[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-eaa4e83c5ba2fabd-automating-remote-gpu-workflows-with-google-colab-summary":3,"summaries-facets-categories":204,"summary-related-eaa4e83c5ba2fabd-automating-remote-gpu-workflows-with-google-colab-summary":7108},{"id":4,"title":5,"ai":6,"body":13,"categories":169,"created_at":171,"date_modified":171,"description":163,"extension":172,"faq":171,"featured":173,"kicker_label":171,"meta":174,"navigation":186,"path":187,"published_at":188,"question":171,"scraped_at":188,"seo":189,"sitemap":190,"source_id":191,"source_name":192,"source_type":193,"source_url":194,"stem":195,"tags":196,"thumbnail_url":171,"tldr":201,"tweet":171,"unknown_tags":202,"__hash__":203},"summaries\u002Fsummaries\u002Feaa4e83c5ba2fabd-automating-remote-gpu-workflows-with-google-colab-summary.md","Automating Remote GPU Workflows with Google Colab CLI",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",9446,599,3395,0.00326,{"type":14,"value":15,"toc":162},"minimark",[16,21,25,29,32,113,117,120],[17,18,20],"h2",{"id":19},"terminal-first-cloud-compute","Terminal-First Cloud Compute",[22,23,24],"p",{},"Google’s Colab CLI provides a command-line interface to interact with Google Colab runtimes, shifting the workflow from a browser-based notebook UI to a terminal-centric experience. This tool is designed for scripted, automated, and agent-driven tasks, allowing any terminal-accessible AI agent to manage cloud resources without manual intervention.",[17,26,28],{"id":27},"core-workflow-and-capabilities","Core Workflow and Capabilities",[22,30,31],{},"The CLI simplifies the lifecycle of a remote compute session into a few standard commands:",[33,34,35,56,70,99],"ul",{},[36,37,38,42,43,47,48,51,52,55],"li",{},[39,40,41],"strong",{},"Provisioning:"," Use ",[44,45,46],"code",{},"colab new"," with specific flags like ",[44,49,50],{},"--gpu A100"," or ",[44,53,54],{},"--tpu v6e1"," to request hardware. CPU is the default.",[36,57,58,61,62,65,66,69],{},[39,59,60],{},"Execution:"," The ",[44,63,64],{},"colab exec"," command reads local files and ships them to the remote runtime, eliminating the need for manual upload steps. It supports execution from stdin, ",[44,67,68],{},".py"," files, or notebooks.",[36,71,72,75,76,79,80,83,84,83,87,90,91,94,95,98],{},[39,73,74],{},"Artifact Retrieval:"," Users can pull results back using ",[44,77,78],{},"colab download"," or export session history as ",[44,81,82],{},".ipynb",", ",[44,85,86],{},".md",[44,88,89],{},".txt",", or ",[44,92,93],{},".jsonl"," files via ",[44,96,97],{},"colab log",".",[36,100,101,104,105,108,109,112],{},[39,102,103],{},"Agent Integration:"," The tool includes a ",[44,106,107],{},"COLAB_SKILL.md"," file, which provides agents with the necessary context to operate the CLI effectively. This enables complex, multi-step pipelines—such as fine-tuning models like ",[44,110,111],{},"google\u002Fgemma-3-1b-it","—to be run entirely by an agent using a sequence of CLI commands.",[17,114,116],{"id":115},"cli-vs-browser-based-colab","CLI vs. Browser-Based Colab",[22,118,119],{},"While the browser-based UI remains useful for interactive exploration, the CLI is optimized for automation. Key differences include:",[33,121,122,135,156],{},[36,123,124,127,128,83,131,134],{},[39,125,126],{},"Accelerator Selection:"," Handled via flags (",[44,129,130],{},"--gpu",[44,132,133],{},"--tpu",") rather than a runtime menu.",[36,136,137,140,141,144,145,51,148,151,152,155],{},[39,138,139],{},"Package Management:"," Uses ",[44,142,143],{},"colab install"," (leveraging ",[44,146,147],{},"uv",[44,149,150],{},"pip",") instead of ",[44,153,154],{},"!pip"," inside notebook cells.",[36,157,158,161],{},[39,159,160],{},"Workflow:"," Designed for headless execution and programmatic artifact retrieval, making it a better fit for CI\u002FCD pipelines and autonomous agent tasks.",{"title":163,"searchDepth":164,"depth":164,"links":165},"",2,[166,167,168],{"id":19,"depth":164,"text":20},{"id":27,"depth":164,"text":28},{"id":115,"depth":164,"text":116},[170],"AI Automation",null,"md",false,{"content_references":175,"triage":181},[176],{"type":177,"title":178,"url":179,"context":180},"tool","Colab CLI","https:\u002F\u002Fgithub.com\u002Fgooglecolab\u002Fgoogle-colab-cli","recommended",{"relevance":182,"novelty":183,"quality":183,"actionability":183,"composite":184,"reasoning":185},5,4,4.35,"Category: AI Automation. The article provides a detailed overview of Google's Colab CLI, which directly addresses the needs of developers looking to automate GPU workflows, a key pain point for the target audience. It includes specific commands and capabilities that can be immediately applied to streamline workflows.",true,"\u002Fsummaries\u002Feaa4e83c5ba2fabd-automating-remote-gpu-workflows-with-google-colab-summary","2026-06-07 03:46:24",{"title":5,"description":163},{"loc":187},"eaa4e83c5ba2fabd","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F06\u002Fgoogles-new-colab-cli-lets-developers-and-ai-agents-run-python-on-remote-colab-gpus-and-tpus-from-the-terminal\u002F","summaries\u002Feaa4e83c5ba2fabd-automating-remote-gpu-workflows-with-google-colab-summary",[197,198,199,200],"ai-tools","automation","python","cloud","Google's new open-source Colab CLI enables developers and AI agents to provision, execute code on, and manage remote GPU\u002FTPU runtimes directly from the terminal, streamlining automated workflows.",[],"Zbhq4RhCIkC-cjrJmvEueD03L2fQWK_9rGxtnfJ3cEQ",[205,208,211,213,216,218,220,223,225,227,229,231,234,236,238,240,242,245,247,249,251,253,256,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,308,310,312,314,316,318,320,322,324,326,328,330,332,334,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,378,380,382,384,386,388,390,392,394,396,398,400,402,404,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,472,474,476,478,480,482,484,486,488,490,492,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,528,530,532,534,536,538,540,542,544,546,548,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,610,612,614,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,656,658,660,662,664,666,668,670,672,674,676,678,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,968,970,972,974,976,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106],{"categories":206},[207],"AI & LLMs",{"categories":209},[210],"Developer Productivity",{"categories":212},[207],{"categories":214},[215],"Business & SaaS",{"categories":217},[207],{"categories":219},[170],{"categories":221},[222],"Product Strategy",{"categories":224},[170],{"categories":226},[207],{"categories":228},[210],{"categories":230},[170],{"categories":232},[233],"Software Engineering",{"categories":235},[207],{"categories":237},[215],{"categories":239},[],{"categories":241},[207],{"categories":243},[244],"Inference & Serving",{"categories":246},[207],{"categories":248},[207],{"categories":250},[170],{"categories":252},[],{"categories":254},[255],"AI News & Trends",{"categories":257},[258],"Data Science & Visualization",{"categories":260},[170],{"categories":262},[207],{"categories":264},[207],{"categories":266},[215],{"categories":268},[210],{"categories":270},[207],{"categories":272},[170],{"categories":274},[255],{"categories":276},[207],{"categories":278},[170],{"categories":280},[170],{"categories":282},[207],{"categories":284},[207],{"categories":286},[170],{"categories":288},[207],{"categories":290},[207],{"categories":292},[207],{"categories":294},[170],{"categories":296},[255],{"categories":298},[207],{"categories":300},[207],{"categories":302},[207],{"categories":304},[],{"categories":306},[307],"Design & Frontend",{"categories":309},[258],{"categories":311},[255],{"categories":313},[207],{"categories":315},[207],{"categories":317},[207],{"categories":319},[],{"categories":321},[207],{"categories":323},[207],{"categories":325},[170],{"categories":327},[233],{"categories":329},[207],{"categories":331},[170],{"categories":333},[207],{"categories":335},[336],"Marketing & Growth",{"categories":338},[307],{"categories":340},[207],{"categories":342},[170],{"categories":344},[207],{"categories":346},[207],{"categories":348},[233],{"categories":350},[207],{"categories":352},[],{"categories":354},[],{"categories":356},[307],{"categories":358},[207],{"categories":360},[170],{"categories":362},[210],{"categories":364},[233],{"categories":366},[170],{"categories":368},[307],{"categories":370},[222],{"categories":372},[207],{"categories":374},[233],{"categories":376},[377],"DevOps & Cloud",{"categories":379},[170],{"categories":381},[222],{"categories":383},[255],{"categories":385},[207],{"categories":387},[],{"categories":389},[207],{"categories":391},[207],{"categories":393},[],{"categories":395},[170],{"categories":397},[233],{"categories":399},[],{"categories":401},[233],{"categories":403},[207],{"categories":405},[406],"Governance & Standards",{"categories":408},[215],{"categories":410},[],{"categories":412},[],{"categories":414},[207],{"categories":416},[207],{"categories":418},[170],{"categories":420},[207],{"categories":422},[207],{"categories":424},[170],{"categories":426},[207],{"categories":428},[207],{"categories":430},[207],{"categories":432},[],{"categories":434},[233],{"categories":436},[],{"categories":438},[],{"categories":440},[207],{"categories":442},[233],{"categories":444},[],{"categories":446},[233],{"categories":448},[207],{"categories":450},[207],{"categories":452},[336],{"categories":454},[207],{"categories":456},[207],{"categories":458},[207],{"categories":460},[307],{"categories":462},[307],{"categories":464},[207],{"categories":466},[233],{"categories":468},[170],{"categories":470},[471],"GovTech & Public-Sector Adoption",{"categories":473},[233],{"categories":475},[207],{"categories":477},[207],{"categories":479},[207],{"categories":481},[170],{"categories":483},[170],{"categories":485},[258],{"categories":487},[207],{"categories":489},[255],{"categories":491},[170],{"categories":493},[494],"Legal AI Tools",{"categories":496},[207],{"categories":498},[170],{"categories":500},[207],{"categories":502},[336],{"categories":504},[170],{"categories":506},[222],{"categories":508},[207],{"categories":510},[233],{"categories":512},[471],{"categories":514},[],{"categories":516},[170],{"categories":518},[],{"categories":520},[215],{"categories":522},[170],{"categories":524},[170],{"categories":526},[527],"RAG & Retrieval",{"categories":529},[215],{"categories":531},[207],{"categories":533},[233],{"categories":535},[233],{"categories":537},[377],{"categories":539},[307],{"categories":541},[170],{"categories":543},[207],{"categories":545},[207],{"categories":547},[],{"categories":549},[550],"Agents & Orchestration",{"categories":552},[233],{"categories":554},[207],{"categories":556},[],{"categories":558},[170],{"categories":560},[215],{"categories":562},[],{"categories":564},[207],{"categories":566},[],{"categories":568},[207],{"categories":570},[210],{"categories":572},[233],{"categories":574},[215],{"categories":576},[207],{"categories":578},[170],{"categories":580},[207],{"categories":582},[255],{"categories":584},[207],{"categories":586},[],{"categories":588},[207],{"categories":590},[],{"categories":592},[207],{"categories":594},[233],{"categories":596},[207],{"categories":598},[170],{"categories":600},[258],{"categories":602},[],{"categories":604},[207],{"categories":606},[307],{"categories":608},[609],"Models & Frontier Labs",{"categories":611},[],{"categories":613},[307],{"categories":615},[616],"Regulation & Governance of AI",{"categories":618},[222],{"categories":620},[170],{"categories":622},[],{"categories":624},[207],{"categories":626},[207],{"categories":628},[170],{"categories":630},[170],{"categories":632},[255],{"categories":634},[207],{"categories":636},[215],{"categories":638},[207],{"categories":640},[170],{"categories":642},[],{"categories":644},[233],{"categories":646},[170],{"categories":648},[207],{"categories":650},[222],{"categories":652},[207],{"categories":654},[655],"AI Policy & Regulation",{"categories":657},[],{"categories":659},[207],{"categories":661},[170],{"categories":663},[222],{"categories":665},[170],{"categories":667},[207],{"categories":669},[207],{"categories":671},[207],{"categories":673},[170],{"categories":675},[],{"categories":677},[258],{"categories":679},[680],"Evals & Reliability",{"categories":682},[207],{"categories":684},[207],{"categories":686},[],{"categories":688},[210],{"categories":690},[471],{"categories":692},[655],{"categories":694},[207],{"categories":696},[215],{"categories":698},[207],{"categories":700},[170],{"categories":702},[207],{"categories":704},[170],{"categories":706},[550],{"categories":708},[207],{"categories":710},[233],{"categories":712},[207],{"categories":714},[],{"categories":716},[307],{"categories":718},[],{"categories":720},[207],{"categories":722},[471],{"categories":724},[207],{"categories":726},[207],{"categories":728},[207],{"categories":730},[],{"categories":732},[207],{"categories":734},[307],{"categories":736},[233],{"categories":738},[],{"categories":740},[207],{"categories":742},[],{"categories":744},[170],{"categories":746},[207],{"categories":748},[307],{"categories":750},[],{"categories":752},[207],{"categories":754},[207],{"categories":756},[258],{"categories":758},[170],{"categories":760},[207],{"categories":762},[215],{"categories":764},[170],{"categories":766},[207],{"categories":768},[207],{"categories":770},[233],{"categories":772},[307],{"categories":774},[207],{"categories":776},[170],{"categories":778},[],{"categories":780},[233],{"categories":782},[170],{"categories":784},[258],{"categories":786},[],{"categories":788},[207],{"categories":790},[255],{"categories":792},[207],{"categories":794},[],{"categories":796},[207],{"categories":798},[207],{"categories":800},[207],{"categories":802},[215,336],{"categories":804},[],{"categories":806},[233],{"categories":808},[207],{"categories":810},[207],{"categories":812},[170],{"categories":814},[207],{"categories":816},[],{"categories":818},[],{"categories":820},[207],{"categories":822},[307],{"categories":824},[207],{"categories":826},[],{"categories":828},[207],{"categories":830},[377],{"categories":832},[],{"categories":834},[170],{"categories":836},[255],{"categories":838},[207],{"categories":840},[207],{"categories":842},[307],{"categories":844},[],{"categories":846},[255],{"categories":848},[207],{"categories":850},[244],{"categories":852},[207],{"categories":854},[207],{"categories":856},[170],{"categories":858},[255],{"categories":860},[609],{"categories":862},[207],{"categories":864},[336],{"categories":866},[],{"categories":868},[170],{"categories":870},[215],{"categories":872},[233],{"categories":874},[207],{"categories":876},[170],{"categories":878},[],{"categories":880},[207,377],{"categories":882},[207],{"categories":884},[207],{"categories":886},[207],{"categories":888},[170],{"categories":890},[207,233],{"categories":892},[258],{"categories":894},[207],{"categories":896},[207],{"categories":898},[207],{"categories":900},[233],{"categories":902},[207],{"categories":904},[170],{"categories":906},[170],{"categories":908},[655],{"categories":910},[336],{"categories":912},[207],{"categories":914},[170],{"categories":916},[207],{"categories":918},[207],{"categories":920},[170],{"categories":922},[],{"categories":924},[170],{"categories":926},[207],{"categories":928},[207],{"categories":930},[170],{"categories":932},[207],{"categories":934},[207,215],{"categories":936},[207],{"categories":938},[215],{"categories":940},[],{"categories":942},[307],{"categories":944},[307],{"categories":946},[207],{"categories":948},[],{"categories":950},[],{"categories":952},[207],{"categories":954},[255],{"categories":956},[],{"categories":958},[210],{"categories":960},[207],{"categories":962},[233],{"categories":964},[207],{"categories":966},[967],"Generative UI & Design-to-Code",{"categories":969},[207],{"categories":971},[207],{"categories":973},[307],{"categories":975},[207],{"categories":977},[978],"Algorithmic Accountability",{"categories":980},[170],{"categories":982},[233],{"categories":984},[255],{"categories":986},[307],{"categories":988},[207],{"categories":990},[],{"categories":992},[222],{"categories":994},[207],{"categories":996},[207],{"categories":998},[207],{"categories":1000},[207],{"categories":1002},[170],{"categories":1004},[1005],"MLOps & Infrastructure",{"categories":1007},[207],{"categories":1009},[207],{"categories":1011},[207],{"categories":1013},[207],{"categories":1015},[207],{"categories":1017},[233],{"categories":1019},[255],{"categories":1021},[207],{"categories":1023},[222],{"categories":1025},[210],{"categories":1027},[207],{"categories":1029},[170],{"categories":1031},[377],{"categories":1033},[207],{"categories":1035},[215],{"categories":1037},[207],{"categories":1039},[307],{"categories":1041},[207],{"categories":1043},[207],{"categories":1045},[170],{"categories":1047},[],{"categories":1049},[],{"categories":1051},[207],{"categories":1053},[244],{"categories":1055},[307],{"categories":1057},[255],{"categories":1059},[258],{"categories":1061},[],{"categories":1063},[207],{"categories":1065},[207],{"categories":1067},[215],{"categories":1069},[170],{"categories":1071},[207],{"categories":1073},[207],{"categories":1075},[207],{"categories":1077},[207],{"categories":1079},[255],{"categories":1081},[244],{"categories":1083},[207],{"categories":1085},[307],{"categories":1087},[207],{"categories":1089},[],{"categories":1091},[170],{"categories":1093},[233],{"categories":1095},[],{"categories":1097},[207],{"categories":1099},[207],{"categories":1101},[170],{"categories":1103},[233],{"categories":1105},[207],{"categories":1107},[258],{"categories":1109},[307],{"categories":1111},[],{"categories":1113},[207],{"categories":1115},[],{"categories":1117},[207],{"categories":1119},[],{"categories":1121},[207],{"categories":1123},[207],{"categories":1125},[222],{"categories":1127},[215],{"categories":1129},[170],{"categories":1131},[170],{"categories":1133},[],{"categories":1135},[207],{"categories":1137},[210],{"categories":1139},[207],{"categories":1141},[207],{"categories":1143},[215],{"categories":1145},[255],{"categories":1147},[210],{"categories":1149},[],{"categories":1151},[207],{"categories":1153},[],{"categories":1155},[207],{"categories":1157},[],{"categories":1159},[255],{"categories":1161},[255],{"categories":1163},[],{"categories":1165},[550],{"categories":1167},[207],{"categories":1169},[307],{"categories":1171},[233],{"categories":1173},[],{"categories":1175},[494],{"categories":1177},[170],{"categories":1179},[215],{"categories":1181},[],{"categories":1183},[],{"categories":1185},[210],{"categories":1187},[258],{"categories":1189},[],{"categories":1191},[336],{"categories":1193},[170],{"categories":1195},[215],{"categories":1197},[170],{"categories":1199},[207],{"categories":1201},[215],{"categories":1203},[207],{"categories":1205},[233],{"categories":1207},[],{"categories":1209},[244],{"categories":1211},[222],{"categories":1213},[207],{"categories":1215},[307],{"categories":1217},[233],{"categories":1219},[215],{"categories":1221},[207],{"categories":1223},[233],{"categories":1225},[207],{"categories":1227},[170],{"categories":1229},[215],{"categories":1231},[207],{"categories":1233},[207],{"categories":1235},[207],{"categories":1237},[207],{"categories":1239},[207],{"categories":1241},[],{"categories":1243},[],{"categories":1245},[233],{"categories":1247},[258],{"categories":1249},[222],{"categories":1251},[207],{"categories":1253},[170],{"categories":1255},[233],{"categories":1257},[233],{"categories":1259},[207],{"categories":1261},[],{"categories":1263},[255],{"categories":1265},[222],{"categories":1267},[222],{"categories":1269},[233],{"categories":1271},[207],{"categories":1273},[680],{"categories":1275},[377],{"categories":1277},[],{"categories":1279},[170],{"categories":1281},[207],{"categories":1283},[],{"categories":1285},[210],{"categories":1287},[],{"categories":1289},[207],{"categories":1291},[207],{"categories":1293},[207],{"categories":1295},[307],{"categories":1297},[336],{"categories":1299},[207],{"categories":1301},[233],{"categories":1303},[207],{"categories":1305},[170],{"categories":1307},[],{"categories":1309},[233],{"categories":1311},[207],{"categories":1313},[210],{"categories":1315},[],{"categories":1317},[215],{"categories":1319},[207],{"categories":1321},[207],{"categories":1323},[255],{"categories":1325},[207,377],{"categories":1327},[207],{"categories":1329},[1330],"Design Systems for AI",{"categories":1332},[207],{"categories":1334},[207],{"categories":1336},[255],{"categories":1338},[207],{"categories":1340},[207],{"categories":1342},[207],{"categories":1344},[215],{"categories":1346},[207],{"categories":1348},[207],{"categories":1350},[207],{"categories":1352},[],{"categories":1354},[207],{"categories":1356},[207],{"categories":1358},[215],{"categories":1360},[207],{"categories":1362},[],{"categories":1364},[170],{"categories":1366},[170],{"categories":1368},[233],{"categories":1370},[255],{"categories":1372},[233],{"categories":1374},[207],{"categories":1376},[307],{"categories":1378},[255],{"categories":1380},[258],{"categories":1382},[207],{"categories":1384},[207],{"categories":1386},[170],{"categories":1388},[210],{"categories":1390},[655],{"categories":1392},[207],{"categories":1394},[170],{"categories":1396},[207],{"categories":1398},[233],{"categories":1400},[233],{"categories":1402},[],{"categories":1404},[],{"categories":1406},[207],{"categories":1408},[170],{"categories":1410},[222],{"categories":1412},[],{"categories":1414},[215],{"categories":1416},[207],{"categories":1418},[],{"categories":1420},[307],{"categories":1422},[233],{"categories":1424},[170],{"categories":1426},[233],{"categories":1428},[307],{"categories":1430},[207],{"categories":1432},[207],{"categories":1434},[307],{"categories":1436},[],{"categories":1438},[],{"categories":1440},[255],{"categories":1442},[170],{"categories":1444},[170],{"categories":1446},[207],{"categories":1448},[207],{"categories":1450},[207],{"categories":1452},[207],{"categories":1454},[215],{"categories":1456},[207],{"categories":1458},[207],{"categories":1460},[],{"categories":1462},[233],{"categories":1464},[233],{"categories":1466},[207],{"categories":1468},[233],{"categories":1470},[215],{"categories":1472},[],{"categories":1474},[207],{"categories":1476},[207],{"categories":1478},[207],{"categories":1480},[207],{"categories":1482},[207],{"categories":1484},[170],{"categories":1486},[210],{"categories":1488},[215],{"categories":1490},[207],{"categories":1492},[170],{"categories":1494},[255],{"categories":1496},[170],{"categories":1498},[244],{"categories":1500},[336],{"categories":1502},[207],{"categories":1504},[170],{"categories":1506},[207],{"categories":1508},[207],{"categories":1510},[207],{"categories":1512},[],{"categories":1514},[307],{"categories":1516},[],{"categories":1518},[207],{"categories":1520},[207],{"categories":1522},[],{"categories":1524},[207],{"categories":1526},[233],{"categories":1528},[215],{"categories":1530},[1531],"Visual & Generative Media",{"categories":1533},[170],{"categories":1535},[],{"categories":1537},[207],{"categories":1539},[207],{"categories":1541},[233],{"categories":1543},[377],{"categories":1545},[207],{"categories":1547},[258],{"categories":1549},[655],{"categories":1551},[233],{"categories":1553},[336],{"categories":1555},[207],{"categories":1557},[307],{"categories":1559},[207],{"categories":1561},[207],{"categories":1563},[233],{"categories":1565},[170],{"categories":1567},[207],{"categories":1569},[],{"categories":1571},[],{"categories":1573},[170],{"categories":1575},[233],{"categories":1577},[210],{"categories":1579},[170],{"categories":1581},[609],{"categories":1583},[207],{"categories":1585},[222],{"categories":1587},[207],{"categories":1589},[215],{"categories":1591},[],{"categories":1593},[207],{"categories":1595},[222],{"categories":1597},[207],{"categories":1599},[207],{"categories":1601},[207],{"categories":1603},[222],{"categories":1605},[207],{"categories":1607},[207],{"categories":1609},[336],{"categories":1611},[207],{"categories":1613},[550],{"categories":1615},[207],{"categories":1617},[170],{"categories":1619},[207],{"categories":1621},[207],{"categories":1623},[207],{"categories":1625},[207],{"categories":1627},[307],{"categories":1629},[170],{"categories":1631},[],{"categories":1633},[170],{"categories":1635},[],{"categories":1637},[377],{"categories":1639},[233],{"categories":1641},[],{"categories":1643},[609],{"categories":1645},[207],{"categories":1647},[170],{"categories":1649},[170],{"categories":1651},[207],{"categories":1653},[307,207],{"categories":1655},[210],{"categories":1657},[207],{"categories":1659},[307],{"categories":1661},[],{"categories":1663},[207],{"categories":1665},[210],{"categories":1667},[207],{"categories":1669},[1670],"Medical Imaging & Radiology",{"categories":1672},[207],{"categories":1674},[207],{"categories":1676},[207],{"categories":1678},[307],{"categories":1680},[170],{"categories":1682},[233],{"categories":1684},[],{"categories":1686},[207],{"categories":1688},[207],{"categories":1690},[207],{"categories":1692},[],{"categories":1694},[],{"categories":1696},[207],{"categories":1698},[207],{"categories":1700},[550],{"categories":1702},[207],{"categories":1704},[210],{"categories":1706},[207],{"categories":1708},[207],{"categories":1710},[],{"categories":1712},[170],{"categories":1714},[207],{"categories":1716},[222],{"categories":1718},[233],{"categories":1720},[207],{"categories":1722},[170],{"categories":1724},[550],{"categories":1726},[207],{"categories":1728},[170],{"categories":1730},[207],{"categories":1732},[207],{"categories":1734},[207],{"categories":1736},[307],{"categories":1738},[170],{"categories":1740},[377],{"categories":1742},[307],{"categories":1744},[215],{"categories":1746},[170],{"categories":1748},[255],{"categories":1750},[207],{"categories":1752},[207],{"categories":1754},[222],{"categories":1756},[207],{"categories":1758},[207],{"categories":1760},[207],{"categories":1762},[207],{"categories":1764},[170],{"categories":1766},[207],{"categories":1768},[233],{"categories":1770},[233],{"categories":1772},[207],{"categories":1774},[222],{"categories":1776},[],{"categories":1778},[255],{"categories":1780},[],{"categories":1782},[222],{"categories":1784},[170],{"categories":1786},[207],{"categories":1788},[170],{"categories":1790},[1330],{"categories":1792},[1330],{"categories":1794},[307],{"categories":1796},[207],{"categories":1798},[207],{"categories":1800},[207],{"categories":1802},[170],{"categories":1804},[233],{"categories":1806},[307],{"categories":1808},[170],{"categories":1810},[255],{"categories":1812},[],{"categories":1814},[207],{"categories":1816},[],{"categories":1818},[207],{"categories":1820},[207],{"categories":1822},[207],{"categories":1824},[207],{"categories":1826},[170],{"categories":1828},[1829],"Contract Review & E-Discovery",{"categories":1831},[207],{"categories":1833},[307],{"categories":1835},[207],{"categories":1837},[210],{"categories":1839},[207],{"categories":1841},[255],{"categories":1843},[207],{"categories":1845},[207],{"categories":1847},[336],{"categories":1849},[233],{"categories":1851},[207],{"categories":1853},[207],{"categories":1855},[170],{"categories":1857},[170],{"categories":1859},[978],{"categories":1861},[207],{"categories":1863},[207],{"categories":1865},[170],{"categories":1867},[170],{"categories":1869},[207],{"categories":1871},[207],{"categories":1873},[207],{"categories":1875},[170],{"categories":1877},[207],{"categories":1879},[207],{"categories":1881},[550],{"categories":1883},[527],{"categories":1885},[207],{"categories":1887},[170],{"categories":1889},[207],{"categories":1891},[1892],"Law-Firm Practice & Adoption",{"categories":1894},[207],{"categories":1896},[170],{"categories":1898},[307],{"categories":1900},[207],{"categories":1902},[207],{"categories":1904},[207],{"categories":1906},[],{"categories":1908},[],{"categories":1910},[233],{"categories":1912},[207],{"categories":1914},[],{"categories":1916},[170],{"categories":1918},[210],{"categories":1920},[377],{"categories":1922},[207],{"categories":1924},[],{"categories":1926},[210],{"categories":1928},[215],{"categories":1930},[207],{"categories":1932},[336],{"categories":1934},[],{"categories":1936},[215],{"categories":1938},[170],{"categories":1940},[215],{"categories":1942},[],{"categories":1944},[207],{"categories":1946},[222],{"categories":1948},[207],{"categories":1950},[233],{"categories":1952},[],{"categories":1954},[],{"categories":1956},[],{"categories":1958},[],{"categories":1960},[207],{"categories":1962},[222],{"categories":1964},[170],{"categories":1966},[377],{"categories":1968},[207],{"categories":1970},[210],{"categories":1972},[233],{"categories":1974},[207],{"categories":1976},[207],{"categories":1978},[233],{"categories":1980},[222],{"categories":1982},[207],{"categories":1984},[207],{"categories":1986},[207],{"categories":1988},[1005],{"categories":1990},[207],{"categories":1992},[233],{"categories":1994},[207],{"categories":1996},[336],{"categories":1998},[233],{"categories":2000},[215],{"categories":2002},[207],{"categories":2004},[207],{"categories":2006},[207],{"categories":2008},[307],{"categories":2010},[207],{"categories":2012},[207],{"categories":2014},[207],{"categories":2016},[207],{"categories":2018},[215],{"categories":2020},[170],{"categories":2022},[207,210],{"categories":2024},[550],{"categories":2026},[207],{"categories":2028},[207],{"categories":2030},[233],{"categories":2032},[233],{"categories":2034},[307],{"categories":2036},[170],{"categories":2038},[170],{"categories":2040},[233],{"categories":2042},[207],{"categories":2044},[207],{"categories":2046},[207],{"categories":2048},[],{"categories":2050},[],{"categories":2052},[207],{"categories":2054},[258],{"categories":2056},[207],{"categories":2058},[170],{"categories":2060},[],{"categories":2062},[207],{"categories":2064},[207],{"categories":2066},[233],{"categories":2068},[258],{"categories":2070},[255],{"categories":2072},[307],{"categories":2074},[207],{"categories":2076},[170],{"categories":2078},[207],{"categories":2080},[233],{"categories":2082},[],{"categories":2084},[170],{"categories":2086},[207],{"categories":2088},[207],{"categories":2090},[207],{"categories":2092},[207],{"categories":2094},[],{"categories":2096},[170],{"categories":2098},[207],{"categories":2100},[207],{"categories":2102},[207],{"categories":2104},[],{"categories":2106},[170],{"categories":2108},[207],{"categories":2110},[207],{"categories":2112},[215],{"categories":2114},[207],{"categories":2116},[207],{"categories":2118},[],{"categories":2120},[210],{"categories":2122},[207],{"categories":2124},[207],{"categories":2126},[207],{"categories":2128},[307],{"categories":2130},[207],{"categories":2132},[233],{"categories":2134},[207],{"categories":2136},[210],{"categories":2138},[207],{"categories":2140},[233],{"categories":2142},[336],{"categories":2144},[170],{"categories":2146},[170],{"categories":2148},[207],{"categories":2150},[207],{"categories":2152},[207,307],{"categories":2154},[207],{"categories":2156},[170],{"categories":2158},[255],{"categories":2160},[207],{"categories":2162},[255],{"categories":2164},[170],{"categories":2166},[307],{"categories":2168},[207],{"categories":2170},[],{"categories":2172},[233],{"categories":2174},[377],{"categories":2176},[307],{"categories":2178},[233],{"categories":2180},[207],{"categories":2182},[222],{"categories":2184},[207],{"categories":2186},[207],{"categories":2188},[170],{"categories":2190},[],{"categories":2192},[],{"categories":2194},[207],{"categories":2196},[],{"categories":2198},[],{"categories":2200},[222],{"categories":2202},[233],{"categories":2204},[207],{"categories":2206},[170],{"categories":2208},[170],{"categories":2210},[215],{"categories":2212},[170],{"categories":2214},[377],{"categories":2216},[207],{"categories":2218},[207],{"categories":2220},[207],{"categories":2222},[244],{"categories":2224},[207],{"categories":2226},[207],{"categories":2228},[207],{"categories":2230},[233],{"categories":2232},[170],{"categories":2234},[207],{"categories":2236},[207],{"categories":2238},[233],{"categories":2240},[494],{"categories":2242},[170],{"categories":2244},[978],{"categories":2246},[],{"categories":2248},[307],{"categories":2250},[1892],{"categories":2252},[233],{"categories":2254},[],{"categories":2256},[],{"categories":2258},[207],{"categories":2260},[170],{"categories":2262},[],{"categories":2264},[],{"categories":2266},[207],{"categories":2268},[336],{"categories":2270},[207],{"categories":2272},[336],{"categories":2274},[170],{"categories":2276},[207],{"categories":2278},[207],{"categories":2280},[233],{"categories":2282},[222],{"categories":2284},[],{"categories":2286},[207],{"categories":2288},[207],{"categories":2290},[233],{"categories":2292},[1829],{"categories":2294},[307],{"categories":2296},[307],{"categories":2298},[207],{"categories":2300},[170],{"categories":2302},[210],{"categories":2304},[207],{"categories":2306},[207],{"categories":2308},[207],{"categories":2310},[207],{"categories":2312},[307],{"categories":2314},[307],{"categories":2316},[170],{"categories":2318},[170],{"categories":2320},[170],{"categories":2322},[207],{"categories":2324},[207],{"categories":2326},[],{"categories":2328},[207],{"categories":2330},[],{"categories":2332},[2333],"Interaction & Product Design",{"categories":2335},[207],{"categories":2337},[170],{"categories":2339},[233],{"categories":2341},[406],{"categories":2343},[255],{"categories":2345},[233],{"categories":2347},[207],{"categories":2349},[207],{"categories":2351},[207],{"categories":2353},[233],{"categories":2355},[207],{"categories":2357},[210],{"categories":2359},[170],{"categories":2361},[207],{"categories":2363},[],{"categories":2365},[170],{"categories":2367},[170],{"categories":2369},[170],{"categories":2371},[],{"categories":2373},[233],{"categories":2375},[207],{"categories":2377},[170],{"categories":2379},[210],{"categories":2381},[2333],{"categories":2383},[207],{"categories":2385},[210],{"categories":2387},[210],{"categories":2389},[],{"categories":2391},[170],{"categories":2393},[233],{"categories":2395},[],{"categories":2397},[170],{"categories":2399},[255],{"categories":2401},[207],{"categories":2403},[170],{"categories":2405},[207],{"categories":2407},[170],{"categories":2409},[170],{"categories":2411},[207],{"categories":2413},[207],{"categories":2415},[255],{"categories":2417},[258],{"categories":2419},[207],{"categories":2421},[222],{"categories":2423},[233],{"categories":2425},[2426],"Coding Agents & Dev Productivity",{"categories":2428},[255],{"categories":2430},[307],{"categories":2432},[207],{"categories":2434},[207],{"categories":2436},[],{"categories":2438},[207],{"categories":2440},[978],{"categories":2442},[],{"categories":2444},[207],{"categories":2446},[207],{"categories":2448},[377],{"categories":2450},[207],{"categories":2452},[255],{"categories":2454},[],{"categories":2456},[],{"categories":2458},[207],{"categories":2460},[],{"categories":2462},[170],{"categories":2464},[207],{"categories":2466},[],{"categories":2468},[233],{"categories":2470},[233],{"categories":2472},[207],{"categories":2474},[258],{"categories":2476},[],{"categories":2478},[207],{"categories":2480},[207],{"categories":2482},[207],{"categories":2484},[258],{"categories":2486},[233],{"categories":2488},[170],{"categories":2490},[],{"categories":2492},[],{"categories":2494},[207],{"categories":2496},[207],{"categories":2498},[170],{"categories":2500},[170],{"categories":2502},[471],{"categories":2504},[233],{"categories":2506},[233],{"categories":2508},[170],{"categories":2510},[255],{"categories":2512},[255],{"categories":2514},[170],{"categories":2516},[170],{"categories":2518},[207],{"categories":2520},[210],{"categories":2522},[2333],{"categories":2524},[222],{"categories":2526},[207,377],{"categories":2528},[258],{"categories":2530},[],{"categories":2532},[307],{"categories":2534},[170],{"categories":2536},[233],{"categories":2538},[210],{"categories":2540},[207],{"categories":2542},[170],{"categories":2544},[2545],"The Designer's Role & Craft",{"categories":2547},[307],{"categories":2549},[],{"categories":2551},[170],{"categories":2553},[207],{"categories":2555},[170],{"categories":2557},[170],{"categories":2559},[207],{"categories":2561},[336],{"categories":2563},[207],{"categories":2565},[233],{"categories":2567},[207],{"categories":2569},[307],{"categories":2571},[207],{"categories":2573},[],{"categories":2575},[170],{"categories":2577},[307],{"categories":2579},[222],{"categories":2581},[207],{"categories":2583},[207],{"categories":2585},[207],{"categories":2587},[2588],"AI UX Patterns",{"categories":2590},[170],{"categories":2592},[170],{"categories":2594},[170],{"categories":2596},[170],{"categories":2598},[336],{"categories":2600},[258],{"categories":2602},[207],{"categories":2604},[170],{"categories":2606},[207],{"categories":2608},[1330],{"categories":2610},[],{"categories":2612},[336],{"categories":2614},[170],{"categories":2616},[255],{"categories":2618},[233],{"categories":2620},[207],{"categories":2622},[170],{"categories":2624},[],{"categories":2626},[],{"categories":2628},[207],{"categories":2630},[207],{"categories":2632},[170],{"categories":2634},[207],{"categories":2636},[170],{"categories":2638},[471],{"categories":2640},[307],{"categories":2642},[207],{"categories":2644},[255],{"categories":2646},[233],{"categories":2648},[207],{"categories":2650},[170],{"categories":2652},[170],{"categories":2654},[],{"categories":2656},[207],{"categories":2658},[],{"categories":2660},[207],{"categories":2662},[],{"categories":2664},[207],{"categories":2666},[207],{"categories":2668},[207],{"categories":2670},[170],{"categories":2672},[233],{"categories":2674},[],{"categories":2676},[],{"categories":2678},[258],{"categories":2680},[244],{"categories":2682},[207],{"categories":2684},[207],{"categories":2686},[207],{"categories":2688},[258],{"categories":2690},[207],{"categories":2692},[207],{"categories":2694},[255],{"categories":2696},[207],{"categories":2698},[207],{"categories":2700},[207],{"categories":2702},[170],{"categories":2704},[207],{"categories":2706},[170],{"categories":2708},[207],{"categories":2710},[207],{"categories":2712},[207],{"categories":2714},[170],{"categories":2716},[],{"categories":2718},[207],{"categories":2720},[],{"categories":2722},[207],{"categories":2724},[207],{"categories":2726},[377],{"categories":2728},[207],{"categories":2730},[],{"categories":2732},[],{"categories":2734},[307],{"categories":2736},[1005],{"categories":2738},[170],{"categories":2740},[210],{"categories":2742},[2545],{"categories":2744},[],{"categories":2746},[],{"categories":2748},[207],{"categories":2750},[],{"categories":2752},[],{"categories":2754},[233],{"categories":2756},[255],{"categories":2758},[336],{"categories":2760},[170],{"categories":2762},[215],{"categories":2764},[207],{"categories":2766},[207],{"categories":2768},[215],{"categories":2770},[],{"categories":2772},[307],{"categories":2774},[222],{"categories":2776},[207],{"categories":2778},[207],{"categories":2780},[170],{"categories":2782},[215],{"categories":2784},[207],{"categories":2786},[207],{"categories":2788},[210],{"categories":2790},[207],{"categories":2792},[207],{"categories":2794},[],{"categories":2796},[210],{"categories":2798},[207],{"categories":2800},[336],{"categories":2802},[170],{"categories":2804},[255],{"categories":2806},[207],{"categories":2808},[233],{"categories":2810},[207],{"categories":2812},[207],{"categories":2814},[215],{"categories":2816},[207],{"categories":2818},[207],{"categories":2820},[207],{"categories":2822},[170],{"categories":2824},[207],{"categories":2826},[],{"categories":2828},[207],{"categories":2830},[233],{"categories":2832},[210],{"categories":2834},[207],{"categories":2836},[207],{"categories":2838},[207],{"categories":2840},[],{"categories":2842},[207],{"categories":2844},[550],{"categories":2846},[170],{"categories":2848},[215],{"categories":2850},[255],{"categories":2852},[207],{"categories":2854},[207],{"categories":2856},[],{"categories":2858},[215],{"categories":2860},[215],{"categories":2862},[207],{"categories":2864},[207],{"categories":2866},[222],{"categories":2868},[207],{"categories":2870},[207],{"categories":2872},[207],{"categories":2874},[207],{"categories":2876},[233],{"categories":2878},[233],{"categories":2880},[207],{"categories":2882},[],{"categories":2884},[233],{"categories":2886},[207],{"categories":2888},[233],{"categories":2890},[170],{"categories":2892},[655],{"categories":2894},[],{"categories":2896},[],{"categories":2898},[207],{"categories":2900},[255],{"categories":2902},[],{"categories":2904},[377],{"categories":2906},[207],{"categories":2908},[207],{"categories":2910},[207],{"categories":2912},[307],{"categories":2914},[967],{"categories":2916},[],{"categories":2918},[207],{"categories":2920},[207],{"categories":2922},[207],{"categories":2924},[233],{"categories":2926},[207],{"categories":2928},[207],{"categories":2930},[207,377],{"categories":2932},[207],{"categories":2934},[207],{"categories":2936},[307],{"categories":2938},[170],{"categories":2940},[],{"categories":2942},[170],{"categories":2944},[170],{"categories":2946},[207],{"categories":2948},[207],{"categories":2950},[207],{"categories":2952},[207],{"categories":2954},[258],{"categories":2956},[207],{"categories":2958},[2588],{"categories":2960},[210],{"categories":2962},[258],{"categories":2964},[210],{"categories":2966},[233],{"categories":2968},[307],{"categories":2970},[170],{"categories":2972},[207],{"categories":2974},[],{"categories":2976},[215],{"categories":2978},[207],{"categories":2980},[207],{"categories":2982},[255],{