories":3074},[160],{"categories":3076},[],{"categories":3078},[160],{"categories":3080},[112],{"categories":3082},[160],{"categories":3084},[160],{"categories":3086},[],{"categories":3088},[184],{"categories":3090},[160],{"categories":3092},[184],{"categories":3094},[318],{"categories":3096},[160],{"categories":3098},[160],{"categories":3100},[184],{"categories":3102},[168],{"categories":3104},[160],{"categories":3106},[1761],{"categories":3108},[],{"categories":3110},[112],{"categories":3112},[163],{"categories":3114},[160],{"categories":3116},[163],{"categories":3118},[160],{"categories":3120},[],{"categories":3122},[112],{"categories":3124},[160],{"categories":3126},[160],{"categories":3128},[3129],"AI Design Tooling",{"categories":3131},[252],{"categories":3133},[160],{"categories":3135},[160],{"categories":3137},[184],{"categories":3139},[252],{"categories":3141},[160],{"categories":3143},[184],{"categories":3145},[206],{"categories":3147},[175],{"categories":3149},[184],{"categories":3151},[160],{"categories":3153},[160],{"categories":3155},[160],{"categories":3157},[112],{"categories":3159},[160],{"categories":3161},[],{"categories":3163},[160],{"categories":3165},[160],{"categories":3167},[112],{"categories":3169},[160],{"categories":3171},[160],{"categories":3173},[160],{"categories":3175},[112],{"categories":3177},[],{"categories":3179},[112],{"categories":3181},[3010],{"categories":3183},[160],{"categories":3185},[160],{"categories":3187},[112],{"categories":3189},[112],{"categories":3191},[184],{"categories":3193},[184],{"categories":3195},[],{"categories":3197},[184],{"categories":3199},[160],{"categories":3201},[160],{"categories":3203},[112],{"categories":3205},[168],{"categories":3207},[160],{"categories":3209},[],{"categories":3211},[160],{"categories":3213},[160],{"categories":3215},[2166],{"categories":3217},[],{"categories":3219},[160],{"categories":3221},[160],{"categories":3223},[160],{"categories":3225},[160],{"categories":3227},[252],{"categories":3229},[160],{"categories":3231},[],{"categories":3233},[160],{"categories":3235},[160],{"categories":3237},[160],{"categories":3239},[281],{"categories":3241},[206],{"categories":3243},[160],{"categories":3245},[160],{"categories":3247},[1761],{"categories":3249},[163],{"categories":3251},[160],{"categories":3253},[160],{"categories":3255},[209],{"categories":3257},[160],{"categories":3259},[160],{"categories":3261},[206],{"categories":3263},[112],{"categories":3265},[],{"categories":3267},[160],{"categories":3269},[160],{"categories":3271},[252],{"categories":3273},[160],{"categories":3275},[281],{"categories":3277},[112],{"categories":3279},[160],{"categories":3281},[112],{"categories":3283},[],{"categories":3285},[],{"categories":3287},[],{"categories":3289},[163],{"categories":3291},[206],{"categories":3293},[112],{"categories":3295},[160],{"categories":3297},[160],{"categories":3299},[160],{"categories":3301},[160],{"categories":3303},[433],{"categories":3305},[252],{"categories":3307},[112],{"categories":3309},[160],{"categories":3311},[],{"categories":3313},[112],{"categories":3315},[112],{"categories":3317},[],{"categories":3319},[160],{"categories":3321},[112],{"categories":3323},[160],{"categories":3325},[],{"categories":3327},[160],{"categories":3329},[160],{"categories":3331},[160],{"categories":3333},[206],{"categories":3335},[252],{"categories":3337},[112],{"categories":3339},[252],{"categories":3341},[112],{"categories":3343},[160],{"categories":3345},[168],{"categories":3347},[],{"categories":3349},[],{"categories":3351},[160],{"categories":3353},[160],{"categories":3355},[163],{"categories":3357},[112],{"categories":3359},[206],{"categories":3361},[],{"categories":3363},[252],{"categories":3365},[],{"categories":3367},[184],{"categories":3369},[160],{"categories":3371},[184],{"categories":3373},[252],{"categories":3375},[184],{"categories":3377},[160],{"categories":3379},[],{"categories":3381},[160],{"categories":3383},[160],{"categories":3385},[],{"categories":3387},[160],{"categories":3389},[281],{"categories":3391},[160],{"categories":3393},[318],{"categories":3395},[184],{"categories":3397},[160],{"categories":3399},[],{"categories":3401},[112],{"categories":3403},[160],{"categories":3405},[163],{"categories":3407},[544],{"categories":3409},[160],{"categories":3411},[112],{"categories":3413},[160],{"categories":3415},[112],{"categories":3417},[160],{"categories":3419},[160],{"categories":3421},[160],{"categories":3423},[160],{"categories":3425},[],{"categories":3427},[160],{"categories":3429},[163],{"categories":3431},[160],{"categories":3433},[168],{"categories":3435},[184],{"categories":3437},[252],{"categories":3439},[],{"categories":3441},[160],{"categories":3443},[],{"categories":3445},[],{"categories":3447},[112],{"categories":3449},[160],{"categories":3451},[184],{"categories":3453},[252],{"categories":3455},[206],{"categories":3457},[160],{"categories":3459},[206],{"categories":3461},[112],{"categories":3463},[252],{"categories":3465},[160],{"categories":3467},[],{"categories":3469},[160],{"categories":3471},[195],{"categories":3473},[112],{"categories":3475},[160],{"categories":3477},[252],{"categories":3479},[206],{"categories":3481},[168],{"categories":3483},[184],{"categories":3485},[160],{"categories":3487},[160],{"categories":3489},[206],{"categories":3491},[281],{"categories":3493},[],{"categories":3495},[],{"categories":3497},[209],{"categories":3499},[489],{"categories":3501},[160],{"categories":3503},[112],{"categories":3505},[160,184],{"categories":3507},[206],{"categories":3509},[160],{"categories":3511},[160],{"categories":3513},[160],{"categories":3515},[160],{"categories":3517},[160],{"categories":3519},[112],{"categories":3521},[160],{"categories":3523},[112],{"categories":3525},[160],{"categories":3527},[160],{"categories":3529},[160],{"categories":3531},[],{"categories":3533},[160],{"categories":3535},[1225],{"categories":3537},[184],{"categories":3539},[252],{"categories":3541},[160],{"categories":3543},[160],{"categories":3545},[160],{"categories":3547},[209],{"categories":3549},[112],{"categories":3551},[281],{"categories":3553},[318],{"categories":3555},[],{"categories":3557},[160],{"categories":3559},[168],{"categories":3561},[112],{"categories":3563},[163],{"categories":3565},[112],{"categories":3567},[160],{"categories":3569},[112],{"categories":3571},[112],{"categories":3573},[175],{"categories":3575},[184],{"categories":3577},[160],{"categories":3579},[160],{"categories":3581},[],{"categories":3583},[],{"categories":3585},[],{"categories":3587},[318],{"categories":3589},[160],{"categories":3591},[206],{"categories":3593},[160],{"categories":3595},[160],{"categories":3597},[160],{"categories":3599},[160],{"categories":3601},[],{"categories":3603},[160],{"categories":3605},[209],{"categories":3607},[168],{"categories":3609},[112],{"categories":3611},[160],{"categories":3613},[],{"categories":3615},[160],{"categories":3617},[112],{"categories":3619},[160],{"categories":3621},[318],{"categories":3623},[],{"categories":3625},[252],{"categories":3627},[252],{"categories":3629},[160],{"categories":3631},[],{"categories":3633},[184],{"categories":3635},[160],{"categories":3637},[252],{"categories":3639},[160],{"categories":3641},[168],{"categories":3643},[112],{"categories":3645},[160],{"categories":3647},[],{"categories":3649},[206],{"categories":3651},[160],{"categories":3653},[160],{"categories":3655},[160],{"categories":3657},[252],{"categories":3659},[112],{"categories":3661},[206],{"categories":3663},[],{"categories":3665},[112],{"categories":3667},[168],{"categories":3669},[112],{"categories":3671},[252],{"categories":3673},[160],{"categories":3675},[160],{"categories":3677},[160],{"categories":3679},[489],{"categories":3681},[160],{"categories":3683},[112],{"categories":3685},[],{"categories":3687},[160],{"categories":3689},[160],{"categories":3691},[318],{"categories":3693},[206],{"categories":3695},[209],{"categories":3697},[582],{"categories":3699},[209],{"categories":3701},[160],{"categories":3703},[],{"categories":3705},[],{"categories":3707},[],{"categories":3709},[112],{"categories":3711},[112],{"categories":3713},[112],{"categories":3715},[184],{"categories":3717},[160],{"categories":3719},[466],{"categories":3721},[184],{"categories":3723},[160],{"categories":3725},[160],{"categories":3727},[160],{"categories":3729},[160],{"categories":3731},[112],{"categories":3733},[],{"categories":3735},[],{"categories":3737},[160],{"categories":3739},[],{"categories":3741},[160],{"categories":3743},[112],{"categories":3745},[252],{"categories":3747},[160],{"categories":3749},[160],{"categories":3751},[],{"categories":3753},[112],{"categories":3755},[160],{"categories":3757},[175],{"categories":3759},[160],{"categories":3761},[252],{"categories":3763},[160],{"categories":3765},[112],{"categories":3767},[168],{"categories":3769},[160],{"categories":3771},[281],{"categories":3773},[112],{"categories":3775},[160],{"categories":3777},[160],{"categories":3779},[886],{"categories":3781},[160],{"categories":3783},[112],{"categories":3785},[160],{"categories":3787},[184],{"categories":3789},[160],{"categories":3791},[544],{"categories":3793},[252],{"categories":3795},[],{"categories":