"categories":2984},[207],{"categories":2986},[207],{"categories":2988},[207],{"categories":2990},[170],{"categories":2992},[207],{"categories":2994},[207],{"categories":2996},[207],{"categories":2998},[215],{"categories":3000},[],{"categories":3002},[377],{"categories":3004},[207],{"categories":3006},[471],{"categories":3008},[307],{"categories":3010},[307],{"categories":3012},[233],{"categories":3014},[170],{"categories":3016},[207],{"categories":3018},[215],{"categories":3020},[255],{"categories":3022},[207],{"categories":3024},[207],{"categories":3026},[207],{"categories":3028},[307],{"categories":3030},[170],{"categories":3032},[170],{"categories":3034},[207],{"categories":3036},[207],{"categories":3038},[609],{"categories":3040},[170],{"categories":3042},[],{"categories":3044},[207],{"categories":3046},[207],{"categories":3048},[207],{"categories":3050},[],{"categories":3052},[],{"categories":3054},[207],{"categories":3056},[207],{"categories":3058},[170],{"categories":3060},[207],{"categories":3062},[207],{"categories":3064},[207],{"categories":3066},[233],{"categories":3068},[207],{"categories":3070},[207],{"categories":3072},[170],{"categories":3074},[207],{"categories":3076},[207],{"categories":3078},[207],{"categories":3080},[207],{"categories":3082},[207],{"categories":3084},[],{"categories":3086},[233],{"categories":3088},[258],{"categories":3090},[207],{"categories":3092},[170],{"categories":3094},[170],{"categories":3096},[207],{"categories":3098},[207],{"categories":3100},[],{"categories":3102},[],{"categories":3104},[207],{"categories":3106},[207],{"categories":3108},[207],{"categories":3110},[255],{"categories":3112},[258],{"categories":3114},[],{"categories":3116},[207],{"categories":3118},[307],{"categories":3120},[207],{"categories":3122},[377],{"categories":3124},[1892],{"categories":3126},[255],{"categories":3128},[233],{"categories":3130},[207],{"categories":3132},[233],{"categories":3134},[233],{"categories":3136},[207],{"categories":3138},[207],{"categories":3140},[233],{"categories":3142},[255],{"categories":3144},[255],{"categories":3146},[377],{"categories":3148},[170],{"categories":3150},[],{"categories":3152},[255],{"categories":3154},[207],{"categories":3156},[170],{"categories":3158},[210],{"categories":3160},[233],{"categories":3162},[207],{"categories":3164},[255],{"categories":3166},[],{"categories":3168},[207],{"categories":3170},[233],{"categories":3172},[233],{"categories":3174},[258],{"categories":3176},[207],{"categories":3178},[255],{"categories":3180},[207],{"categories":3182},[233],{"categories":3184},[170],{"categories":3186},[170],{"categories":3188},[255],{"categories":3190},[170],{"categories":3192},[377],{"categories":3194},[170],{"categories":3196},[207],{"categories":3198},[207],{"categories":3200},[207],{"categories":3202},[207],{"categories":3204},[233],{"categories":3206},[207],{"categories":3208},[],{"categories":3210},[170],{"categories":3212},[215],{"categories":3214},[233],{"categories":3216},[],{"categories":3218},[],{"categories":3220},[207],{"categories":3222},[170],{"categories":3224},[207],{"categories":3226},[207],{"categories":3228},[3229],"Frameworks & Tooling",{"categories":3231},[207],{"categories":3233},[207],{"categories":3235},[233],{"categories":3237},[207],{"categories":3239},[207],{"categories":3241},[],{"categories":3243},[258],{"categories":3245},[258],{"categories":3247},[210],{"categories":3249},[207],{"categories":3251},[170],{"categories":3253},[207],{"categories":3255},[307],{"categories":3257},[],{"categories":3259},[1892],{"categories":3261},[207],{"categories":3263},[233],{"categories":3265},[207],{"categories":3267},[377],{"categories":3269},[377],{"categories":3271},[],{"categories":3273},[170],{"categories":3275},[170],{"categories":3277},[207],{"categories":3279},[207],{"categories":3281},[255],{"categories":3283},[170],{"categories":3285},[255],{"categories":3287},[207],{"categories":3289},[170],{"categories":3291},[],{"categories":3293},[307],{"categories":3295},[207],{"categories":3297},[207],{"categories":3299},[],{"categories":3301},[207],{"categories":3303},[170],{"categories":3305},[207],{"categories":3307},[207],{"categories":3309},[207],{"categories":3311},[],{"categories":3313},[233],{"categories":3315},[207],{"categories":3317},[233],{"categories":3319},[377],{"categories":3321},[207],{"categories":3323},[207],{"categories":3325},[207],{"categories":3327},[233],{"categories":3329},[215],{"categories":3331},[207],{"categories":3333},[1892],{"categories":3335},[],{"categories":3337},[170],{"categories":3339},[210],{"categories":3341},[207],{"categories":3343},[210],{"categories":3345},[207],{"categories":3347},[],{"categories":3349},[170],{"categories":3351},[207],{"categories":3353},[207],{"categories":3355},[3356],"AI Design Tooling",{"categories":3358},[307],{"categories":3360},[207],{"categories":3362},[207],{"categories":3364},[233],{"categories":3366},[307],{"categories":3368},[207],{"categories":3370},[207],{"categories":3372},[233],{"categories":3374},[255],{"categories":3376},[222],{"categories":3378},[233],{"categories":3380},[207],{"categories":3382},[207],{"categories":3384},[207],{"categories":3386},[170],{"categories":3388},[207],{"categories":3390},[],{"categories":3392},[170],{"categories":3394},[207],{"categories":3396},[207],{"categories":3398},[170],{"categories":3400},[207],{"categories":3402},[207],{"categories":3404},[207],{"categories":3406},[170],{"categories":3408},[],{"categories":3410},[170],{"categories":3412},[3229],{"categories":3414},[207],{"categories":3416},[207],{"categories":3418},[170],{"categories":3420},[170],{"categories":3422},[233],{"categories":3424},[233],{"categories":3426},[207],{"categories":3428},[],{"categories":3430},[233],{"categories":3432},[207],{"categories":3434},[207],{"categories":3436},[170],{"categories":3438},[215],{"categories":3440},[207],{"categories":3442},[],{"categories":3444},[207],{"categories":3446},[207],{"categories":3448},[2333],{"categories":3450},[],{"categories":3452},[207],{"categories":3454},[207],{"categories":3456},[207],{"categories":3458},[207],{"categories":3460},[307],{"categories":3462},[207],{"categories":3464},[],{"categories":3466},[207],{"categories":3468},[207],{"categories":3470},[207],{"categories":3472},[207],{"categories":3474},[336],{"categories":3476},[255],{"categories":3478},[207],{"categories":3480},[207],{"categories":3482},[1892],{"categories":3484},[210],{"categories":3486},[207],{"categories":3488},[207],{"categories":3490},[258],{"categories":3492},[207],{"categories":3494},[207],{"categories":3496},[255],{"categories":3498},[170],{"categories":3500},[],{"categories":3502},[207],{"categories":3504},[207],{"categories":3506},[307],{"categories":3508},[207],{"categories":3510},[336],{"categories":3512},[170],{"categories":3514},[207],{"categories":3516},[170],{"categories":3518},[],{"categories":3520},[],{"categories":3522},[],{"categories":3524},[210],{"categories":3526},[255],{"categories":3528},[170],{"categories":3530},[207],{"categories":3532},[207],{"categories":3534},[207],{"categories":3536},[207],{"categories":3538},[494],{"categories":3540},[307],{"categories":3542},[170],{"categories":3544},[207],{"categories":3546},[],{"categories":3548},[170],{"categories":3550},[170],{"categories":3552},[],{"categories":3554},[207],{"categories":3556},[170],{"categories":3558},[207],{"categories":3560},[],{"categories":3562},[207],{"categories":3564},[207],{"categories":3566},[207],{"categories":3568},[255],{"categories":3570},[307],{"categories":3572},[170],{"categories":3574},[307],{"categories":3576},[170],{"categories":3578},[207],{"categories":3580},[215],{"categories":3582},[],{"categories":3584},[],{"categories":3586},[207],{"categories":3588},[207],{"categories":3590},[207],{"categories":3592},[210],{"categories":3594},[170],{"categories":3596},[255],{"categories":3598},[],{"categories":3600},[307],{"categories":3602},[],{"categories":3604},[233],{"categories":3606},[207],{"categories":3608},[233],{"categories":3610},[307],{"categories":3612},[233],{"categories":3614},[207],{"categories":3616},[],{"categories":3618},[207],{"categories":3620},[207],{"categories":3622},[],{"categories":3624},[207],{"categories":3626},[207],{"categories":3628},[336],{"categories":3630},[207],{"categories":3632},[207],{"categories":3634},[377],{"categories":3636},[233],{"categories":3638},[207],{"categories":3640},[],{"categories":3642},[170],{"categories":3644},[207],{"categories":3646},[210],{"categories":3648},[609],{"categories":3650},[207],{"categories":3652},[207],{"categories":3654},[170],{"categories":3656},[207],{"categories":3658},[170],{"categories":3660},[207],{"categories":3662},[207],{"categories":3664},[207],{"categories":3666},[207],{"categories":3668},[],{"categories":3670},[207],{"categories":3672},[210],{"categories":3674},[207],{"categories":3676},[215],{"categories":3678},[233],{"categories":3680},[307],{"categories":3682},[],{"categories":3684},[207],{"categories":3686},[],{"categories":3688},[170],{"categories":3690},[207],{"categories":3692},[],{"categories":3694},[170],{"categories":3696},[207],{"categories":3698},[233],{"categories":3700},[307],{"categories":3702},[255],{"categories":3704},[207],{"categories":3706},[255],{"categories":3708},[170],{"categories":3710},[307],{"categories":3712},[207],{"categories":3714},[],{"categories":3716},[207],{"categories":3718},[244],{"categories":3720},[170],{"categories":3722},[207],{"categories":3724},[307],{"categories":3726},[255],{"categories":3728},[215],{"categories":3730},[233],{"categories":3732},[207],{"categories":3734},[207],{"categories":3736},[207],{"categories":3738},[207],{"categories":3740},[255],{"categories":3742},[336],{"categories":3744},[],{"categories":3746},[],{"categories":3748},[258],{"categories":3750},[550],{"categories":3752},[207],{"categories":3754},[170],{"categories":3756},[207,233],{"categories":3758},[255],{"categories":3760},[207],{"categories":3762},[207],{"categories":3764},[207],{"categories":3766},[207],{"categories":3768},[207],{"categories":3770},[207],{"categories":3772},[207],{"categories":3774},[170],{"categories":3776},[207],{"categories":3778},[170],{"categories":3780},[207],{"categories":3782},[207],{"categories":3784},[207],{"categories":3786},[],{"categories":3788},[207],{"categories":3790},[1330],{"categories":3792},[233],{"categories":3794},[307],{"categories":3796},[207],{"categories":3798},[207],{"categories":3800},[207],{"categories":3802},[258],{"categories":3804},[170],{"categories":3806},[336],{"categories":3808},[377],{"categories":3810},[],{"categories":3812},[233],{"categories":3814},[207],{"categories":3816},[215],{"categories":3818},[170],{"categories":3820},[210],{"categories":3822},[170],{"categories":3824},[207],{"categories":3826},[170],{"categories":3828},[170],{"categories":3830},[222],{"categories":3832},[233],{"categories":3834},[207],{"categories":3836},[207],{"categories":3838},[],{"categories":3840},[],{"categories":3842},[],{"categories":3844},[377],{"categories":3846},[207],{"categories":3848},[255],{"categories":3850},[207],{"categories":3852},[207],{"categories":3854},[207],{"categories":3856},[207],{"categories":3858},[],{"categories":3860},[207],{"categories":3862},[258],{"categories":3864},[215],{"categories":3866},[170],{"categories":3868},[207],{"categories":3870},[],{"categories":3872},[207],{"categories":3874},[170],{"categories":3876},[207],{"categories":3878},[377],{"categories":3880},[],{"categories":3882},[307],{"categories":3884},[307],{"categories":3886},[207],{"categories":3888},[170],{"categories":3890},[],{"categories":3892},[233],{"categories":3894},[207],{"categories":3896},[307],{"categories":3898},[207],{"categories":3900},[215],{"categories":3902},[170],{"categories":3904},[207],{"categories":3906},[],{"categories":3908},[255],{"categories":3910},[207],{"categories":3912},[207],{"categories":3914},[207],{"categories":3916},[307],{"categories":3918},[170],{"categories":3920},[255],{"categories":3922},[],{"categories":3924},[170],{"categories":3926},[215],{"categories":3928},[170],{"categories":3930},[307],{"categories":3932},[207],{"categories":3934},[207],{"categories":3936},[207],{"categories":3938},[550],{"categories":3940},[207],{"categories":3942},[170],{"categories":3944},[],{"categories":3946},[207],{"categories":3948},[207],{"categories":3950},[377],{"categories":3952},[255],{"categories":3954},[258],{"categories":3956},[655],{"categories":3958},[258],{"categories":3960},[258],{"categories":3962},[207],{"categories":3964},[],{"categories":3966},[],{"categories":3968},[],{"categories":3970},[170],{"categories":3972},[207],{"categories":3974},[170],{"categories":3976},[170],{"categories":3978},[233],{"categories":3980},[207],{"categories":3982},[527],{"categories":3984},[233],{"categories":3986},[170],{"categories":3988},[207],{"categories":3990},[207],{"categories":3992},[207],{"categories":3994},[207],{"categories":3996},[207],{"categories":3998},[170],{"categories":4000},[207],{"categories":4002},[],{"categories":4004},[],{"categories":4006},[207],{"categories":4008},[],{"categories":4010},[207],{"categories":4012},[170],{"categories":4014},[307],{"categories":4016},[207],{"categories":4018},[207],{"categories":4020},[],{"categories":4022},[170],{"categories":4024},[207],{"categories":4026},[207],{"categories":4028},[222],{"categories":4030},[207],{"categories":4032},[307],{"categories":4034},[207],{"categories":4036},[170],{"categories":4038},[215],{"categories":4040},[207],{"categories":4042},[207],{"categories":4044},[336],{"categories":4046},[170],{"categories":4048},[207],{"categories":4050},[207],{"categories":4052},[967],{"categories":4054},[207],{"categories":4056},[170],{"categories":4058},[207],{"categories":4060},[233],{"categories":4062},[207],{"categories":4064},[609],{"categories":4066},[307],{"categories":4068},[],{"categories":4070},[207],{"categories":4072},[207],{"categories":4074},[255],{"categories":4076},[550],{"categories":4078},[170],{"categories":4080},[207],{"categories":4082},[],{"categories":4084},[255],{"categories":4086},[471],{"categories":4088},[170],{"categories":4090},[170],{"categories":4092},[170],{"categories":4094},[207],{"categories":4096},[207],{"categories":4098},[170],{"categories":4100},[],{"categories":4102},[215],{"categories":4104},[207],{"categories":4106},[215],{"categories":4108},[170],{"categories":4110},[],{"categories":4112},[233],{"categories":4114},[207],{"categories":4116},[207],{"categories":4118},[210],{"categories":4120},[207],{"categories":4122},[255],{"categories":4124},[377],{"categories":4126},[244],{"categories":4128},[170],{"categories":4130},[170],{"categories":4132},[207],{"categories":4134},[207],{"categories":4136},[170],{"categories":4138},[207],{"categories":4140},[210],{"categories":4142},[],{"categories":4144},[170],{"categories":4146},[207],{"categories":4148},[207],{"categories":4150},[207],{"categories":4152},[170],{"categories":4154},[207],{"categories":4156},[],{"categories":4158},[207],{"categories":4160},[],{"categories":4162},[307],{"categories":4164},[170],{"categories":4166},[207,215],{"categories":4168},[170],{"categories":4170},[207],{"categories":4172},[],{"categories":4174},[210],{"categories":4176},[258],{"categories":4178},[215],{"categories":4180},[207],{"categories":4182},[233],{"categories":4184},[207],{"categories":4186},[207],{"categories":4188},[170],{"categories":4190},[207],{"categories":4192},[207],{"categories":4194},[207],{"categories":4196},[255],{"categories":4198},[1330],{"categories":4200},[170],{"categories":4202},[207],{"categories":4204},[],{"categories":4206},[],{"categories":4208},[207],{"categories":4210},[170],{"categories":4212},[207],{"categories":4214},[207],{"categories":4216},[377],{"categories":4218},[],{"categories":4220},[207],{"categories":4222},[170],{"categories":4224},[244],{"categories":4226},[170],{"categories":4228},[550],{"categories":4230},[],{"categories":4232},[494],{"categories":4234},[170],{"categories":4236},[207],{"categories":4238},[207],{"categories":4240},[336],{"categories":4242},[170],{"categories":4244},[207],{"categories":4246},[258],{"categories":4248},[222],{"categories":4250},[170],{"categories":4252},[207],{"categories":4254},[550],{"categories":4256},[207],{"categories":4258},[377],{"categories":4260},[215],{"categories":4262},[],{"categories":4264},[207],{"categories":4266},[207],{"categories":4268},[336],{"categories":4270},[307],{"categories":4272},[207],{"categories":4274},[207],{"categories":4276},[207],{"categories":4278},[],{"categories":4280},[336],{"categories":4282},[255],{"categories":4284},[207],{"categories":4286},[207],{"categories":4288},[207],{"categories":4290},[655],{"categories":4292},[210],{"categories":4294},[207],{"categories":4296},[222],{"categories":4298},[207],{"categories":4300},[],{"categories":4302},[],{"categories":4304},[307],{"categories":4306},[207],{"categories":4308},[258],{"categories":4310},[336],{"categories":4312},[170],{"categories":4314},[207],{"categories":4316},[207],{"categories":4318},[336],{"categories":4320},[255],{"categories":4322},[207],{"categories":4324},[],{"categories":4326},[207],{"categories":4328},[207],{"categories":4330},[],{"categories":4332},[207],{"categories":4334},[207],{"categories":4336},[680],{"categories":4338},[207],{"categories":4340},[207],{"categories":4342},[170],{"categories":4344},[233],{"categories":4346},[550],{"categories":4348},[207],{"categories":4350},[207],{"categories":4352},[207],{"categories":4354},[],{"categories":4356},[207,233],{"categories":4358},[255],{"categories":4360},[170],{"categories":4362},[233],{"categories":4364},[170],{"categories":4366},[1005],{"categories":4368},[233],{"categories":4370},[233],{"categories":4372},[170],{"categories":4374},[207],{"categories":4376},[210],{"categories":4378},[],{"categories":4380},[],{"categories":4382},[170],{"categories":4384},[207],{"categories":4386},[233],{"categories":4388},[207],{"categories":4390},[210],{"categories":4392},[233],{"categories":4394},[233],{"categories":4396},[207],{"categories":4398},[336],{"categories":4400},[207],{"categories":4402},[233],{"categories":4404},[207],{"categories":4406},[],{"categories":4408},[207],{"categories":4410},[207],{"categories":4412},[307,207],{"categories":4414},[377],{"categories":4416},[210],{"categories":4418},[207],{"categories":4420},[],{"categories":4422},[207],{"categories":4424},[207],{"categories":4426},[215],{"categories":4428},[207],{"categories":4430},[215],{"categories":4432},[207],{"categories":4434},[207],{"categories":4436},[471],{"categories":4438},[207],{"categories":4440},[215],{"categories":4442},[233],{"categories":4444},[258],{"categories":4446},[170],{"categories":4448},[207],{"categories":4450},[233],{"categories":4452},[207],{"categories":4454},[207],{"categories":4456},[255],{"categories":4458},[336],{"categories":4460},[307],{"categories":4462},[207],{"categories":4464},[207],{"categories":4466},[207],{"categories":4468},[207],{"categories":4470},[210],{"categories":4472},[207],{"categories":4474},[170],{"categories":4476},[170],{"categories":4478},[233],{"categories":4480},[255],{"categories":4482},[233],{"categories":4484},[233],{"categories":4486},[207],{"categories":4488},[207],{"categories":4490},[],{"categories":4492},[],{"categories":4494},[258],{"categories":4496},[207],{"categories":4498},[233],{"categories":4500},[207],{"categories":4502},[307],{"categories":4504},[550],{"categories":4506},[494],{"categories":4508},[471],{"categories":4510},[207],{"categories":4512},[207],{"categories":4514},[207],{"categories":4516},[258],{"categories":4518},[207],{"categories":4520},[207],{"categories":4522},[207],{"categories":4524},[207],{"categories":4526},[207],{"categories":4528},[207],{"categories":4530},[207],{"categories":4532},[170],{"categories":4534},[210],{"categories":4536},[170],{"categories":4538},[207,215],{"categories":4540},[],{"categories":4542},[307],{"categories":4544},[],{"categories":4546},[222],{"categories":4548},[207],{"categories":4550},[255],{"categories":4552},[210],{"categories":4554},[207],{"categories":4556},[210],{"categories":4558},[170],{"categories":4560},[258],{"categories":4562},[170],{"categories":4564},[222],{"categories":4566},[170],{"categories":4568},[207],{"categories":4570},[207],{"categories":4572},[215],{"categories":4574},[170],{"categories":4576},[233],{"categories":4578},[336],{"categories":4580},[207],{"categories":4582},[207],{"categories":4584},[],{"categories":4586},[255],{"categories":4588},[207],{"categories":4590},[207],{"categories":4592},[207],{"categories":4594},[207],{"categories":4596},[207],{"categories":4598},[207],{"categories":4600},[233],{"categories":4602},[255],{"categories":4604},[233],{"categories":4606},[233],{"categories":4608},[207],{"categories":4610},[207],{"categories":4612},[207],{"categories":4614},[207],{"categories":4616},[494],{"categories":4618},[207],{"categories":4620},[170],{"categories":4622},[255],{"categories":4624},[207],{"categories":4626},[207],{"categories":4628},[207],{"categories":4630},[170],{"categories":4632},[207],{"categories":4634},[207],{"categories":4636},[207],{"categories":4638},[3229],{"categories":4640},[4641],"Clinical AI",{"categories":4643},[307],{"categories":4645},[207],{"categories":4647},[207],{"categories":4649},[207],{"categories":4651},[207],{"categories":4653},[377],{"categories":4655},[2588],{"categories":4657},[207],{"categories":4659},[222],{"categories":4661},[307],{"categories":4663},[207],{"categories":4665},[170],{"categories":4667},[207],{"categories":4669},[207],{"categories":4671},[255],{"categories":4673},[207],{"categories":4675},[170],{"categories":4677},[233],{"categories":4679},[336],{"categories":4681},[207],{"categories":4683},[207],{"categories":4685},[215],{"categories":4687},[207],{"categories":4689},[207],{"categories":4691},[609],{"categories":4693},[207],{"categories":4695},[],{"categories":4697},[170],{"categories":4699},[207],{"categories":4701},[233],{"categories":4703},[210],{"categories":4705},[207],{"categories":4707},[],{"categories":4709},[],{"categories":4711},[207],{"categories":4713},[],{"categories":4715},[215],{"categories":4717},[207],{"categories":4719},[207],{"categories":4721},[170],{"categories":4723},[207],{"categories":4725},[255],{"categories":4727},[255],{"categories":4729},[255],{"categories":4731},[255],{"categories":4733},[],{"categories":4735},[210],{"categories":4737},[170],{"categories":4739},[255],{"categories":4741},[207],{"categories":4743},[680],{"categories":4745},[222],{"categories":4747},[170],{"categories":4749},[207],{"categories":4751},[210],{"categories":4753},[207],{"categories":4755},[170],{"categories":4757},[207],{"categories":4759},[207],{"categories":4761},[207],{"categories":4763},[207,170],{"categories":4765},[170],{"categories":4767},[377],{"categories":4769},[255],{"categories":4771},[170],{"categories":4773},[255],{"categories":4775},[170],{"categories":4777},[207],{"categories":4779},[],{"categories":4781},[255],{"categories":4783},[336],{"categories":4785},[210],{"categories":4787},[207],{"categories":4789},[207],{"categories":4791},[],{"categories":4793},[233],{"categories":4795},[],{"categories":4797},[210],{"categories":4799},[170],{"categories":4801},[255],{"categories":4803},[207],{"categories":4805},[255],{"categories":4807},[210],{"categories":4809},[255],{"categories":4811},[255],{"categories":4813},[],{"categories":4815},[215],{"categories":4817},[170],{"categories":4819},[255],{"categories":4821},[255],{"categories":4823},[255],{"categories":4825},[255],{"categories":4827},[255],{"categories":4829},[255],{"categories":4831},[255],{"categories":4833},[255],{"categories":4835},[255],{"categories":4837},[255],{"categories":4839},[258],{"categories":4841},[210],{"categories":4843},[207],{"categories":4845},[207],{"categories":4847},[170],{"categories":4849},[170],{"categories":4851},[],{"categories":4853},[207],{"categories":4855},[207,210],{"categories":4857},[],{"categories":4859},[170],{"categories":4861},[207],{"categories":4863},[255],{"categories":4865},[170],{"categories":4867},[1005],{"categories":4869},[207],{"categories":4871},[207],{"categories":4873},[207],{"categories":4875},[207],{"categories":4877},[207],{"categories":4879},[471],{"categories":4881},[207],{"categories":4883},[207],{"categories":4885},[170],{"categories":4887},[207],{"categories":4889},[207],{"categories":4891},[215],{"categories":4893},[222],{"categories":4895},[170],{"categories":4897},[170],{"categories":4899},[],{"categories":4901},[170],{"categories":4903},[307],{"categories":4905},[255],{"categories":4907},[207],{"categories":4909},[],{"categories":4911},[222],{"categories":4913},[],{"categories":4915},[233],{"categories":4917},[207],{"categories":4919},[170],{"categories":4921},[307],{"categories":4923},[207],{"categories":4925},[],{"categories":4927},[207],{"categories":4929},[207],{"categories":4931},[],{"categories":4933},[336],{"categories":4935},[207],{"categories":4937},[170],{"categories":4939},[],{"categories":4941},[],{"categories":4943},[255],{"categories":4945},[210],{"categories":4947},[207],{"categories":4949},[207],{"categories":4951},[215],{"categories":4953},[207],{"categories":4955},[207],{"categories":4957},[170],{"categories":4959},[207],{"categories":4961},[215],{"categories":4963},[215],{"categories":4965},[307],{"categories":4967},[],{"categories":4969},[207],{"categories":4971},[255],{"categories":4973},[],{"categories":4975},[207],{"categories":4977},[207],{"categories":4979},[307],{"categories":4981},[207],{"categories":4983},[207],{"categories":4985},[336],{"categories":4987},[207],{"categories":4989},[377],{"categories":4991},[],{"categories":4993},[170],{"categories":4995},[207],{"categories":4997},[336],{"categories":4999},[233],{"categories":5001},[],{"categories":5003},[207],{"categories":5005},[],{"categories":5007},[170],{"categories":5009},[307],{"categories":5011},[233],{"categories":5013},[],{"categories":5015},[3229],{"categories":5017},[215],{"categories":5019},[210],{"categories":5021},[207],{"categories":5023},[258],{"categories":5025},[170],{"categories":5027},[307],{"categories":5029},[207],{"categories":5031},[233],{"categories":5033},[],{"categories":5035},[],{"categories":5037},[207],{"categories":5039},[210],{"categories":5041},[207],{"categories":5043},[336],{"categories":5045},[],{"categories":5047},[170],{"categories":5049},[170],{"categories":5051},[207],{"categories":5053},[170],{"categories":5055},[207],{"categories":5057},[255],{"categories":5059},[233],{"categories":5061},[207],{"categories":5063},[170],{"categories":5065},[222],{"categories":5067},[207],{"categories":5069},[207],{"categories":5071},[207],{"categories":5073},[170],{"categories":5075},[207],{"categories":5077},[222],{"categories":5079},[336],{"categories":5081},[255],{"categories":5083},[],{"categories":5085},[336],{"categories":5087},[207],{"categories":5089},[],{"categories":5091},[233],{"categories":5093},[170],{"categories":5095},[],{"categories":5097},[207],{"categories":5099},[207],{"categories":5101},[207],{"categories":5103},[207],{"categories":5105},[207],{"categories":5107},[170],{"categories":5109},[215],{"categories":5111},[210],{"categories":5113},[170],{"categories":5115},[207],{"categories":5117},[307],{"categories":5119},[233],{"categories":5121},[233],{"categories":5123},[207],{"categories":5125},[258],{"categories":5127},[170],{"categories":5129},[207],{"categories":5131},[207],{"categories":5133},[170],{"categories":5135},[207],{"categories":5137},[207],{"categories":5139},[170],{"categories":5141},[215],{"categories":5143},[207],{"categories":5145},[307],{"categories":5147},[233],{"categories":5149},[170],{"categories":5151},[207],{"categories":5153},[222],{"categories":5155},[207],{"categories":5157},[170],{"categories":5159},[207],{"categories":5161},[207],{"categories":5163},[255],{"categories":5165},[207],{"categories":5167},[],{"categories":5169},[210],{"categories":5171},[207],{"categories":5173},[207],{"categories":5175},[207],{"categories":5177},[233],{"categories":5179},[233],{"categories":5181},[207],{"categories":5183},[233],{"categories":5185},[207],{"categories":5187},[170],{"categories":5189},[207],{"categories":5191},[207],{"categories":5193},[207],{"categories":5195},[207],{"categories":5197},[207],{"categories":5199},[],{"categories":5201},[207],{"categories":5203},[307],{"categories":5205},[170],{"categories":5207},[215],{"categories":5209},[255],{"categories":5211},[207],{"categories":5213},[170],{"categories":5215},[207],{"categories":5217},[170],{"categories":5219},[207],{"categories":5221},[207],{"categories":5223},[307],{"categories":5225},[170],{"categories":5227},[207],{"categories":5229},[336],{"categories":5231},[207],{"categories":5233},[258],{"categories":5235},[207],{"categories":5237},[207],{"categories":5239},[255],{"categories":5241},[207],{"categories":5243},[207],{"categories":5245},[207],{"categories":5247},[207],{"categories":5249},[170],{"categories":5251},[377],{"categories":5253},[207],{"categories":5255},[233],{"categories":5257},[170],{"categories":5259},[258],{"categories":5261},[],{"categories":5263},[170],{"categories":5265},[233],{"categories":5267},[207],{"categories":5269},[207],{"categories":5271},[2426],{"categories":5273},[307],{"categories":5275},[406],{"categories":5277},[207],{"categories":5279},[207],{"categories":5281},[207],{"categories":5283},[207],{"categories":5285},[210],{"categories":5287},[207],{"categories":5289},[207],{"categories":5291},[233],{"categories":5293},[215],{"categories":5295},[207],{"categories":5297},[233],{"categories":5299},[207],{"categories":5301},[],{"categories":5303},[170],{"categories":5305},[170],{"categories":5307},[207],{"categories":5309},[207],{"categories":5311},[207],{"categories":5313},[258],{"categories":5315},[],{"categories":5317},[255],{"categories":5319},[],{"categories":5321},[255],{"categories":5323},[207],{"categories":5325},[207],{"categories":5327},[170],{"categories":5329},[207],{"categories":5331},[170],{"categories":5333},[170],{"categories":5335},[],{"categories":5337},[207],{"categories":5339},[255],{"categories":5341},[207],{"categories":5343},[],{"categories":5345},[207],{"categories":5347},[207],{"categories":5349},[],{"categories":5351},[207],{"categories":5353},[207],{"categories":5355},[307],{"categories":5357},[233],{"categories":5359},[170],{"categories":5361},[207],{"categories":5363},[207],{"categories":5365},[207],{"categories":5367},[207],{"categories":5369},[336],{"categories":5371},[207],{"categories":5373},[207],{"categories":5375},[207],{"categories":5377},[210],{"categories":5379},[207],{"categories":5381},[207],{"categories":5383},[],{"categories":5385},[207],{"categories":5387},[207],{"categories":5389},[207],{"categories":5391},[],{"categories":5393},[210],{"categories":5395},[207],{"categories":5397},[207],{"categories":5399},[255],{"categories":5401},[233],{"categories":5403},[222],{"categories":5405},[170],{"categories":5407},[550],{"categories":5409},[207],{"categories":5411},[207],{"categories":5413},[207],{"categories":5415},[233],{"categories":5417},[255],{"categories":5419},[307],{"categories":5421},[207],{"categories":5423},[207],{"categories":5425},[207],{"categories":5427},[207],{"categories":5429},[255],{"categories":5431},[207],{"categories":5433},[307],{"categories":5435},[207],{"categories":5437},[207],{"categories":5439},[255],{"categories":5441},[307],{"categories":5443},[207],{"categories":5445},[255],{"categories":5447},[207],{"categories":5449},[170],{"categories":5451},[170],{"categories":5453},[170],{"categories":5455},[233],{"categories":5457},[255],{"categories":5459},[170],{"categories":5461},[170],{"categories":5463},[207],{"categories":5465},[233],{"categories":5467},[307],{"categories":5469},[207],{"categories":5471},[207],{"categories":5473},[170],{"categories":5475},[207],{"categories":5477},[],{"categories":5479},[170],{"categories":5481},[],{"categories":5483},[207],{"categories":5485},[207],{"categories":5487},[],{"categories":5489},[],{"categories":5491},[170],{"categories":5493},[215],{"categories":5495},[170],{"categories":5497},[5498],"Liability & Ethics",{"categories":5500},[207],{"categories":5502},[207],{"categories":5504},[207],{"categories":5506},[170],{"categories":5508},[210],{"categories":5510},[170],{"categories":5512},[215],{"categories":5514},[336],{"categories":5516},[170],{"categories":5518},[207],{"categories":5520},[207],{"categories":5522},[],{"categories":5524},[655],{"categories":5526},[170],{"categories":5528},[],{"categories":5530},[207],{"categories":5532},[210],{"categories":5534},[170],{"categories":5536},[],{"categories":5538},[170],{"categories":5540},[207],{"categories":5542},[207],{"categories":5544},[233],{"categories":5546},[207],{"categories":5548},[255],{"categories":5550},[207],{"categories":5552},[207],{"categories":5554},[222],{"categories":5556},[170],{"categories":5558},[207],{"categories":5560},[207],{"categories":5562},[207],{"categories":5564},[255],{"categories":5566},[170],{"categories":5568},[233],{"categories":5570},[307],{"categories":5572},[210],{"categories":5574},[207],{"categories":5576},[207],{"categories":5578},[207],{"categories":5580},[],{"categories":5582},[170],{"categories":5584},[170],{"categories":5586},[170],{"categories":5588},[550],{"categories":5590},[307],{"categories":5592},[170],{"categories":5594},[377],{"categories":5596},[233],{"categories":5598},[255],{"categories":5600},[207],{"categories":5602},[307],{"categories":5604},[207],{"categories":5606},[210],{"categories":5608},[],{"categories":5610},[170],{"categories":5612},[207],{"categories":5614},[207],{"categories":5616},[207],{"categories":5618},[207],{"categories":5620},[170],{"categories":5622},[207],{"categories":5624},[207],{"categories":5626},[307],{"categories":5628},[],{"categories":5630},[170],{"categories":5632},[222],{"categories":5634},[255],{"categories":5636},[170],{"categories":5638},[215],{"categories":5640},[],{"categories":5642},[207],{"categories":5644},[207],{"categories":5646},[222],{"categories":5648},[207],{"categories":5650},[170],{"categories":5652},[255],{"categories":5654},[210],{"categories":5656},[377],{"categories":5658},[207],{"categories":5660},[207],{"categories":5662},[207],{"categories":5664},[255],{"categories":5666},[215],{"categories":5668},[207],{"categories":5670},[307],{"categories":5672},[255],{"categories":5674},[377],{"categories":5676},[207],{"categories":5678},[170],{"categories":5680},[],{"categories":5682},[609],{"categories":5684},[],{"categories":5686},[207],{"categories":5688},[377],{"categories":5690},[207],{"categories":5692},[258],{"categories":5694},[207],{"categories":5696},[170],{"categories":5698},[170],{"categories":5700},[5701],"Design News & Tools",{"categories":5703},[207],{"categories":5705},[207],{"categories":5707},[255],{"categories":5709},[207],{"categories":5711},[207],{"categories":5713},[210],{"categories":5715},[170],{"categories":5717},[207],{"categories":5719},[307],{"categories":5721},[170],{"categories":5723},[170],{"categories":5725},[307],{"categories":5727},[207],{"categories":5729},[207],{"categories":5731},[550],{"categories":5733},[170],{"categories":5735},[207],{"categories":5737},[207],{"categories":5739},[550],{"categories":5741},[207],{"categories":5743},[336],{"categories":5745},[207],{"categories":5747},[170],{"categories":5749},[],{"categories":5751},[207],{"categories":5753},[207],{"categories":5755},[207],{"categories":5757},[255],{"categories":5759},[207],{"categories":5761},[210],{"categories":5763},[],{"categories":5765},[207],{"categories":5767},[207],{"categories":5769},[207],{"categories":5771},[233],{"categories":5773},[680],{"categories":5775},[233],{"categories":5777},[307],{"categories":5779},[207],{"categories":5781},[207,170],{"categories":5783},[336,215],{"categories":5785},[233],{"categories":5787},[207],{"categories":5789},[207],{"categories":5791},[207],{"categories":5793},[207],{"categories":5795},[],{"categories":5797},[170],{"categories":5799},[207],{"categories":5801},[],{"categories":5803},[207],{"categories":5805},[233],{"categories":5807},[207],{"categories":5809},[233],{"categories":5811},[],{"categories":5813},[170],{"categories":5815},[207],{"categories":5817},[215],{"categories":5819},[207],{"categories":5821},[255],{"categories":5823},[207],{"categories":5825},[],{"categories":5827},[170],{"categories":5829},[207],{"categories":5831},[],{"categories":5833},[307],{"categories":5835},[207],{"categories":5837},[207],{"categories":5839},[170],{"categories":5841},[207],{"categories":5843},[207],{"categories":5845},[210],{"categories":5847},[170],{"categories":5849},[207],{"categories":5851},[],{"categories":5853},[207],{"categories":5855},[377],{"categories":5857},[336],{"categories":5859},[215],{"categories":5861},[215],{"categories":5863},[207],{"categories":5865},[210],{"categories":5867},[210],{"categories":5869},[207],{"categories":5871},[170],{"categories":5873},[207],{"categories":5875},[207],{"categories":5877},[207],{"categories":5879},[207],{"categories":5881},[233],{"categories":5883},[207],{"categories":5885},[210],{"categories":5887},[207],{"categories":5889},[207],{"categories":5891},[170],{"categories":5893},[207],{"categories":5895},[336],{"categories":5897},[207],{"categories":5899},[255],{"categories":5901},[207],{"categories":5903},[207],{"categories":5905},[170],{"categories":5907},[222],{"categories":5909},[207],{"categories":5911},[207],{"categories":5913},[170],{"categories":5915},[],{"categories":5917},[233],{"categories":5919},[],{"categories":5921},[233],{"categories":5923},[170],{"categories":5925},[210],{"categories":5927},[207],{"categories":5929},[],{"categories":5931},[258],{"categories":5933},[377],{"categories":5935},[207],{"categories":5937},[233],{"categories":5939},[207],{"categories":5941},[],{"categories":5943},[255],{"categories":5945},[170],{"categories":5947},[233],{"categories":5949},[307],{"categories":5951},[215],{"categories":5953},[207],{"categories":5955},[207],{"categories":5957},[170],{"categories":5959},[233],{"categories":5961},[170],{"categories":5963},[255],{"categories":5965},[207],{"categories":5967},[222],{"categories":5969},[210],{"categories":5971},[222],{"categories":5973},[255],{"categories":5975},[207],{"categories":5977},[233],{"categories":5979},[207],{"categories":5981},[307],{"categories":5983},[215],{"categories":5985},[207],{"categories":5987},[207],{"categories":5989},[207],{"categories":5991},[207],{"categories":5993},[207],{"categories":5995},[207],{"categories":5997},[170],{"categories":5999},[207],{"categories":6001},[170],{"categories":6003},[207],{"categories":6005},[207],{"categories":6007},[210],{"categories":6009},[207],{"categories":6011},[170],{"categories":6013},[170],{"categories":6015},[307],{"categories":6017},[170],{"categories":6019},[170],{"categories":6021},[207],{"categories":6023},[210],{"categories":6025},[170],{"categories":6027},[307],{"categories":6029},[],{"categories":6031},[207],{"categories":6033},[258],{"categories":6035},[550],{"categories":6037},[207],{"categories":6039},[170],{"categories":6041},[207],{"categories":6043},[207],{"categories":6045},[233],{"categories":6047},[207],{"categories":6049},[],{"categories":6051},[207],{"categories":6053},[170],{"categories":6055},[207],{"categories":6057},[336],{"categories":6059},[207],{"categories":6061},[233],{"categories":6063},[207],{"categories":6065},[255],{"categories":6067},[170],{"categories":6069},[207],{"categories":6071},[336],{"categories":6073},[170],{"categories":6075},[215],{"categories":6077},[215],{"categories":6079},[207],{"categories":6081},[207],{"categories":6083},[207],{"categories":6085},[207],{"categories":6087},[207],{"categories":6089},[207],{"categories":6091},[210],{"categories":6093},[],{"categories":6095},[207],{"categories":6097},[207],{"categories":6099},[170],{"categories":6101},[170],{"categories":6103},[207],{"categories":6105},[207],{"categories":6107},[207],{"categories":6109},[207],{"categories":6111},[207],{"categories":6113},[233],{"categories":6115},[],{"categories":6117},[210],{"categories":6119},[207],{"categories":6121},[207],{"categories":6123},[170],{"categories":6125},[170],{"categories":6127},[],{"categories":6129},[233],{"categories":6131},[233],{"categories":6133},[207],{"categories":6135},[336],{"categories":6137},[215],{"categories":6139},[307],{"categories":6141},[],{"categories":6143},[207],{"categories":6145},[170],{"categories":6147},[210],{"categories":6149},[207],{"categories":6151},[207],{"categories":6153},[233],{"categories":6155},[210],{"categories":6157},[207],{"categories":6159},[207],{"categories":6161},[255],{"categories":6163},[258],{"categories":6165},[207],{"categories":6167},[255],{"categories":6169},[170],{"categories":6171},[207],{"categories":6173},[],{"categories":6175},[255],{"categories":6177},[170],{"categories":6179},[307],{"categories":6181},[258],{"categories":6183},[207],{"categories":6185},[207],{"categories":6187},[],{"categories":6189},[170],{"categories":6191},[170],{"categories":6193},[170],{"categories":6195},[3229],{"categories":6197},[255],{"categories":6199},[207],{"categories":6201},[233],{"categories":6203},[207],{"categories":6205},[207],{"categories":6207},[207],{"categories":6209},[207],{"categories":6211},[207],{"categories":6213},[215],{"categories":6215},[207],{"categories":6217},[210],{"categories":6219},[1892],{"categories":6221},[377],{"categories":6223},[210],{"categories":6225},[],{"categories":6227},[207],{"categories":6229},[],{"categories":6231},[255],{"categories":6233},[170],{"categories":6235},[307],{"categories":6237},[207],{"categories":6239},[207],