3797},[160],{"categories":3799},[160],{"categories":3801},[206],{"categories":3803},[489],{"categories":3805},[112],{"categories":3807},[160],{"categories":3809},[],{"categories":3811},[206],{"categories":3813},[410],{"categories":3815},[112],{"categories":3817},[112],{"categories":3819},[112],{"categories":3821},[160],{"categories":3823},[160],{"categories":3825},[112],{"categories":3827},[],{"categories":3829},[168],{"categories":3831},[160],{"categories":3833},[168],{"categories":3835},[112],{"categories":3837},[],{"categories":3839},[184],{"categories":3841},[160],{"categories":3843},[160],{"categories":3845},[163],{"categories":3847},[206],{"categories":3849},[318],{"categories":3851},[195],{"categories":3853},[112],{"categories":3855},[112],{"categories":3857},[160],{"categories":3859},[112],{"categories":3861},[160],{"categories":3863},[163],{"categories":3865},[],{"categories":3867},[160],{"categories":3869},[160],{"categories":3871},[160],{"categories":3873},[112],{"categories":3875},[160],{"categories":3877},[],{"categories":3879},[160],{"categories":3881},[],{"categories":3883},[252],{"categories":3885},[112],{"categories":3887},[160,168],{"categories":3889},[112],{"categories":3891},[160],{"categories":3893},[],{"categories":3895},[163],{"categories":3897},[209],{"categories":3899},[168],{"categories":3901},[160],{"categories":3903},[184],{"categories":3905},[160],{"categories":3907},[160],{"categories":3909},[112],{"categories":3911},[160],{"categories":3913},[160],{"categories":3915},[160],{"categories":3917},[206],{"categories":3919},[1225],{"categories":3921},[112],{"categories":3923},[160],{"categories":3925},[],{"categories":3927},[],{"categories":3929},[160],{"categories":3931},[112],{"categories":3933},[160],{"categories":3935},[160],{"categories":3937},[318],{"categories":3939},[],{"categories":3941},[160],{"categories":3943},[112],{"categories":3945},[195],{"categories":3947},[112],{"categories":3949},[489],{"categories":3951},[],{"categories":3953},[433],{"categories":3955},[112],{"categories":3957},[160],{"categories":3959},[281],{"categories":3961},[112],{"categories":3963},[160],{"categories":3965},[209],{"categories":3967},[175],{"categories":3969},[112],{"categories":3971},[160],{"categories":3973},[489],{"categories":3975},[160],{"categories":3977},[318],{"categories":3979},[],{"categories":3981},[160],{"categories":3983},[281],{"categories":3985},[252],{"categories":3987},[160],{"categories":3989},[160],{"categories":3991},[160],{"categories":3993},[],{"categories":3995},[281],{"categories":3997},[206],{"categories":3999},[160],{"categories":4001},[160],{"categories":4003},[160],{"categories":4005},[582],{"categories":4007},[163],{"categories":4009},[160],{"categories":4011},[160],{"categories":4013},[],{"categories":4015},[],{"categories":4017},[252],{"categories":4019},[160],{"categories":4021},[209],{"categories":4023},[281],{"categories":4025},[112],{"categories":4027},[160],{"categories":4029},[160],{"categories":4031},[281],{"categories":4033},[206],{"categories":4035},[],{"categories":4037},[160],{"categories":4039},[160],{"categories":4041},[],{"categories":4043},[160],{"categories":4045},[160],{"categories":4047},[607],{"categories":4049},[160],{"categories":4051},[160],{"categories":4053},[112],{"categories":4055},[184],{"categories":4057},[489],{"categories":4059},[160],{"categories":4061},[160],{"categories":4063},[160],{"categories":4065},[],{"categories":4067},[160,184],{"categories":4069},[206],{"categories":4071},[112],{"categories":4073},[184],{"categories":4075},[112],{"categories":4077},[922],{"categories":4079},[184],{"categories":4081},[184],{"categories":4083},[112],{"categories":4085},[160],{"categories":4087},[163],{"categories":4089},[],{"categories":4091},[],{"categories":4093},[112],{"categories":4095},[160],{"categories":4097},[184],{"categories":4099},[160],{"categories":4101},[163],{"categories":4103},[184],{"categories":4105},[184],{"categories":4107},[160],{"categories":4109},[281],{"categories":4111},[160],{"categories":4113},[184],{"categories":4115},[160],{"categories":4117},[],{"categories":4119},[160],{"categories":4121},[252,160],{"categories":4123},[318],{"categories":4125},[163],{"categories":4127},[160],{"categories":4129},[],{"categories":4131},[160],{"categories":4133},[160],{"categories":4135},[168],{"categories":4137},[160],{"categories":4139},[168],{"categories":4141},[160],{"categories":4143},[160],{"categories":4145},[410],{"categories":4147},[160],{"categories":4149},[168],{"categories":4151},[184],{"categories":4153},[209],{"categories":4155},[112],{"categories":4157},[184],{"categories":4159},[160],{"categories":4161},[160],{"categories":4163},[206],{"categories":4165},[281],{"categories":4167},[252],{"categories":4169},[160],{"categories":4171},[160],{"categories":4173},[160],{"categories":4175},[160],{"categories":4177},[163],{"categories":4179},[160],{"categories":4181},[112],{"categories":4183},[112],{"categories":4185},[184],{"categories":4187},[206],{"categories":4189},[184],{"categories":4191},[184],{"categories":4193},[160],{"categories":4195},[160],{"categories":4197},[],{"categories":4199},[],{"categories":4201},[209],{"categories":4203},[160],{"categories":4205},[184],{"categories":4207},[160],{"categories":4209},[252],{"categories":4211},[489],{"categories":4213},[433],{"categories":4215},[410],{"categories":4217},[160],{"categories":4219},[160],{"categories":4221},[160],{"categories":4223},[209],{"categories":4225},[160],{"categories":4227},[160],{"categories":4229},[160],{"categories":4231},[160],{"categories":4233},[160],{"categories":4235},[160],{"categories":4237},[112],{"categories":4239},[163],{"categories":4241},[112],{"categories":4243},[160,168],{"categories":4245},[],{"categories":4247},[252],{"categories":4249},[],{"categories":4251},[175],{"categories":4253},[160],{"categories":4255},[206],{"categories":4257},[163],{"categories":4259},[160],{"categories":4261},[163],{"categories":4263},[112],{"categories":4265},[209],{"categories":4267},[112],{"categories":4269},[112],{"categories":4271},[160],{"categories":4273},[160],{"categories":4275},[168],{"categories":4277},[112],{"categories":4279},[184],{"categories":4281},[281],{"categories":4283},[160],{"categories":4285},[],{"categories":4287},[206],{"categories":4289},[160],{"categories":4291},[160],{"categories":4293},[160],{"categories":4295},[160],{"categories":4297},[160],{"categories":4299},[160],{"categories":4301},[184],{"categories":4303},[206],{"categories":4305},[184],{"categories":4307},[184],{"categories":4309},[160],{"categories":4311},[160],{"categories":4313},[160],{"categories":4315},[160],{"categories":4317},[433],{"categories":4319},[160],{"categories":4321},[112],{"categories":4323},[206],{"categories":4325},[160],{"categories":4327},[160],{"categories":4329},[160],{"categories":4331},[112],{"categories":4333},[160],{"categories":4335},[160],{"categories":4337},[160],{"categories":4339},[3010],{"categories":4341},[4342],"Clinical AI",{"categories":4344},[252],{"categories":4346},[160],{"categories":4348},[160],{"categories":4350},[160],{"categories":4352},[160],{"categories":4354},[318],{"categories":4356},[2403],{"categories":4358},[160],{"categories":4360},[175],{"categories":4362},[160],{"categories":4364},[112],{"categories":4366},[160],{"categories":4368},[160],{"categories":4370},[206],{"categories":4372},[160],{"categories":4374},[112],{"categories":4376},[184],{"categories":4378},[281],{"categories":4380},[160],{"categories":4382},[160],{"categories":4384},[168],{"categories":4386},[160],{"categories":4388},[160],{"categories":4390},[544],{"categories":4392},[160],{"categories":4394},[],{"categories":4396},[160],{"categories":4398},[184],{"categories":4400},[163],{"categories":4402},[160],{"categories":4404},[],{"categories":4406},[],{"categories":4408},[160],{"categories":4410},[],{"categories":4412},[168],{"categories":4414},[160],{"categories":4416},[160],{"categories":4418},[112],{"categories":4420},[206],{"categories":4422},[206],{"categories":4424},[206],{"categories":4426},[206],{"categories":4428},[],{"categories":4430},[163],{"categories":4432},[112],{"categories":4434},[206],{"categories":4436},[160],{"categories":4438},[607],{"categories":4440},[175],{"categories":4442},[160],{"categories":4444},[163],{"categories":4446},[160],{"categories":4448},[112],{"categories":4450},[160],{"categories":4452},[160],{"categories":4454},[160,112],{"categories":4456},[112],{"categories":4458},[318],{"categories":4460},[206],{"categories":4462},[112],{"categories":4464},[206],{"categories":4466},[112],{"categories":4468},[160],{"categories":4470},[],{"categories":4472},[206],{"categories":4474},[281],{"categories":4476},[163],{"categories":4478},[160],{"categories":4480},[160],{"categories":4482},[],{"categories":4484},[184],{"categories":4486},[],{"categories":4488},[163],{"categories":4490},[112],{"categories":4492},[206],{"categories":4494},[160],{"categories":4496},[206],{"categories":4498},[163],{"categories":4500},[206],{"categories":4502},[206],{"categories":4504},[],{"categories":4506},[168],{"categories":4508},[112],{"categories":4510},[206],{"categories":4512},[206],{"categories":4514},[206],{"categories":4516},[206],{"categories":4518},[206],{"categories":4520},[206],{"categories":4522},[206],{"categories":4524},[206],{"categories":4526},[206],{"categories":4528},[206],{"categories":4530},[209],{"categories":4532},[163],{"categories":4534},[160],{"categories":4536},[160],{"categories":4538},[112],{"categories":4540},[112],{"categories":4542},[],{"categories":4544},[160],{"categories":4546},[160,163],{"categories":4548},[],{"categories":4550},[112],{"categories":4552},[160],{"categories":4554},[206],{"categories":4556},[112],{"categories":4558},[922],{"categories":4560},[160],{"categories":4562},[160],{"categories":4564},[160],{"categories":4566},[160],{"categories":4568},[160],{"categories":4570},[410],{"categories":4572},[160],{"categories":4574},[160],{"categories":4576},[112],{"categories":4578},[160],{"categories":4580},[168],{"categories":4582},[175],{"categories":4584},[112],{"categories":4586},[112],{"categories":4588},[],{"categories":4590},[112],{"categories":4592},[252],{"categories":4594},[206],{"categories":4596},[160],{"categories":4598},[],{"categories":4600},[175],{"categories":4602},[],{"categories":4604},[184],{"categories":4606},[112],{"categories":4608},[252],{"categories":4610},[160],{"categories":4612},[],{"categories":4614},[160],{"categories":4616},[],{"categories":4618},[281],{"categories":4620},[160],{"categories":4622},[],{"categories":4624},[],{"categories":4626},[206],{"categories":4628},[163],{"categories":4630},[160],{"categories":4632},[160],{"categories":4634},[168],{"categories":4636},[160],{"categories":4638},[160],{"categories":4640},[160],{"categories":4642},[168],{"categories":4644},[168],{"categories":4646},[252],{"categories":4648},[],{"categories":4650},[160],{"categories":4652},[206],{"categories":4654},[],{"categories":4656},[160],{"categories":4658},[160],{"categories":4660},[252],{"categories":4662},[160],{"categories":4664},[160],{"categories":4666},[281],{"categories":4668},[160],{"categories":4670},[318],{"categories":4672},[],{"categories":4674},[112],{"categories":4676},[281],{"categories":4678},[184],{"categories":4680},[],{"categories":4682},[160],{"categories":4684},[],{"categories":4686},[112],{"categories":4688},[252],{"categories":4690},[184],{"categories":4692},[],{"categories":4694},[3010],{"categories":4696},[168],{"categories":4698},[163],{"categories":4700},[160],{"categories":4702},[209],{"categories":4704},[112],{"categories":4706},[252],{"categories":4708},[184],{"categories":4710},[],{"categories":4712},[],{"categories":4714},[160],{"categories":4716},[163],{"categories":4718},[160],{"categories":4720},[281],{"categories":4722},[],{"categories":4724},[112],{"categories":4726},[112],{"categories":4728},[160],{"categories":4730},[112],{"categories":4732},[160],{"categories":4734},[206],{"categories":4736},[184],{"categories":4738},[160],{"categories":4740},[112],{"categories":4742},[175],{"categories":4744},[160],{"categories":4746},[160],{"categories":4748},[112],{"categories":4750},[160],{"categories":4752},[175],{"categories":4754},[281],{"categories":4756},[206],{"categories":4758},[],{"categories":4760},[281],{"categories":4762},[160],{"categories":4764},[],{"categories":4766},[184],{"categories":4768},[112],{"categories":4770},[],{"categories":4772},[160],{"categories":4774},[160],{"categories":4776},[160],{"categories":4778},[160],{"categories":4780},[160],{"categories":4782},[112],{"categories":4784},[168],{"categories":4786},[163],{"categories":4788},[112],{"categories":4790},[160],{"categories":4792},[252],{"categories":4794},[184],{"categories":4796},[184],{"categories":4798},[160],{"categories":4800},[209],{"categories":4802},[112],{"categories":4804},[160],{"categories":4806},[160],{"categories":4808},[112],{"categories":4810},[160],{"categories":4812},[168],{"categories":4814},[252],{"categories":4816},[184],{"categories":4818},[112],{"categories":4820},[160],{"categories":4822},[175],{"categories":4824},[160],{"categories":4826},[112],{"categories":4828},[160],{"categories":4830},[160],{"categories":4832},[206],{"categories":4834},[160],{"categories":4836},[],{"categories":4838},[163],{"categories":4840},[160],{"categories":4842},[160],{"categories":4844},[160],{"categories":4846},[184],{"categories":4848},[184],{"categories":4850},[160],{"categories":4852},[184],{"categories":4854},[160],{"categories":4856},[112],{"categories":4858},[160],{"categories":4860},[160],{"categories":4862},[160],{"categories":4864},[160],{"categories":4866},[160],{"categories":4868},[],{"categories":4870},[160],{"categories":4872},[252],{"categories":4874},[112],{"categories":4876},[168],{"categories":4878},[206],{"categories":4880},[160],{"categories":4882},[112],{"categories":4884},[160],{"categories":4886},[112],{"categories":4888},[160],{"categories":4890},[160],{"categories":4892},[252],{"categories":4894},[112],{"categories":4896},[160],{"categories":4898},[281],{"categories":4900},[160],{"categories":4902},[209],{"categories":4904},[160],{"categories":4906},[160],{"categories":4908},[206],{"categories":4910},[160],{"categories":4912},[160],{"categories":4914},[160],{"categories":4916},[160],{"categories":4918},[112],{"categories":4920},[318],{"categories":4922},[160],{"categories":4924},[184],{"categories":4926},[112],{"categories":4928},[209],{"categories":4930},[],{"categories":4932},[112],{"categories":4934},[184],{"categories":4936},[160],{"categories":4938},[160],{"categories":4940},[2249],{"categories":4942},[252],{"categories":4944},[347],{"categories":4946},[160],{"categories":4948},[160],{"categories":4950},[160],{"categories":4952},[160],{"categories":4954},[163],{"categories":4956},[160],{"categories":4958},[160],{"categories":4960},[184],{"categories":4962},[168],{"categories":4964},[160],{"categories":4966},[184],{"categories":4968},[160],{"categories":4970},[],{"categories":4972},[112],{"categories":4974},[112],{"categories":4976},[160],{"categories":4978},[160],{"categories":4980},[209],{"categories":4982},[],{"categories":4984},[206],{"categories":4986},[],{"categories":4988},[206],{"categories":4990},[160],{"categories":4992},[160],{"categories":4994},[112],{"categories":4996},[160],{"categories":4998},[112],{"categories":5000},[112],{"categories":5002},[],{"categories":5004},[160],{"categories":5006},[206],{"categories":5008},[160],{"categories":5010},[],{"categories":5012},[160],{"categories":5014},[160],{"categories":5016},[],{"categories":5018},[160],{"categories":5020},[252],{"categories":5022},[184],{"categories":5024},[112],{"categories":5026},[160],{"categories":5028},[160],{"categories":5030},[160],{"categories":5032},[160],{"categories":5034},[281],{"categories":5036},[160],{"categories":5038},[160],{"categories":5040},[160],{"categories":5042},[163],{"categories":5044},[160],{"categories":5046},[160],{"categories":5048},[],{"categories":5050},[160],{"categories":5052},[160],{"categories":5054},[160],{"categories":5056},[],{"categories":5058},[163],{"categories":5060},[160],{"categories":5062},[160],{"categories":5064},[206],{"categories":5066},[184],{"categories":5068},[175],{"categories":5070},[489],{"categories":5072},[160],{"categories":5074},[160],{"categories":5076},[160],{"categories":5078},[184],{"categories":5080},[206],{"categories":5082},[252],{"categories":5084},[160],{"categories":5086},[160],{"categories":5088},[160],{"categories":5090},[160],{"categories":5092},[206],{"categories":5094},[252],{"categories":5096},[160],{"categories":5098},[160],{"categories":5100},[206],{"categories":5102},[252],{"categories":5104},[160],{"categories":5106},[206],{"categories":5108},[160],{"categories":5110},[112],{"categories":5112},[112],{"categories":5114},[112],{"categories":5116},[184],{"categories":5118},[206],{"categories":5120},[112],{"categories":5122},[112],{"categories":5124},[160],{"categories":5126},[184],{"categories":5128},[252],{"categories":5130},[160],{"categories":5132},[160],{"categories":5134},[160],{"categories":5136},[],{"categories":5138},[112],{"categories":5140},[],{"categories":5142},[160],{"categories":5144},[160],{"categories":5146},[],{"categories":5148},[],{"categories":5150},[112],{"categories":5152},[168],{"categories":5154},[112],{"categories":5156},[5157],"Liability & Ethics",{"categories":5159},[160],{"categories":5161},[160],{"categories":5163},[112],{"categories":5165},[163],{"categories":5167},[112],{"categories":5169},[168],{"categories":5171},[281],{"categories":5173},[112],{"categories":5175},[160],{"categories":5177},[160],{"categories":5179},[],{"categories":5181},[582],{"categories":5183},[112],{"categories":5185},[],{"categories":5187},[160],{"categories":5189},[163],{"categories":5191},[112],{"categories":5193},[],{"categories":5195},[112],{"categories":5197},[160],{"categories":5199},[160],{"categories":5201},[184],{"categories":5203},[160],{"categories":5205},[206],{"categories":5207},[160],{"categories":5209},[160],{"categories":5211},[112],{"categories":5213},[160],{"categories":5215},[160],{"categories":5217},[160],{"categories":5219},[206],{"categories":5221},[112],{"categories":5223},[184],{"categories":5225},[252],{"categories":5227},[163],{"categories":5229},[160],{"categories":5231},[160],{"categories":5233},[],{"categories":5235},[112],{"categories":5237},[112],{"categories":5239},[112],{"categories":5241},[489],{"categories":5243},[252],{"categories":5245},[112],{"categories":5247},[318],{"categories":5249},[184],{"categories":5251},[206],{"categories":5253},[160],{"categories":5255},[252],{"categories":5257},[160],{"categories":5259},[163],{"categories":5261},[],{"categories":5263},[112],{"categories":5265},[160],{"categories":5267},[160],{"categories":5269},[160],{"categories":5271},[160],{"categories":5273},[112],{"categories":5275},[160],{"categories":5277},[160],{"categories":5279},[252],{"categories":5281},[],{"categories":5283},[112],{"categories":5285},[175],{"categories":5287},[206],{"categories":5289},[112],{"categories":5291},[168],{"categories":5293},[],{"categories":5295},[160],{"categories":5297},[160],{"categories":5299},[175],{"categories":5301},[160],{"categories":5303},[112],{"categories":5305},[206],{"categories":5307},[163],{"categories":5309},[318],{"categories":5311},[160],{"categories":5313},[160],{"categories":5315},[160],{"categories":5317},[206],{"categories":5319},[168],{"categories":5321},[160],{"categories":5323},[252],{"categories":5325},[206],{"categories":5327},[318],{"categories":5329},[160],{"categories":5331},[112],{"categories":5333},[],{"categories":5335},[544],{"categories":5337},[],{"categories":5339},[160],{"categories":5341},[318],{"categories":5343},[160],{"categories":5345},[209],{"categories":5347},[160],{"categories":5349},[112],{"categories":5351},[112],{"categories":5353},[5354],"Design News & Tools",{"categories":5356},[160],{"categories":5358},[206],{"categories":5360},[160],{"categories":5362},[160],{"categories":5364},[163],{"categories":5366},[160],{"categories":5368},[252],{"categories":5370},[112],{"categories":5372},[112],{"categories":5374},[252],{"categories":5376},[160],{"categories":5378},[489],{"categories":5380},[112],{"categories":5382},[160],{"categories":5384},[160],{"categories":5386},[489],{"categories":5388},[160],{"categories":5390},[281],{"categories":5392},[160],{"categories":5394},[112],{"categories":5396},[],{"categories":5398},[160],{"categories":5400},[160],{"categories":5402},[160],{"categories":5404},[206],{"categories":5406},[163],{"categories":5408},[],{"categories":5410},[160],{"categories":5412},[160],{"categories":5414},[160],{"categories":5416},[184],{"categories":5418},[607],{"categories":5420},[184],{"categories":5422},[252],{"categories":5424},[160],{"categories":5426},[160,112],{"categories":5428},[281,168],{"categories":5430},[184],{"categories":5432},[160],{"categories":5434},[160],{"categories":5436},[160],{"categories":5438},[160],{"categories":5440},[],{"categories":5442},[112],{"categories":5444},[160],{"categories":5446},[],{"categories":5448},[160],{"categories":5450},[184],{"categories":5452},[160],{"categories":5454},[184],{"categories":5456},[],{"categories":5458},[112],{"categories":5460},[160],{"categories":5462},[168],{"categories":5464},[160],{"categories":5466},[206],{"categories":5468},[160],{"categories":5470},[],{"categories":5472},[112],{"categories":5474},[160],{"categories":5476},[],{"categories":5478},[252],{"categories":5480},[160],{"categories":5482},[160],{"categories":5484},[112],{"categories":5486},[160],{"categories":5488},[160],{"categories":5490},[163],{"categories":5492},[112],{"categories":5494},[160],{"categories":5496},[],{"categories":5498},[160],{"categories":5500},[318],{"categories":5502},[281],{"categories":5504},[168],{"categories":5506},[168],{"categories":5508},[160],{"categories":5510},[163],{"categories":5512},[163],{"categories":5514},[160],{"categories":5516},[112],{"categories":5518},[160],{"categories":5520},[160],{"categories":5522},[160],{"categories":5524},[160],{"categories":5526},[184],{"categories":5528},[160],{"categories":5530},[163],{"categories":5532},[160],{"categories":5534},[112],{"categories":5536},[160],{"categories":5538},[281],{"categories":5540},[160],{"categories":5542},[206],{"categories":5544},[160],{"categories":5546},[160],{"categories":5548},[112],{"categories":5550},[160],{"categories":5552},[160],{"categories":5554},[112],{"categories":5556},[],{"categories":5558},[184],{"categories":5560},[],{"categories":5562},[184],{"categories":5564},[112],{"categories":5566},[163],{"categories":5568},[],{"categories":5570},[209],{"categories":5572},[318],{"categories":5574},[160],{"categories":5576},[184],{"categories":5578},[160],{"categories":5580},[],{"categories":5582},[206],{"categories":5584},[112],{"categories":5586},[184],{"categories":5588},[252],{"categories":5590},[160],{"categories":5592},[160],{"categories":5594},[112],{"categories":5596},[184],{"categories":5598},[112],{"categories":5600},[206],{"categories":5602},[160],{"categories":5604},[175],{"categories":5606},[163],{"categories":5608},[175],{"categories":5610},[206],{"categories":5612},[160],{"categories":5614},[184],{"categories":5616},[160],{"categories":5618},[252],{"categories":5620},[168],{"categories":5622},[160],{"categories":5624},[160],{"categories":5626},[160],{"categories":5628},[160],{"categories":5630},[160],{"categories":5632},[160],{"categories":5634},[112],{"categories":5636},[160],{"categories":5638},[112],{"categories":5640},[160],{"categories":5642},[160],{"categories":5644},[163],{"categories":5646},[160],{"categories":5648},[112],{"categories":5650},[112],{"categories":5652},[252],{"categories":5654},[112],{"categories":5656},[112],{"categories":5658},[160],{"categories":5660},[163],{"categories":5662},[112],{"categories":5664},[252],{"categories":5666},[],{"categories":5668},[160],{"categories":5670},[209],{"categories":5672},[489],{"categories":5674},[160],{"categories":5676},[160],{"categories":5678},[160],{"categories":5680},[184],{"categories":5682},[160],{"categories":5684},[],{"categories":5686},[160],{"categories":5688},[112],{"categories":5690},[160],{"categories":5692},[281],{"categories":5694},[160],{"categories":5696},[184],{"categories":5698},[206],{"categories":5700},[112],{"categories":5702},[160],{"categories":5704},[281],{"categories":5706},[112],{"categories":5708},[168],{"categories":5710},[168],{"categories":5712},[160],{"categories":5714},[160],{"categories":5716},[160],{"categories":5718},[160],{"categories":5720},[160],{"categories":5722},[163],{"categories":5724},[],{"categories":5726},[160],{"categories":5728},[160],{"categories":5730},[112],{"categories":5732},[112],{"categories":5734},[160],{"categories":5736},[160],{"categories":5738},[160],{"categories":5740},[184],{"categories":5742},[],{"categories":5744},[163],{"categories":5746},[160],{"categories":5748},[160],{"categories":5750},[112],{"categories":5752},[112],{"categories":5754},[],{"categories":5756},[184],{"categories":5758},[184],{"categories":5760},[160],{"categories":5762},[281],{"categories":5764},[168],{"categories":5766},[252],{"categories":5768},[],{"categories":5770},[160],{"categories":5772},[112],{"categories":5774},[163],{"categories":5776},[160],{"categories":5778},[160],{"categories":5780},[184],{"categories":5782},[163],{"categories":5784},[160],{"categories":5786},[160],{"categories":5788},[206],{"categories":5790},[209],{"categories":5792},[206],{"categories":5794},[112],{"categories":5796},[160],{"categories":5798},[],{"categories":5800},[206],{"categories":5802},[112],{"categories":5804},[252],{"categories":5806},[209],{"categories":5808},[160],{"categories":5810},[160],{"categories":5812},[],{"categories":5814},[112],{"categories":5816},[112],{"categories":5818},[112],{"categories":5820},[3010],{"categories":5822},[206],{"categories":5824},[160],{"categories":5826},[184],{"categories":5828},[160],{"categories":5830},[160],{"categories":5832},[160],{"categories":5834},[160],{"categories":5836},[168],{"categories":5838},[160],{"categories":5840},[163],{"categories":5842},[1761],{"categories":5844},[318],{"categories":5846},[163],{"categories":5848},[],{"categories":5850},[160],{"categories":5852},[],{"categories":5854},[206],{"categories":5856},[112],{"categories":5858},[252],{"categories":5860},[160],{"categories":5862},[160],{"categories":5864},[206],{"categories":5866},[],{"categories":5868},[112],{"categories":5870},[112],{"categories":5872},[112],{"categories":5874},[],{"categories":5876},[160],{"categories":5878},[],{"categories":5880},[206],{"categories":5882},[163],{"categories":5884},[252],{"categories":5886},[160],{"categories":5888},[112],{"categories":5890},[206],{"categories":5892},[160],{"categories":5894},[206],{"categories":5896},[],{"categories":5898},[206],{"categories":5900},[163],{"categories":5902},[489],{"categories":5904},[112],{"categories":5906},[160],{"categories":5908},[],{"categories":5910},[184],{"categories":5912},[112],{"categories":5914},[175],{"categories":5916},[112],{"categories":5918},[163],{"categories":5920},[],{"categories":5922},[],{"categories":5924},[],{"categories":5926},[252],{"categories":5928},[112],{"categories":5930},[160],{"categories":5932},[160],{"categories":5934},[],{"categories":5936},[],{"categories":5938},[],{"categories":5940},[160],{"categories":5942},[252],{"categories":5944},[160],{"categories":5946},[],{"categories":5948},[112],{"categories":5950},[160],{"categories":5952},[160],{"categories":5954},[163],{"categories":5956},[],{"categories":5958},[],{"categories":5960},[160],{"categories":5962},[160],{"categories":5964},[112],{"categories":5966},[252],{"categories":5968},[160],{"categories":5970},[206],{"categories":5972},[],{"categories":5974},[160],{"categories":5976},[160],{"categories":5978},[281],{"categories":5980},[206],{"categories":5982},[281],{"categories":5984},[209],{"categories":5986},[160],{"categories":5988},[160],{"categories":5990},[],{"categories":5992},[],{"categories":5994},[112],{"categories":5996},[],{"categories":5998},[160],{"categories":6000},[489],{"categories":6002},[160],{"categories":6004},[160],{"categories":6006},[160],{"categories":6008},[160],{"categories":6010},[],{"categories":6012},[112],{"categories":6014},[160],{"categories":6016},[160],{"categories":6018},[],{"categories":6020},[112],{"categories":6022},[160],{"categories":6024},[206],{"categories":6026},[160],{"categories":6028},[281],{"categories":6030},[168],{"categories":6032},[160],{"categories":6034},[160],{"categories":6036},[112],{"categories":6038},[209],{"categories":6040},[112],{"categories":6042},[112],{"categories":6044},[],{"categories":6046},[112],{"categories":6048},[],{"categories":6050},[160],{"categories":6052},[],{"categories":6054},[206],{"categories":6056},[168],{"categories":6058},[],{"categories":6060},[160],{"categories":6062},[160],{"categories":6064},[],{"categories":6066},[252],{"categories":6068},[163],{"categories":6070},[],{"categories":6072},[168],{"categories":6074},[281],{"categories":6076},[160],{"categories":6078},[184],{"categories":6080},[163],{"categories":6082},[209],{"categories":6084},[168],{"categories":6086},[184],{"categories":6088},[112],{"categories":6090},[184],{"categories":6092},[],{"categories":6094},[160],{"categories":6096},[175],{"categories":6098},[160],{"categories":6100},[],{"categories":6102},[112],{"categories":6104},[163],{"categories":6106},[252],{"categories":6108},[160],{"categories":6110},[163],{"categories":6112},[112],{"categories":6114},[318],{"categories":6116},[160],{"categories":6118},[160],{"categories":6120},[160],{"categories":6122},[163],{"categories":6124},[209],{"categories":6126},[112],{"categories":6128},[],{"categories":6130},[160],{"categories":6132},[160],{"categories":6134},[160],{"categories":6136},[184],{"categories":6138},[112],{"categories":6140},[206],{"categories":6142},[184],{"categories":6144},[160],{"categories":6146},[175],{"categories":6148},[],{"categories":6150},[252],{"categories":6152},[184],{"categories":6154},[206],{"categories":6156},[163],{"categories":6158},[112],{"categories":6160},[160],{"categories":6162},[160],{"categories":6164},[112],{"categories":6166},[175],{"categories":6168},[160],{"categories":6170},[112],{"categories":6172},[160],{"categories":6174},[168],{"categories":6176},[112],{"categories":6178},[112,318],{"categories":6180},[160],{"categories":6182},[160],{"categories":6184},[112],{"categories":6186},[184],{"categories":6188},[160],{"categories":6190},[160],{"categories":6192},[209],{"categories":6194},[112],{"categories":6196},[281],{"categories":6198},[112],{"categories":6200},[168],{"categories":6202},[],{"categories":6204},[112],{"categories":6206},[160],{"categories":6208},[168],{"categories":6210},[],{"categories":6212},[],{"categories":6214},[184],{"categories":6216},[160],{"categories":6218},[160],{"categories":6220},[112],{"categories":6222},[209],{"categories":6224},[281],{"categories":6226},[160],{"categories":6228},[160],{"categories":6230},[160],{"categories":6232},[112],{"categories":6234},[],{"categories":6236},[112],{"categories":6238},[206],{"categories":6240},[112],{"categories":6242},[160],{"categories":6244},[],{"categories":6246},[206],{"categories":6248},[184],{"categories":6250},[3010],{"categories":6252},[163],{"categories":6254},[184],{"categories":6256},[160],{"categories":6258},[112],{"categories":6260},[160],{"categories":6262},[160],{"categories":6264},[281],{"categories":6266},[184],{"categories":6268},[],{"categories":6270},[206],{"categories":6272},[160],{"categories":6274},[],{"categories":6276},[112],{"categories":6278},[160],{"categories":6280},[160],{"categories":6282},[160],{"categories":6284},[160],{"categories":6286},[112],{"categories":6288},[160],{"categories":6290},[160],{"categories":6292},[160],{"categories":6294},[175],{"categories":6296},[160],{"categories":6298},[112],{"categories":6300},[160],{"categories":6302},[160],{"categories":6304},[160],{"categories":6306},[160],{"categories":6308},[160],{"categories":6310},[160],{"categories":6312},[160],{"categories":6314},[168],{"categories":6316},[],{"categories":6318},[175],{"categories":6320},[206],{"categories":6322},[112],{"categories":6324},[160],{"categories":6326},[184],{"categories":6328},[],{"categories":6330},[184],{"categories":6332},[184],{"categories":6334},[112],{"categories":6336},[184],{"categories":6338},[160],{"categories":6340},[160],{"categories":6342},[160],{"categories":6344},[112],{"categories":6346},[184],{"categories":6348},[160],{"categories":6350},[160],{"categories":6352},[160],{"categories":6354},[112],{"categories":6356},[206],{"categories":6358},[160],{"categories":6360},[160],{"categories":6362},[160],{"categories":6364},[168],{"categories":6366},[160],{"categories":6368},[112],{"categories":6370},[252],{"categories":6372},[],{"categories":6374},[160],{"categories":6376},[209],{"categories":6378},[112],{"categories":6380},[160],{"categories":6382},[160],{"categories":6384},[],{"categories":6386},[160],{"categories":6388},[160],{"categories":6390},[206],{"categories":6392},[160],{"categories":6394},[160],{"categories":6396},[112],{"categories":6398},[281],{"categories":6400},[],{"categories":6402},[],{"categories":6404},[184],{"categories":6406},[160],{"categories":6408},[160],{"categories":6410},[206],{"categories":6412},[160],{"categories":6414},[184],{"categories":6416},[206],{"categories":6418},[160],{"categories":6420},[160],{"categories":6422},[281],{"categories":6424},[209],{"categories":6426},[160],{"categories":6428},[160],{"categories":6430},[163],{"categories":6432},[112],{"categories":6434},[160],{"categories":6436},[160],{"categories":6438},[112],{"categories":6440},[112],{"categories":6442},[160],{"categories":6444},[168],{"categories":6446},[],{"categories":6448},[160],{"categories":6450},[209],{"categories":6452},[160],{"categories":6454},[],{"categories":6456},[206],{"categories":6458},[160],{"categories":6460},[112],{"categories":6462},[209],{"categories":6464},[160],{"categories":6466},[184],{"categories":6468},[184],{"categories":6470},[184],{"categories":6472},[112],{"categories":6474},[112],{"categories":6476},[160],{"categories":6478},[112],{"categories":6480},[160],{"categories":6482},[160],{"categories":6484},[252],{"categories":6486},[209],{"categories":6488},[209],{"categories":6490},[],{"categories":6492},[206],{"categories":6494},[160],{"categories":6496},[160],{"categories":6498},[184],{"categories":6500},[],{"categories":6502},[206],{"categories":6504},[206],{"categories":6506},[206],{"categories":6508},[],{"categories":6510},[112],{"categories":6512},[160],{"categories":6514},[],{"categories":6516},[163],{"categories":6518},[168],{"categories":6520},[],{"categories":6522},[160],{"categories":6524},[160],{"categories":6526},[],{"categories":6528},[184],{"categories":6530},[],{"categories":6532},[],{"categories":6534},[],{"categories":6536},[],{"categories":6538},[160],{"categories":6540},[206],{"categories":6542},[],{"categories":6544},[],{"categories":6546},[160],{"categories":6548},[160],{"categories":6550},[160],{"categories":6552},[209],{"categories":6554},[160],{"categories":6556},[209],{"categories":6558},[],{"categories":6560},[209],{"categories":6562},[209],{"categories":6564},[318],{"categories":6566},[112],{"categories":6568},[184],{"categories":6570},[],{"categories":6572},[],{"categories":6574},[209],{"categories":6576},[184],{"categories":6578},[184],{"categories":6580},[184],{"categories":6582},[],{"categories":6584},[163],{"categories":6586},[184],{"categories":6588},[184],{"categories":6590},[163],{"categories":6592},[184],{"categories":6594},[168],{"categories":6596},[184],{"categories":6598},[184],{"categories":6600},[184],{"categories":6602},[209],{"categories":6604},[206],{"categories":6606},[206],{"categories":6608},[160],{"categories":6610},[184],{"categories":6612},[209],{"categories":6614},[318],{"categories":6616},[209],{"categories":6618},[209],{"categories":6620},[209],{"categories":6622},[],{"categories":6624},[168],{"categories":6626},[],{"categories":6628},[318],{"categories":6630},[184],{"categories":6632},[184],{"categories":6634},[184],{"categories":6636},[112],{"categories":6638},[206,168],{"categories":6640},[209],{"categories":6642},[],{"categories":6644},[],{"categories":6646},[209],{"categories":6648},[],{"categories":6650},[209],{"categories":6652},[206],{"categories":6654},[112],{"categories":6656},[],{"categories":6658},[184],{"categories":6660},[160],{"categories":6662},[252],{"categories":6664},[],{"categories":6666},[160],{"categories":6668},[],{"categories":6670},[206],{"categories":6672},[163],{"categories":6674},[209],{"categories":6676},[],{"categories":6678},[184],{"categories":6680},[206],[6682,6964,7094,7400],{"id":6683,"title":6684,"ai":6685,"body":6691,"categories":6937,"created_at":113,"date_modified":113,"description":102,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":6938,"navigation":136,"path":6950,"published_at":6951,"question":113,"scraped_at":6952,"seo":6953,"sitemap":6954,"source_id":6955,"source_name":6956,"source_type":6957,"source_url":6958,"stem":6959,"tags":6960,"thumbnail_url":113,"tldr":6961,"tweet":113,"unknown_tags":6962,"__hash__":6963},"summaries\u002Fsummaries\u002Fc879b50ed964f64d-stealth-cloakbrowser-automation-in-colab-with-pers-summary.md","Stealth