{"categories":6241},[207],{"categories":6243},[255],{"categories":6245},[],{"categories":6247},[170],{"categories":6249},[207],{"categories":6251},[170],{"categories":6253},[170],{"categories":6255},[],{"categories":6257},[207],{"categories":6259},[],{"categories":6261},[255],{"categories":6263},[210],{"categories":6265},[307],{"categories":6267},[207],{"categories":6269},[170],{"categories":6271},[255],{"categories":6273},[207],{"categories":6275},[255],{"categories":6277},[],{"categories":6279},[255],{"categories":6281},[207],{"categories":6283},[210],{"categories":6285},[550],{"categories":6287},[170],{"categories":6289},[207],{"categories":6291},[],{"categories":6293},[233],{"categories":6295},[170],{"categories":6297},[222],{"categories":6299},[170],{"categories":6301},[210],{"categories":6303},[207],{"categories":6305},[207],{"categories":6307},[],{"categories":6309},[],{"categories":6311},[],{"categories":6313},[307],{"categories":6315},[207],{"categories":6317},[170],{"categories":6319},[207],{"categories":6321},[207],{"categories":6323},[],{"categories":6325},[],{"categories":6327},[],{"categories":6329},[207],{"categories":6331},[170],{"categories":6333},[307],{"categories":6335},[207],{"categories":6337},[],{"categories":6339},[170],{"categories":6341},[207],{"categories":6343},[207],{"categories":6345},[210],{"categories":6347},[],{"categories":6349},[],{"categories":6351},[207],{"categories":6353},[207],{"categories":6355},[170],{"categories":6357},[307],{"categories":6359},[207],{"categories":6361},[255],{"categories":6363},[],{"categories":6365},[207],{"categories":6367},[207],{"categories":6369},[336],{"categories":6371},[255],{"categories":6373},[336],{"categories":6375},[258],{"categories":6377},[207],{"categories":6379},[207],{"categories":6381},[],{"categories":6383},[],{"categories":6385},[170],{"categories":6387},[],{"categories":6389},[207],{"categories":6391},[550],{"categories":6393},[207],{"categories":6395},[207],{"categories":6397},[207],{"categories":6399},[207],{"categories":6401},[],{"categories":6403},[170],{"categories":6405},[207],{"categories":6407},[207],{"categories":6409},[],{"categories":6411},[170],{"categories":6413},[207],{"categories":6415},[255],{"categories":6417},[207],{"categories":6419},[336],{"categories":6421},[215],{"categories":6423},[222],{"categories":6425},[207],{"categories":6427},[207],{"categories":6429},[170],{"categories":6431},[258],{"categories":6433},[170],{"categories":6435},[170],{"categories":6437},[],{"categories":6439},[207],{"categories":6441},[170],{"categories":6443},[],{"categories":6445},[207],{"categories":6447},[],{"categories":6449},[255],{"categories":6451},[215],{"categories":6453},[],{"categories":6455},[207],{"categories":6457},[207],{"categories":6459},[207],{"categories":6461},[],{"categories":6463},[170],{"categories":6465},[307],{"categories":6467},[210],{"categories":6469},[207],{"categories":6471},[],{"categories":6473},[215],{"categories":6475},[336],{"categories":6477},[207],{"categories":6479},[233],{"categories":6481},[210],{"categories":6483},[258],{"categories":6485},[215],{"categories":6487},[233],{"categories":6489},[170],{"categories":6491},[233],{"categories":6493},[],{"categories":6495},[207],{"categories":6497},[222],{"categories":6499},[207],{"categories":6501},[],{"categories":6503},[170],{"categories":6505},[210],{"categories":6507},[307],{"categories":6509},[207],{"categories":6511},[210],{"categories":6513},[170],{"categories":6515},[377],{"categories":6517},[207],{"categories":6519},[207],{"categories":6521},[207],{"categories":6523},[207],{"categories":6525},[207],{"categories":6527},[210],{"categories":6529},[207],{"categories":6531},[233],{"categories":6533},[258],{"categories":6535},[170],{"categories":6537},[],{"categories":6539},[207],{"categories":6541},[207],{"categories":6543},[207],{"categories":6545},[233],{"categories":6547},[170],{"categories":6549},[255],{"categories":6551},[233],{"categories":6553},[207],{"categories":6555},[222],{"categories":6557},[],{"categories":6559},[307],{"categories":6561},[233],{"categories":6563},[255],{"categories":6565},[207],{"categories":6567},[210],{"categories":6569},[170],{"categories":6571},[207],{"categories":6573},[207],{"categories":6575},[170],{"categories":6577},[222],{"categories":6579},[207],{"categories":6581},[170],{"categories":6583},[207],{"categories":6585},[215],{"categories":6587},[170],{"categories":6589},[170,377],{"categories":6591},[207],{"categories":6593},[207],{"categories":6595},[170],{"categories":6597},[233],{"categories":6599},[207],{"categories":6601},[207],{"categories":6603},[258],{"categories":6605},[170],{"categories":6607},[336],{"categories":6609},[170],{"categories":6611},[215],{"categories":6613},[],{"categories":6615},[170],{"categories":6617},[207],{"categories":6619},[215],{"categories":6621},[],{"categories":6623},[],{"categories":6625},[233],{"categories":6627},[207],{"categories":6629},[207],{"categories":6631},[170],{"categories":6633},[258],{"categories":6635},[336],{"categories":6637},[207],{"categories":6639},[207],{"categories":6641},[207],{"categories":6643},[170],{"categories":6645},[],{"categories":6647},[170],{"categories":6649},[255],{"categories":6651},[207],{"categories":6653},[170],{"categories":6655},[170],{"categories":6657},[207],{"categories":6659},[],{"categories":6661},[255],{"categories":6663},[233],{"categories":6665},[3229],{"categories":6667},[210],{"categories":6669},[233],{"categories":6671},[207],{"categories":6673},[170],{"categories":6675},[207],{"categories":6677},[207],{"categories":6679},[336],{"categories":6681},[233],{"categories":6683},[258],{"categories":6685},[],{"categories":6687},[255],{"categories":6689},[207],{"categories":6691},[207],{"categories":6693},[],{"categories":6695},[170],{"categories":6697},[207],{"categories":6699},[207],{"categories":6701},[207],{"categories":6703},[207],{"categories":6705},[170],{"categories":6707},[207],{"categories":6709},[207],{"categories":6711},[207],{"categories":6713},[222],{"categories":6715},[207],{"categories":6717},[170],{"categories":6719},[207],{"categories":6721},[207],{"categories":6723},[207],{"categories":6725},[207],{"categories":6727},[207],{"categories":6729},[207],{"categories":6731},[207],{"categories":6733},[215],{"categories":6735},[],{"categories":6737},[222],{"categories":6739},[255],{"categories":6741},[170],{"categories":6743},[207],{"categories":6745},[233],{"categories":6747},[],{"categories":6749},[233],{"categories":6751},[233],{"categories":6753},[170],{"categories":6755},[233],{"categories":6757},[207],{"categories":6759},[207],{"categories":6761},[207],{"categories":6763},[170],{"categories":6765},[233],{"categories":6767},[207],{"categories":6769},[207],{"categories":6771},[207],{"categories":6773},[170],{"categories":6775},[255],{"categories":6777},[207],{"categories":6779},[207],{"categories":6781},[207],{"categories":6783},[215],{"categories":6785},[207],{"categories":6787},[170],{"categories":6789},[307],{"categories":6791},[],{"categories":6793},[207],{"categories":6795},[258],{"categories":6797},[170],{"categories":6799},[207],{"categories":6801},[207],{"categories":6803},[],{"categories":6805},[207],{"categories":6807},[207],{"categories":6809},[255],{"categories":6811},[207],{"categories":6813},[207],{"categories":6815},[170],{"categories":6817},[336],{"categories":6819},[],{"categories":6821},[],{"categories":6823},[233],{"categories":6825},[207],{"categories":6827},[207],{"categories":6829},[255],{"categories":6831},[207],{"categories":6833},[233],{"categories":6835},[255],{"categories":6837},[207],{"categories":6839},[207],{"categories":6841},[336],{"categories":6843},[258],{"categories":6845},[207],{"categories":6847},[207],{"categories":6849},[210],{"categories":6851},[170],{"categories":6853},[207],{"categories":6855},[207],{"categories":6857},[170],{"categories":6859},[215],{"categories":6861},[170],{"categories":6863},[233],{"categories":6865},[207],{"categories":6867},[215],{"categories":6869},[],{"categories":6871},[207],{"categories":6873},[258],{"categories":6875},[207],{"categories":6877},[207],{"categories":6879},[],{"categories":6881},[255],{"categories":6883},[207],{"categories":6885},[170],{"categories":6887},[258],{"categories":6889},[207],{"categories":6891},[233],{"categories":6893},[233],{"categories":6895},[233],{"categories":6897},[207],{"categories":6899},[170],{"categories":6901},[170],{"categories":6903},[207],{"categories":6905},[170],{"categories":6907},[207],{"categories":6909},[207],{"categories":6911},[307],{"categories":6913},[258],{"categories":6915},[258],{"categories":6917},[],{"categories":6919},[255],{"categories":6921},[207],{"categories":6923},[207],{"categories":6925},[233],{"categories":6927},[],{"categories":6929},[255],{"categories":6931},[255],{"categories":6933},[255],{"categories":6935},[],{"categories":6937},[170],{"categories":6939},[207],{"categories":6941},[],{"categories":6943},[210],{"categories":6945},[215],{"categories":6947},[],{"categories":6949},[207],{"categories":6951},[207],{"categories":6953},[],{"categories":6955},[233],{"categories":6957},[],{"categories":6959},[],{"categories":6961},[],{"categories":6963},[],{"categories":6965},[207],{"categories":6967},[255],{"categories":6969},[],{"categories":6971},[],{"categories":6973},[207],{"categories":6975},[207],{"categories":6977},[207],{"categories":6979},[258],{"categories":6981},[207],{"categories":6983},[258],{"categories":6985},[],{"categories":6987},[258],{"categories":6989},[258],{"categories":6991},[377],{"categories":6993},[170],{"categories":6995},[233],{"categories":6997},[],{"categories":6999},[],{"categories":7001},[258],{"categories":7003},[233],{"categories":7005},[233],{"categories":7007},[233],{"categories":7009},[],{"categories":7011},[210],{"categories":7013},[233],{"categories":7015},[233],{"categories":7017},[210],{"categories":7019},[233],{"categories":7021},[215],{"categories":7023},[233],{"categories":7025},[233],{"categories":7027},[233],{"categories":7029},[258],{"categories":7031},[255],{"categories":7033},[255],{"categories":7035},[207],{"categories":7037},[233],{"categories":7039},[258],{"categories":7041},[377],{"categories":7043},[258],{"categories":7045},[258],{"categories":7047},[258],{"categories":7049},[],{"categories":7051},[215],{"categories":7053},[],{"categories":7055},[377],{"categories":7057},[233],{"categories":7059},[233],{"categories":7061},[233],{"categories":7063},[170],{"categories":7065},[255,215],{"categories":7067},[258],{"categories":7069},[],{"categories":7071},[],{"categories":7073},[258],{"categories":7075},[],{"categories":7077},[258],{"categories":7079},[255],{"categories":7081},[170],{"categories":7083},[],{"categories":7085},[233],{"categories":7087},[207],{"categories":7089},[307],{"categories":7091},[],{"categories":7093},[207],{"categories":7095},[],{"categories":7097},[255],{"categories":7099},[210],{"categories":7101},[258],{"categories":7103},[],{"categories":7105},[233],{"categories":7107},[255],[7109,7388,7518,7825],{"id":7110,"title":7111,"ai":7112,"body":7118,"categories":7361,"created_at":171,"date_modified":171,"description":163,"extension":172,"faq":171,"featured":173,"kicker_label":171,"meta":7362,"navigation":186,"path":7376,"published_at":7377,"question":171,"scraped_at":7378,"seo":7379,"sitemap":7380,"source_id":7381,"source_name":192,"source_type":193,"source_url":7382,"stem":7383,"tags":7384,"thumbnail_url":171,"tldr":7385,"tweet":171,"unknown_tags":7386,"__hash__":7387},"summaries\u002Fsummaries\u002Fc879b50ed964f64d-stealth-cloakbrowser-automation-in-colab-with-pers-summary.md","Stealth CloakBrowser Automation in Colab with Persistence",{"provider":7,"model":7113,"input_tokens":7114,"output_tokens":7115,"processing_time_ms":7116,"cost_usd":7117},"x-ai\u002Fgrok-4.1-fast",9090,2229,32481,0.00291,{"type":14,"value":7119,"toc":7355},[7120,7124,7180,7200,7204,7234,7249,7253,7279,7283,7331],[17,7121,7123],{"id":7122},"colab-setup-and-async-isolation-for-reliable-launches","Colab Setup and Async Isolation for Reliable Launches",[22,7125,7126,7127,7130,7131,7134,7135,7138,7139,7142,7143,83,7146,83,7149,7152,7153,7156,7157,7160,7161,83,7164,7167,7168,7171,7172,7175,7176,7179],{},"Install CloakBrowser via ",[44,7128,7129],{},"pip install cloakbrowser playwright pandas beautifulsoup4",", then ",[44,7132,7133],{},"playwright install-deps chromium"," for runtime dependencies. Prepare stealth binary with ",[44,7136,7137],{},"ensure_binary()"," and verify via ",[44,7140,7141],{},"binary_info()",". Colab's existing asyncio loop blocks Playwright sync APIs like ",[44,7144,7145],{},"launch()",[44,7147,7148],{},"launch_context()",[44,7150,7151],{},"launch_persistent_context()","—wrap them in ",[44,7154,7155],{},"ThreadPoolExecutor"," to run in a separate thread: ",[44,7158,7159],{},"executor.submit(fn).result()",". This enables headless launches with ",[44,7162,7163],{},"headless=True",[44,7165,7166],{},"humanize=True"," (anti-detection), and args like ",[44,7169,7170],{},"--no-sandbox --disable-dev-shm-usage",". Working dir ",[44,7173,7174],{},"\u002Fcontent\u002Fcloakbrowser_advanced_tutorial"," stores screenshots, ",[44,7177,7178],{},"storage_state.json",", and profile dirs.",[22,7181,7182,7183,7186,7187,7190,7191,7195,7196,7199],{},"Basic launch: ",[44,7184,7185],{},"browser = launch(...)","; ",[44,7188,7189],{},"page.goto('https:\u002F\u002Fexample.com', wait_until='domcontentloaded', timeout=60000)"," extracts title, body preview",[7192,7193,7194],"span",{},":300",", URL. Always ",[44,7197,7198],{},"safe_close()"," in finally blocks to avoid leaks.",[17,7201,7203],{"id":7202},"custom-contexts-for-realistic-browser-simulation","Custom Contexts for Realistic Browser Simulation",[22,7205,7206,7207,7210,7211,7214,7215,7218,7219,83,7222,7225,7226,7229,7230,7233],{},"Use ",[44,7208,7209],{},"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 ",[44,7212,7213],{},"#name","=\"CloakBrowser Colab User\", ",[44,7216,7217],{},"#message","=\"We are testing...