CloakBrowser Automation in Colab with Persistence",{"provider":7,"model":6686,"input_tokens":6687,"output_tokens":6688,"processing_time_ms":6689,"cost_usd":6690},"x-ai\u002Fgrok-4.1-fast",9090,2229,32481,0.00291,{"type":14,"value":6692,"toc":6931},[6693,6697,6755,6775,6779,6809,6824,6828,6854,6858,6907],[17,6694,6696],{"id":6695},"colab-setup-and-async-isolation-for-reliable-launches","Colab Setup and Async Isolation for Reliable Launches",[22,6698,6699,6700,6704,6705,6708,6709,6712,6713,6716,6717,6720,6721,6720,6724,6727,6728,6731,6732,6735,6736,6720,6739,6742,6743,6746,6747,6750,6751,6754],{},"Install CloakBrowser via ",[6701,6702,6703],"code",{},"pip install cloakbrowser playwright pandas beautifulsoup4",", then ",[6701,6706,6707],{},"playwright install-deps chromium"," for runtime dependencies. Prepare stealth binary with ",[6701,6710,6711],{},"ensure_binary()"," and verify via ",[6701,6714,6715],{},"binary_info()",". Colab's existing asyncio loop blocks Playwright sync APIs like ",[6701,6718,6719],{},"launch()",", ",[6701,6722,6723],{},"launch_context()",[6701,6725,6726],{},"launch_persistent_context()","—wrap them in ",[6701,6729,6730],{},"ThreadPoolExecutor"," to run in a separate thread: ",[6701,6733,6734],{},"executor.submit(fn).result()",". This enables headless launches with ",[6701,6737,6738],{},"headless=True",[6701,6740,6741],{},"humanize=True"," (anti-detection), and args like ",[6701,6744,6745],{},"--no-sandbox --disable-dev-shm-usage",". Working dir ",[6701,6748,6749],{},"\u002Fcontent\u002Fcloakbrowser_advanced_tutorial"," stores screenshots, ",[6701,6752,6753],{},"storage_state.json",", and profile dirs.",[22,6756,6757,6758,6761,6762,6765,6766,6770,6771,6774],{},"Basic launch: ",[6701,6759,6760],{},"browser = launch(...)","; ",[6701,6763,6764],{},"page.goto('https:\u002F\u002Fexample.com', wait_until='domcontentloaded', timeout=60000)"," extracts title, body preview",[6767,6768,6769],"span",{},":300",", URL. Always ",[6701,6772,6773],{},"safe_close()"," in finally blocks to avoid leaks.",[17,6776,6778],{"id":6777},"custom-contexts-for-realistic-browser-simulation","Custom Contexts for Realistic Browser Simulation",[22,6780,6781,6782,6785,6786,6789,6790,6793,6794,6720,6797,6800,6801,6804,6805,6808],{},"Use ",[6701,6783,6784],{},"launch_context(headless=True, humanize=True, viewport={'width':1365,'height':768}, locale='en-US', timezone_id='America\u002FNew_York', color_scheme='light', extra_http_headers={'Accept-Language':'en-US,en;q=0.9', 'X-Tutorial-Run':'cloakbrowser-colab'})",". Navigate to data:URL test pages for safe interaction: fill form ",[6701,6787,6788],{},"#name","=\"CloakBrowser Colab User\", ",[6701,6791,6792],{},"#message","=\"We are testing...\", click ",[6701,6795,6796],{},"#submit",[6701,6798,6799],{},"wait_for_timeout(1000)",". Save ",[6701,6802,6803],{},"context.storage_state(path='storage_state.json')","; screenshot ",[6701,6806,6807],{},"full_page=True"," to PNG.",[22,6810,6811,6812,6815,6816,6819,6820,6823],{},"Restore in new context: ",[6701,6813,6814],{},"launch_context(..., storage_state='storage_state.json')","; verify localStorage like ",[6701,6817,6818],{},"tutorial_name"," persists via ",[6701,6821,6822],{},"page.evaluate(\"() => localStorage.getItem('tutorial_name')\")",". Demonstrates session continuity without full profile overhead.",[17,6825,6827],{"id":6826},"persistent-profiles-across-restarts","Persistent Profiles Across Restarts",[22,6829,6830,6833,6834,6837,6838,6841,6842,6845,6846,6849,6850,6853],{},[6701,6831,6832],{},"launch_persistent_context(str(PROFILE_DIR), ...)"," creates dir-based profiles surviving ",[6701,6835,6836],{},"ctx.close()"," and relaunches. First run: ",[6701,6839,6840],{},"page.evaluate(\"localStorage.setItem('persistent_profile_demo', 'saved_across_browser_restarts')\")","; second run confirms value and timestamp ",[6701,6843,6844],{},"new Date().toISOString()"," match, proving ",[6701,6847,6848],{},"persisted_successfully: true",". Use viewport=1280x720 for persistence demo. Clear dir with ",[6701,6851,6852],{},"shutil.rmtree(PROFILE_DIR)"," before tests. Profiles handle localStorage automatically, ideal for long-running automations.",[17,6855,6857],{"id":6856},"stealth-signal-inspection-and-content-extraction","Stealth Signal Inspection and Content Extraction",[22,6859,6860,6861,6864,6865,6720,6868,6720,6871,6720,6874,6720,6877,6720,6880,6720,6883,6720,6886,6720,6889,6720,6892,6720,6895,6898,6899,6902,6903,6906],{},"Test page JavaScript collects 15+ signals: ",[6701,6862,6863],{},"navigator.webdriver"," (false for stealth), ",[6701,6866,6867],{},"userAgent",[6701,6869,6870],{},"platform",[6701,6872,6873],{},"languages",[6701,6875,6876],{},"hardwareConcurrency",[6701,6878,6879],{},"deviceMemory",[6701,6881,6882],{},"pluginsLength",[6701,6884,6885],{},"chromeObjectPresent:true",[6701,6887,6888],{},"timezone",[6701,6890,6891],{},"screen:{width,height,colorDepth=24,pixelDepth=24}",[6701,6893,6894],{},"viewport:{innerWidth,innerHeight,devicePixelRatio}",[6701,6896,6897],{},"webglVendor\u002FRenderer"," (masked), ",[6701,6900,6901],{},"localStorageWorks:true",". Extract via ",[6701,6904,6905],{},"page.evaluate('() => collectSignals()')",".",[22,6908,6909,6910,6720,6913,6720,6916,6919,6920,6720,6923,6926,6927,6930],{},"Capture rendered content: ",[6701,6911,6912],{},"page.title()",[6701,6914,6915],{},"locator('h1').inner_text(timeout=15000)",[6701,6917,6918],{},"page.content()",". Parse static HTML with BeautifulSoup: ",[6701,6921,6922],{},"soup.title.get_text()",[6701,6924,6925],{},"soup.find('h1')",", links list ",[6701,6928,6929],{},"[{text,href}]",". Compare rendered vs static reveals JS effects. Pandas table summarizes: signals (e.g., webdriver=false, pluginsLength=null), persistence true, outputs like screenshot_path. Builds production-ready pipelines evading detection while extracting parseable data.",{"title":102,"searchDepth":103,"depth":103,"links":6932},[6933,6934,6935,6936],{"id":6695,"depth":103,"text":6696},{"id":6777,"depth":103,"text":6778},{"id":6826,"depth":103,"text":6827},{"id":6856,"depth":103,"text":6857},[112],{"content_references":6939,"triage":6947},[6940,6943],{"type":119,"title":6941,"url":6942,"context":126},"CloakBrowser","https:\u002F\u002Fgithub.com\u002FCloakHQ\u002FCloakBrowser",{"type":6944,"title":6945,"url":6946,"context":126},"other","cloakbrowser_colab_browser_automation_tutorial_Marktechpost.ipynb","https:\u002F\u002Fgithub.com\u002FMarktechpost\u002FAI-Agents-Projects-Tutorials\u002Fblob\u002Fmain\u002FAI%20Agents%20Codes\u002Fcloakbrowser_colab_browser_automation_tutorial_Marktechpost.ipynb",{"relevance":134,"novelty":108,"quality":134,"actionability":134,"composite":6948,"reasoning":6949},3.8,"Category: AI Automation. The article provides a practical guide on setting up browser automation using CloakBrowser in Google Colab, which is relevant for developers looking to implement automation in their AI-powered products. It includes specific code snippets and configurations that can be directly applied, addressing the audience's need for actionable content.","\u002Fsummaries\u002Fc879b50ed964f64d-stealth-cloakbrowser-automation-in-colab-with-pers-summary","2026-05-08 00:14:49","2026-05-08 11:28:21",{"title":6684,"description":102},{"loc":6950},"c879b50ed964f64d","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F07\u002Fbuild-a-cloakbrowser-automation-workflow-with-stealth-chromium-persistent-profiles-and-browser-signal-inspection\u002F","summaries\u002Fc879b50ed964f64d-stealth-cloakbrowser-automation-in-colab-with-pers-summary",[149,150,148],"Run Playwright-style stealth Chromium automation in Google Colab by isolating sync APIs in a worker thread; customize contexts with viewport=1365x768, persist localStorage via storage_state.json or profile dirs, and inspect undetectable signals like webdriver=false.",[],"Y9iC3gaig6qKNxPwyF1kKVZnI6KfFfGW8VsDdCZTcug",{"id":6965,"title":6966,"ai":6967,"body":6972,"categories":7071,"created_at":113,"date_modified":113,"description":102,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":7072,"navigation":136,"path":7082,"published_at":113,"question":113,"scraped_at":7083,"seo":7084,"sitemap":7085,"source_id":7086,"source_name":7087,"source_type":6957,"source_url":7088,"stem":7089,"tags":7090,"thumbnail_url":113,"tldr":7091,"tweet":113,"unknown_tags":7092,"__hash__":7093},"summaries\u002Fsummaries\u002Fcb5902b27579f60d-offline-ai-music-search-for-cars-with-qdrant-edge-summary.md","Offline AI Music Search for Cars with Qdrant Edge",{"provider":7,"model":6686,"input_tokens":6968,"output_tokens":6969,"processing_time_ms":6970,"cost_usd":6971},6258,1885,16412,0.00217145,{"type":14,"value":6973,"toc":7066},[6974,6978,6989,6992,6996,7015,7018,7036,7040],[17,6975,6977],{"id":6976},"semantic-search-pipeline-delivers-driver-safe-latency","Semantic Search Pipeline Delivers Driver-Safe Latency",[22,6979,6980,6981,6984,6985,6988],{},"Process user queries (voice, text, or mood) through a fully local chain: OpenAI Whisper ",[6701,6982,6983],{},"small"," transcribes speech on-device to text; FastEmbed ",[6701,6986,6987],{},"all-MiniLM-L6-v2"," generates 384-dimensional vectors; Qdrant Edge performs cosine similarity HNSW ANN search on a 7,994-song index, returning results in \u003C10ms. This enables natural-language queries like \"upbeat hip hop\" or \"calm folk acoustic guitar\" with zero network dependency, critical for in-car safety where delays distract drivers.",[22,6990,6991],{},"Mood search maps one-tap buttons (Happy, Sad, Energetic, Chill, Romantic, Party) to predefined embeddings for instant filtering. Results feed a Spotify-styled Streamlit UI with dark theme, green accents, pill controls, Inter font, and custom HTML5 player for real MP3 playback from 8,000 royalty-free Free Music Archive tracks.",[17,6993,6995],{"id":6994},"data-ingestion-builds-portable-on-device-index","Data Ingestion Builds Portable On-Device Index",[22,6997,6998,6999,7002,7003,7006,7007,7010,7011,7014],{},"Start with FMA-small dataset (8,000 MP3s): ",[6701,7000,7001],{},"prepare_dataset.py"," uses mutagen to extract ID3 tags into ",[6701,7004,7005],{},"songs.csv"," (7,994 rows × 13 columns). Then ",[6701,7008,7009],{},"ingest.py"," embeds titles\u002Fdescriptions\u002Fartists with FastEmbed (~36s at 220 tracks\u002Fsec on CPU) and indexes into a single Qdrant Edge shard file (",[6701,7012,7013],{},"data\u002Fqdrant_shard\u002F",").",[22,7016,7017],{},"Qdrant Edge outperforms cloud vector DBs for cars: \u003C10ms in-process queries vs 50-200ms network latency; full privacy (no data leaves device); offline operation; zero-cost deployment as a Python lib (no Docker\u002Fserver). Tradeoff: Limited to single-shard scale (~8k points here), but portable disk storage suits embedded infotainment.",[22,7019,7020,7023,7024,7027,7028,7031,7032,7035],{},[6701,7021,7022],{},"search.py"," handles queries; ",[6701,7025,7026],{},"voice.py"," manages Whisper; ",[6701,7029,7030],{},"player.py"," streams MP3 bytes; ",[6701,7033,7034],{},"audio_player.py"," renders custom controls (play\u002Fpause\u002Fseek\u002Fvolume).",[17,7037,7039],{"id":7038},"streamlit-deployment-for-quick-prototyping","Streamlit Deployment for Quick Prototyping",[22,7041,7042,7045,7046,7049,7050,7053,7054,7057,7058,7061,7062,7065],{},[6701,7043,7044],{},"app.py"," launches on ",[6701,7047,7048],{},"localhost:8501",". One-off setup: pip install from ",[6701,7051,7052],{},"requirements.txt","\u002F",[6701,7055,7056],{},"pyproject.toml"," (UV); download FMA-small; run prep script (scans to 7,994 tracks); ingest (builds shard); launch. Icons load dynamically from ",[6701,7059,7060],{},"icons\u002F"," PNGs via ",[6701,7063,7064],{},"icon_loader.py",". Entire stack (Whisper, FastEmbed, Qdrant, audio) runs on CPU with ONNX inference, proving viable for resource-constrained car hardware without GPUs.",{"title":102,"searchDepth":103,"depth":103,"links":7067},[7068,7069,7070],{"id":6976,"depth":103,"text":6977},{"id":6994,"depth":103,"text":6995},{"id":7038,"depth":103,"text":7039},[112],{"content_references":7073,"triage":7078},[7074],{"type":130,"title":7075,"author":7076,"url":7077,"context":126},"FMA","mdeff","https:\u002F\u002Fgithub.com\u002Fmdeff\u002Ffma",{"relevance":7079,"novelty":134,"quality":134,"actionability":7079,"composite":7080,"reasoning":7081},5,4.55,"Category: AI Automation. The article provides a detailed, practical guide on building an offline AI music search system for cars, addressing the audience's need for actionable content in AI-powered product development. It includes specific tools and frameworks like Whisper, FastEmbed, and Qdrant Edge, making it highly relevant and immediately actionable for developers looking to implement similar features.","\u002Fsummaries\u002Fcb5902b27579f60d-offline-ai-music-search-for-cars-with-qdrant-edge-summary","2026-04-14 14:30:04",{"title":6966,"description":102},{"loc":7082},"cb5902b27579f60d","__oneoff__","https:\u002F\u002Fgithub.com\u002Fsarveshtalele\u002FHow-I-Built-a-Smart-In-Car-Media-Discovery-System","summaries\u002Fcb5902b27579f60d-offline-ai-music-search-for-cars-with-qdrant-edge-summary",[149,148,150],"Build zero-latency, privacy-first in-car music discovery using local Whisper for voice transcription, FastEmbed for 384-dim embeddings, and Qdrant Edge for \u003C10ms cosine HNSW search over 7,994 songs—no internet needed.",[],"zzSonLLLTOvsVLCrVWHvULl_Dzx3ZgDnbt-YC4i2EvA",{"id":7095,"title":7096,"ai":7097,"body":7102,"categories":7384,"created_at":113,"date_modified":113,"description":7385,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":7386,"navigation":136,"path":7387,"published_at":7388,"question":113,"scraped_at":7389,"seo":7390,"sitemap":7391,"source_id":7392,"source_name":7393,"source_type":144,"source_url":7394,"stem":7395,"tags":7396,"thumbnail_url":113,"tldr":7397,"tweet":113,"unknown_tags":7398,"__hash__":7399},"summaries\u002Fsummaries\u002F63e23fedbccbaee4-build-f1-mcp-server-in-vs-code-with-python-copilot-summary.md","Build F1 MCP Server in VS Code with Python & Copilot",{"provider":7,"model":6686,"input_tokens":7098,"output_tokens":7099,"processing_time_ms":7100,"cost_usd":7101},8605,1559,9018,0.002478,{"type":14,"value":7103,"toc":7379},[7104,7108,7134,7164,7175,7179,7202,7216,7220,7235,7365,7372,7375],[17,7105,7107],{"id":7106},"environment-setup-and-f1-data-loading","Environment Setup and F1 Data Loading",[22,7109,7110,7111,7114,7115,7118,7119,7122,7123,7126,7127,7130,7131,6906],{},"Create a project directory (",[6701,7112,7113],{},"mkdir f1-race-engineer-mcp","), open in VS Code Insiders, and set up a Python virtual environment: ",[6701,7116,7117],{},"python3 -m venv .venv",", then activate with ",[6701,7120,7121],{},"source .venv\u002Fbin\u002Factivate",". Upgrade pip (",[6701,7124,7125],{},"pip install --upgrade pip",") and install dependencies: ",[6701,7128,7129],{},"pip install fastf1 pandas matplotlib pytest",". Validate imports via ",[6701,7132,7133],{},"python -c \"import fastf1; import pandas; print(fastf1.__version__)\")",[22,7135,7136,7137,7140,7141,7144,7145,7148,7149,7152,7153,7156,7157,7159,7160,7163],{},"Use fastf1 to load immutable historical F1 session data (e.g., 2023 Monaco Qualifying): enable cache once with ",[6701,7138,7139],{},"fastf1.Cache.enable_cache(\"cache\")",". Define ",[6701,7142,7143],{},"load_session(year, gp, session_type)",": ",[6701,7146,7147],{},"session = fastf1.get_session(year, gp, session_type); session.load(); return session",". Run via ",[6701,7150,7151],{},"python -c \"from app.data_loader import load_session; print(load_session(2023, 'Monaco', 'Q'))\"",". Cache creates SQLite DB in ",[6701,7154,7155],{},".\u002Fcache\u002F"," with data for 20 drivers, including laps, sectors, driver info (name, team, etc.). Interactive REPL testing: ",[6701,7158,149],{},", paste function to inspect structures like ",[6701,7161,7162],{},"session.laps"," (columns: Time, DriverNumber, LapTime, Sector1Time, etc.).",[22,7165,7166,7167,7170,7171,7174],{},"Build additional functions: ",[6701,7168,7169],{},"get_tire_strategy(session, driver)"," analyzes tire usage; ",[6701,7172,7173],{},"compare_drivers(session, driver1, driver2)"," returns fastest laps, sector deltas, throttle data.",[17,7176,7178],{"id":7177},"automated-testing-with-custom-copilot-agent","Automated Testing with Custom Copilot Agent",[22,7180,7181,7182,7185,7186,7189,7190,7193,7194,7197,7198,7201],{},"Skip manual TDD; configure custom agent in VS Code (",[6701,7183,7184],{},".github\u002Fagents\u002Fpython-test-agent.json","): name \"Python test agent\", description for pytest cases\u002Fdebugging. Grant tools: VS Code APIs (execute, read, edit, search), Microsoft Docs MCP. Instructions: work in ",[6701,7187,7188],{},".\u002Ftests\u002F",", prefix files ",[6701,7191,7192],{},"test_*.py",", use standalone classes with ",[6701,7195,7196],{},"assert",", AAA pattern (Arrange\u002FAct\u002FAssert), fixtures in ",[6701,7199,7200],{},"conftest.py",", mock externals (e.g., fastf1), no new deps beyond pytest\u002Fpytest-mock, table-driven tests.",[22,7203,7204,7205,7207,7208,7211,7212,7215],{},"Prompt agent in Copilot Chat: \"Write comprehensive pytest suite for app\u002Fdata_loader.py, comparisons.py, strategy.py.\" Agent scans codebase, creates to-do (fixtures first), generates ",[6701,7206,7200],{}," (mocks fastf1), ",[6701,7209,7210],{},"test_data_loader.py"," (tests load_session edge cases like invalid GP), etc. Handles venv: inform \"virtual environment already active.\" Runs ",[6701,7213,7214],{},"pytest",", achieves 21 passed\u002F1 warning. Review\u002Fkeep changes for verifiable suite covering data loading, comparisons, strategy.",[17,7217,7219],{"id":7218},"mcp-server-wrapper-and-vs-code-integration","MCP Server Wrapper and VS Code Integration",[22,7221,7222,7223,7226,7227,7230,7231,7234],{},"Install ",[6701,7224,7225],{},"pip install fastmcp",". In ",[6701,7228,7229],{},"mcp_server.py",", import app functions; decorate with ",[6701,7232,7233],{},"@mcp.tool()",":",[7236,7237,7240],"pre",{"className":7238,"code":7239,"language":149,"meta":102,"style":102},"language-python shiki shiki-themes github-light github-dark","from fastmcp import FastMCP\nfrom app.data_loader import load_session\n\nmcp = FastMCP(\"F1 Engineer\")\n\n@mcp.tool()\ndef load_session_tool(...) -> str:\n    session = load_session(...)\n    return session.summary  # Or formatted output\n\n@mcp.tool()\ndef compare_drivers_tool(session, driver1, driver2) -> str:\n    # Call app.comparisons.compare_drivers\n    return formatted_delta_table\n\n@mcp.tool()\ndef get_tire_strategy_tool(session, driver) -> str:\n    # Call app.strategy.get_tire_strategy\n    return tire_analysis\n\nif __name__ == \"__main__\":\n    mcp.run(transport=\"stdio\")\n",[6701,7241,7242,7249,7254,7259,7264,7268,7274,7280,7286,7292,7297,7302,7308,7314,7320,7325,7330,7336,7342,7348,7353,7359],{"__ignoreMap":102},[6767,7243,7246],{"class":7244,"line":7245},"line",1,[6767,7247,7248],{},"from fastmcp import FastMCP\n",[6767,7250,7251],{"class":7244,"line":103},[6767,7252,7253],{},"from app.data_loader import load_session\n",[6767,7255,7256],{"class":7244,"line":108},[6767,7257,7258],{"emptyLinePlaceholder":136},"\n",[6767,7260,7261],{"class":7244,"line":134},[6767,7262,7263],{},"mcp = FastMCP(\"F1 Engineer\")\n",[6767,7265,7266],{"class":7244,"line":7079},[6767,7267,7258],{"emptyLinePlaceholder":136},[6767,7269,7271],{"class":7244,"line":7270},6,[6767,7272,7273],{},"@mcp.tool()\n",[6767,7275,7277],{"class":7244,"line":7276},7,[6767,7278,7279],{},"def load_session_tool(...) -> str:\n",[6767,7281,7283],{"class":7244,"line":7282},8,[6767,7284,7285],{},"    session = load_session(...)\n",[6767,7287,7289],{"class":7244,"line":7288},9,[6767,7290,7291],{},"    return session.summary  # Or formatted output\n",[6767,7293,7295],{"class":7244,"line":7294},10,[6767,7296,7258],{"emptyLinePlaceholder":136},[6767,7298,7300],{"class":7244,"line":7299},11,[6767,7301,7273],{},[6767,7303,7305],{"class":7244,"line":7304},12,[6767,7306,7307],{},"def compare_drivers_tool(session, driver1, driver2) -> str:\n",[6767,7309,7311],{"class":7244,"line":7310},13,[6767,7312,7313],{},"    # Call app.comparisons.compare_drivers\n",[6767,7315,7317],{"class":7244,"line":7316},14,[6767,7318,7319],{},"    return formatted_delta_table\n",[6767,7321,7323],{"class":7244,"line":7322},15,[6767,7324,7258],{"emptyLinePlaceholder":136},[6767,7326,7328],{"class":7244,"line":7327},16,[6767,7329,7273],{},[6767,7331,7333],{"class":7244,"line":7332},17,[6767,7334,7335],{},"def get_tire_strategy_tool(session, driver) -> str:\n",[6767,7337,7339],{"class":7244,"line":7338},18,[6767,7340,7341],{},"    # Call app.strategy.get_tire_strategy\n",[6767,7343,7345],{"class":7244,"line":7344},19,[6767,7346,7347],{},"    return tire_analysis\n",[6767,7349,7351],{"class":7244,"line":7350},20,[6767,7352,7258],{"emptyLinePlaceholder":136},[6767,7354,7356],{"class":7244,"line":7355},21,[6767,7357,7358],{},"if __name__ == \"__main__\":\n",[6767,7360,7362],{"class":7244,"line":7361},22,[6767,7363,7364],{},"    mcp.run(transport=\"stdio\")\n",[22,7366,7367,7368,7371],{},"Add to VS Code: Cmd+Shift+P > \"MCP: Add Server\" > STDIO, command ",[6701,7369,7370],{},".venv\u002Fbin\u002Fpython app\u002Fmcp_server.py",", name \"F1 Engineer MCP\", workspace scope. Server advertises 3 tools.",[22,7373,7374],{},"Query in Copilot Chat: \"Compare Leclerc and Verstappen in 2024 Monaco qualifying.\" Auto-selects tools: loads session (user approves), invokes compare_drivers, outputs side-by-side: lap times, sector deltas (e.g., Leclerc vs Verstappen). Enables natural language F1 analysis via cached big data.",[7376,7377,7378],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":102,"searchDepth":103,"depth":103,"links":7380},[7381,7382,7383],{"id":7106,"depth":103,"text":7107},{"id":7177,"depth":103,"text":7178},{"id":7218,"depth":103,"text":7219},[163],"In this video Liam will show you how to create and install a Formula 1 inspired MCP Server in Python using the FastMCP library. He explains and shows you the client\u002Fserver model, the transport used with STDIO, tool discovery, tool invocation and the schema discipline.\n \n🔗 Repo: https:\u002F\u002Fgithub.com\u002Fliamchampton\u002Ff1-race-engineer-mcp\n \n🤝 Connect with Liam: https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fliam-conroy-hampton\u002F\n\n#vscode #mcpserver",{},"\u002Fsummaries\u002F63e23fedbccbaee4-build-f1-mcp-server-in-vs-code-with-python-copilot-summary","2026-04-01 19:30:06","2026-04-03 21:16:57",{"title":7096,"description":7385},{"loc":7387},"63e23fedbccbaee4","Visual Studio Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZPaF_6mSp8I","summaries\u002F63e23fedbccbaee4-build-f1-mcp-server-in-vs-code-with-python-copilot-summary",[149,148,150],"Wrap fastf1 Python package functions into an MCP server using fastmcp; load F1 sessions, compare drivers, analyze tire strategy via Copilot Chat in VS Code.",[],"S_r6YKBMsRAnfxKJtNNb-VPgFAOgHAdkd9uKng0uhSk",{"id":7401,"title":7402,"ai":7403,"body":7408,"categories":7452,"created_at":113,"date_modified":113,"description":102,"extension":114,"faq":113,"featured":115,"kicker_label":113,"meta":7453,"navigation":136,"path":7458,"published_at":7459,"question":113,"scraped_at":7460,"seo":7461,"sitemap":7462,"source_id":7463,"source_name":7464,"source_type":6957,"source_url":7465,"stem":7466,"tags":7467,"thumbnail_url":113,"tldr":7469,"tweet":113,"unknown_tags":7470,"__hash__":7471},"summaries\u002Fsummaries\u002F93e96619473c5ad7-building-real-time-industrial-digital-twins-with-a-summary.md","Building Real-Time Industrial Digital Twins with AI",{"provider":7,"model":8,"input_tokens":7404,"output_tokens":7405,"processing_time_ms":7406,"cost_usd":7407},3909,369,2758,0.00153075,{"type":14,"value":7409,"toc":7448},[7410,7414,7417,7421,7424,7445],[17,7411,7413],{"id":7412},"from-observation-to-active-simulation","From Observation to Active Simulation",[22,7415,7416],{},"Traditional industrial digital twins often function as passive dashboards, merely visualizing historical or current machine metrics. To be effective in modern environments, digital twins must transition into active systems that understand, simulate, and predict reality. This requires moving away from static reporting toward architectures capable of processing thousands of sensor events per second to mirror the dynamic state changes of production lines and supply chains.",[17,7418,7420],{"id":7419},"architecting-for-real-time-predictive-intelligence","Architecting for Real-Time Predictive Intelligence",[22,7422,7423],{},"Building a digital twin that 'thinks' requires an infrastructure that integrates streaming data with predictive modeling. The core objective is to shift from reactive monitoring to proactive decision-making. By utilizing Python-based AI pipelines, engineers can ingest high-velocity industrial data to:",[7425,7426,7427,7433,7439],"ul",{},[72,7428,7429,7432],{},[34,7430,7431],{},"Simulate Reality:"," Create virtual representations that adapt to demand fluctuations and operational shifts in real-time.",[72,7434,7435,7438],{},[34,7436,7437],{},"Predict Failures:"," Use continuous data streams to identify anomalies before they result in downtime, moving from scheduled maintenance to predictive, condition-based maintenance.",[72,7440,7441,7444],{},[34,7442,7443],{},"Enable Autonomous Decisions:"," Empower the digital twin to trigger automated responses or optimize production parameters without human intervention, effectively closing the loop between data ingestion and operational action.",[22,7446,7447],{},"This approach transforms the digital twin from a visual aid into a core component of industrial automation, allowing systems to adapt to complex, shifting operational environments.",{"title":102,"searchDepth":103,"depth":103,"links":7449},[7450,7451],{"id":7412,"depth":103,"text":7413},{"id":7419,"depth":103,"text":7420},[112],{"content_references":7454,"triage":7455},[],{"relevance":7079,"novelty":134,"quality":134,"actionability":134,"composite":7456,"reasoning":7457},4.35,"Category: AI Automation. The article discusses how to build real-time industrial digital twins using AI, which directly addresses the audience's interest in AI-powered product development. It provides actionable insights on integrating streaming data with predictive modeling, making it relevant and practical for engineers and product builders.","\u002Fsummaries\u002F93e96619473c5ad7-building-real-time-industrial-digital-twins-with-a-summary","2026-06-30 10:57:32","2026-06-30 12:57:12",{"title":7402,"description":102},{"loc":7458},"93e96619473c5ad7","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fbuilding-industrial-digital-twins-that-think-in-real-time-with-python-and-ai-49bb8668a050?source=rss----78073def27b8---4","summaries\u002F93e96619473c5ad7-building-real-time-industrial-digital-twins-with-a-summary",[149,148,7468,150],"machine-learning","Modern digital twins must move beyond static dashboards to active, predictive systems that simulate and anticipate factory operations using real-time streaming data.",[],"LJpDjCRDU3uH1uBOSaJlJ3768B6Epw08opD4hPrI6fs"]