\", click ",[44,7220,7221],{},"#submit",[44,7223,7224],{},"wait_for_timeout(1000)",". Save ",[44,7227,7228],{},"context.storage_state(path='storage_state.json')","; screenshot ",[44,7231,7232],{},"full_page=True"," to PNG.",[22,7235,7236,7237,7240,7241,7244,7245,7248],{},"Restore in new context: ",[44,7238,7239],{},"launch_context(..., storage_state='storage_state.json')","; verify localStorage like ",[44,7242,7243],{},"tutorial_name"," persists via ",[44,7246,7247],{},"page.evaluate(\"() => localStorage.getItem('tutorial_name')\")",". Demonstrates session continuity without full profile overhead.",[17,7250,7252],{"id":7251},"persistent-profiles-across-restarts","Persistent Profiles Across Restarts",[22,7254,7255,7258,7259,7262,7263,7266,7267,7270,7271,7274,7275,7278],{},[44,7256,7257],{},"launch_persistent_context(str(PROFILE_DIR), ...)"," creates dir-based profiles surviving ",[44,7260,7261],{},"ctx.close()"," and relaunches. First run: ",[44,7264,7265],{},"page.evaluate(\"localStorage.setItem('persistent_profile_demo', 'saved_across_browser_restarts')\")","; second run confirms value and timestamp ",[44,7268,7269],{},"new Date().toISOString()"," match, proving ",[44,7272,7273],{},"persisted_successfully: true",". Use viewport=1280x720 for persistence demo. Clear dir with ",[44,7276,7277],{},"shutil.rmtree(PROFILE_DIR)"," before tests. Profiles handle localStorage automatically, ideal for long-running automations.",[17,7280,7282],{"id":7281},"stealth-signal-inspection-and-content-extraction","Stealth Signal Inspection and Content Extraction",[22,7284,7285,7286,7289,7290,83,7293,83,7296,83,7299,83,7302,83,7305,83,7308,83,7311,83,7314,83,7317,83,7320,7323,7324,7327,7328,98],{},"Test page JavaScript collects 15+ signals: ",[44,7287,7288],{},"navigator.webdriver"," (false for stealth), ",[44,7291,7292],{},"userAgent",[44,7294,7295],{},"platform",[44,7297,7298],{},"languages",[44,7300,7301],{},"hardwareConcurrency",[44,7303,7304],{},"deviceMemory",[44,7306,7307],{},"pluginsLength",[44,7309,7310],{},"chromeObjectPresent:true",[44,7312,7313],{},"timezone",[44,7315,7316],{},"screen:{width,height,colorDepth=24,pixelDepth=24}",[44,7318,7319],{},"viewport:{innerWidth,innerHeight,devicePixelRatio}",[44,7321,7322],{},"webglVendor\u002FRenderer"," (masked), ",[44,7325,7326],{},"localStorageWorks:true",". Extract via ",[44,7329,7330],{},"page.evaluate('() => collectSignals()')",[22,7332,7333,7334,83,7337,83,7340,7343,7344,83,7347,7350,7351,7354],{},"Capture rendered content: ",[44,7335,7336],{},"page.title()",[44,7338,7339],{},"locator('h1').inner_text(timeout=15000)",[44,7341,7342],{},"page.content()",". Parse static HTML with BeautifulSoup: ",[44,7345,7346],{},"soup.title.get_text()",[44,7348,7349],{},"soup.find('h1')",", links list ",[44,7352,7353],{},"[{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":163,"searchDepth":164,"depth":164,"links":7356},[7357,7358,7359,7360],{"id":7122,"depth":164,"text":7123},{"id":7202,"depth":164,"text":7203},{"id":7251,"depth":164,"text":7252},{"id":7281,"depth":164,"text":7282},[170],{"content_references":7363,"triage":7372},[7364,7368],{"type":177,"title":7365,"url":7366,"context":7367},"CloakBrowser","https:\u002F\u002Fgithub.com\u002FCloakHQ\u002FCloakBrowser","mentioned",{"type":7369,"title":7370,"url":7371,"context":7367},"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":183,"novelty":7373,"quality":183,"actionability":183,"composite":7374,"reasoning":7375},3,3.8,"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":7111,"description":163},{"loc":7376},"c879b50ed964f64d","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",[199,198,197],"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":7389,"title":7390,"ai":7391,"body":7396,"categories":7495,"created_at":171,"date_modified":171,"description":163,"extension":172,"faq":171,"featured":173,"kicker_label":171,"meta":7496,"navigation":186,"path":7506,"published_at":171,"question":171,"scraped_at":7507,"seo":7508,"sitemap":7509,"source_id":7510,"source_name":7511,"source_type":193,"source_url":7512,"stem":7513,"tags":7514,"thumbnail_url":171,"tldr":7515,"tweet":171,"unknown_tags":7516,"__hash__":7517},"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":7113,"input_tokens":7392,"output_tokens":7393,"processing_time_ms":7394,"cost_usd":7395},6258,1885,16412,0.00217145,{"type":14,"value":7397,"toc":7490},[7398,7402,7413,7416,7420,7439,7442,7460,7464],[17,7399,7401],{"id":7400},"semantic-search-pipeline-delivers-driver-safe-latency","Semantic Search Pipeline Delivers Driver-Safe Latency",[22,7403,7404,7405,7408,7409,7412],{},"Process user queries (voice, text, or mood) through a fully local chain: OpenAI Whisper ",[44,7406,7407],{},"small"," transcribes speech on-device to text; FastEmbed ",[44,7410,7411],{},"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.",[22,7414,7415],{},"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.",[17,7417,7419],{"id":7418},"data-ingestion-builds-portable-on-device-index","Data Ingestion Builds Portable On-Device Index",[22,7421,7422,7423,7426,7427,7430,7431,7434,7435,7438],{},"Start with FMA-small dataset (8,000 MP3s): ",[44,7424,7425],{},"prepare_dataset.py"," uses mutagen to extract ID3 tags into ",[44,7428,7429],{},"songs.csv"," (7,994 rows × 13 columns). Then ",[44,7432,7433],{},"ingest.py"," embeds titles\u002Fdescriptions\u002Fartists with FastEmbed (~36s at 220 tracks\u002Fsec on CPU) and indexes into a single Qdrant Edge shard file (",[44,7436,7437],{},"data\u002Fqdrant_shard\u002F",").",[22,7440,7441],{},"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.",[22,7443,7444,7447,7448,7451,7452,7455,7456,7459],{},[44,7445,7446],{},"search.py"," handles queries; ",[44,7449,7450],{},"voice.py"," manages Whisper; ",[44,7453,7454],{},"player.py"," streams MP3 bytes; ",[44,7457,7458],{},"audio_player.py"," renders custom controls (play\u002Fpause\u002Fseek\u002Fvolume).",[17,7461,7463],{"id":7462},"streamlit-deployment-for-quick-prototyping","Streamlit Deployment for Quick Prototyping",[22,7465,7466,7469,7470,7473,7474,7477,7478,7481,7482,7485,7486,7489],{},[44,7467,7468],{},"app.py"," launches on ",[44,7471,7472],{},"localhost:8501",". One-off setup: pip install from ",[44,7475,7476],{},"requirements.txt","\u002F",[44,7479,7480],{},"pyproject.toml"," (UV); download FMA-small; run prep script (scans to 7,994 tracks); ingest (builds shard); launch. Icons load dynamically from ",[44,7483,7484],{},"icons\u002F"," PNGs via ",[44,7487,7488],{},"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":163,"searchDepth":164,"depth":164,"links":7491},[7492,7493,7494],{"id":7400,"depth":164,"text":7401},{"id":7418,"depth":164,"text":7419},{"id":7462,"depth":164,"text":7463},[170],{"content_references":7497,"triage":7503},[7498],{"type":7499,"title":7500,"author":7501,"url":7502,"context":7367},"dataset","FMA","mdeff","https:\u002F\u002Fgithub.com\u002Fmdeff\u002Ffma",{"relevance":182,"novelty":183,"quality":183,"actionability":182,"composite":7504,"reasoning":7505},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":7390,"description":163},{"loc":7506},"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",[199,197,198],"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":7519,"title":7520,"ai":7521,"body":7526,"categories":7808,"created_at":171,"date_modified":171,"description":7809,"extension":172,"faq":171,"featured":173,"kicker_label":171,"meta":7810,"navigation":186,"path":7811,"published_at":7812,"question":171,"scraped_at":7813,"seo":7814,"sitemap":7815,"source_id":7816,"source_name":7817,"source_type":7818,"source_url":7819,"stem":7820,"tags":7821,"thumbnail_url":171,"tldr":7822,"tweet":171,"unknown_tags":7823,"__hash__":7824},"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":7113,"input_tokens":7522,"output_tokens":7523,"processing_time_ms":7524,"cost_usd":7525},8605,1559,9018,0.002478,{"type":14,"value":7527,"toc":7803},[7528,7532,7558,7588,7599,7603,7626,7640,7644,7659,7789,7796,7799],[17,7529,7531],{"id":7530},"environment-setup-and-f1-data-loading","Environment Setup and F1 Data Loading",[22,7533,7534,7535,7538,7539,7542,7543,7546,7547,7550,7551,7554,7555,98],{},"Create a project directory (",[44,7536,7537],{},"mkdir f1-race-engineer-mcp","), open in VS Code Insiders, and set up a Python virtual environment: ",[44,7540,7541],{},"python3 -m venv .venv",", then activate with ",[44,7544,7545],{},"source .venv\u002Fbin\u002Factivate",". Upgrade pip (",[44,7548,7549],{},"pip install --upgrade pip",") and install dependencies: ",[44,7552,7553],{},"pip install fastf1 pandas matplotlib pytest",". Validate imports via ",[44,7556,7557],{},"python -c \"import fastf1; import pandas; print(fastf1.__version__)\")",[22,7559,7560,7561,7564,7565,7568,7569,7572,7573,7576,7577,7580,7581,7583,7584,7587],{},"Use fastf1 to load immutable historical F1 session data (e.g., 2023 Monaco Qualifying): enable cache once with ",[44,7562,7563],{},"fastf1.Cache.enable_cache(\"cache\")",". Define ",[44,7566,7567],{},"load_session(year, gp, session_type)",": ",[44,7570,7571],{},"session = fastf1.get_session(year, gp, session_type); session.load(); return session",". Run via ",[44,7574,7575],{},"python -c \"from app.data_loader import load_session; print(load_session(2023, 'Monaco', 'Q'))\"",". Cache creates SQLite DB in ",[44,7578,7579],{},".\u002Fcache\u002F"," with data for 20 drivers, including laps, sectors, driver info (name, team, etc.). Interactive REPL testing: ",[44,7582,199],{},", paste function to inspect structures like ",[44,7585,7586],{},"session.laps"," (columns: Time, DriverNumber, LapTime, Sector1Time, etc.).",[22,7589,7590,7591,7594,7595,7598],{},"Build additional functions: ",[44,7592,7593],{},"get_tire_strategy(session, driver)"," analyzes tire usage; ",[44,7596,7597],{},"compare_drivers(session, driver1, driver2)"," returns fastest laps, sector deltas, throttle data.",[17,7600,7602],{"id":7601},"automated-testing-with-custom-copilot-agent","Automated Testing with Custom Copilot Agent",[22,7604,7605,7606,7609,7610,7613,7614,7617,7618,7621,7622,7625],{},"Skip manual TDD; configure custom agent in VS Code (",[44,7607,7608],{},".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 ",[44,7611,7612],{},".\u002Ftests\u002F",", prefix files ",[44,7615,7616],{},"test_*.py",", use standalone classes with ",[44,7619,7620],{},"assert",", AAA pattern (Arrange\u002FAct\u002FAssert), fixtures in ",[44,7623,7624],{},"conftest.py",", mock externals (e.g., fastf1), no new deps beyond pytest\u002Fpytest-mock, table-driven tests.",[22,7627,7628,7629,7631,7632,7635,7636,7639],{},"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 ",[44,7630,7624],{}," (mocks fastf1), ",[44,7633,7634],{},"test_data_loader.py"," (tests load_session edge cases like invalid GP), etc. Handles venv: inform \"virtual environment already active.\" Runs ",[44,7637,7638],{},"pytest",", achieves 21 passed\u002F1 warning. Review\u002Fkeep changes for verifiable suite covering data loading, comparisons, strategy.",[17,7641,7643],{"id":7642},"mcp-server-wrapper-and-vs-code-integration","MCP Server Wrapper and VS Code Integration",[22,7645,7646,7647,7650,7651,7654,7655,7658],{},"Install ",[44,7648,7649],{},"pip install fastmcp",". In ",[44,7652,7653],{},"mcp_server.py",", import app functions; decorate with ",[44,7656,7657],{},"@mcp.tool()",":",[7660,7661,7664],"pre",{"className":7662,"code":7663,"language":199,"meta":163,"style":163},"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",[44,7665,7666,7673,7678,7683,7688,7692,7698,7704,7710,7716,7721,7726,7732,7738,7744,7749,7754,7760,7766,7772,7777,7783],{"__ignoreMap":163},[7192,7667,7670],{"class":7668,"line":7669},"line",1,[7192,7671,7672],{},"from fastmcp import FastMCP\n",[7192,7674,7675],{"class":7668,"line":164},[7192,7676,7677],{},"from app.data_loader import load_session\n",[7192,7679,7680],{"class":7668,"line":7373},[7192,7681,7682],{"emptyLinePlaceholder":186},"\n",[7192,7684,7685],{"class":7668,"line":183},[7192,7686,7687],{},"mcp = FastMCP(\"F1 Engineer\")\n",[7192,7689,7690],{"class":7668,"line":182},[7192,7691,7682],{"emptyLinePlaceholder":186},[7192,7693,7695],{"class":7668,"line":7694},6,[7192,7696,7697],{},"@mcp.tool()\n",[7192,7699,7701],{"class":7668,"line":7700},7,[7192,7702,7703],{},"def load_session_tool(...) -> str:\n",[7192,7705,7707],{"class":7668,"line":7706},8,[7192,7708,7709],{},"    session = load_session(...)\n",[7192,7711,7713],{"class":7668,"line":7712},9,[7192,7714,7715],{},"    return session.summary  # Or formatted output\n",[7192,7717,7719],{"class":7668,"line":7718},10,[7192,7720,7682],{"emptyLinePlaceholder":186},[7192,7722,7724],{"class":7668,"line":7723},11,[7192,7725,7697],{},[7192,7727,7729],{"class":7668,"line":7728},12,[7192,7730,7731],{},"def compare_drivers_tool(session, driver1, driver2) -> str:\n",[7192,7733,7735],{"class":7668,"line":7734},13,[7192,7736,7737],{},"    # Call app.comparisons.compare_drivers\n",[7192,7739,7741],{"class":7668,"line":7740},14,[7192,7742,7743],{},"    return formatted_delta_table\n",[7192,7745,7747],{"class":7668,"line":7746},15,[7192,7748,7682],{"emptyLinePlaceholder":186},[7192,7750,7752],{"class":7668,"line":7751},16,[7192,7753,7697],{},[7192,7755,7757],{"class":7668,"line":7756},17,[7192,7758,7759],{},"def get_tire_strategy_tool(session, driver) -> str:\n",[7192,7761,7763],{"class":7668,"line":7762},18,[7192,7764,7765],{},"    # Call app.strategy.get_tire_strategy\n",[7192,7767,7769],{"class":7668,"line":7768},19,[7192,7770,7771],{},"    return tire_analysis\n",[7192,7773,7775],{"class":7668,"line":7774},20,[7192,7776,7682],{"emptyLinePlaceholder":186},[7192,7778,7780],{"class":7668,"line":7779},21,[7192,7781,7782],{},"if __name__ == \"__main__\":\n",[7192,7784,7786],{"class":7668,"line":7785},22,[7192,7787,7788],{},"    mcp.run(transport=\"stdio\")\n",[22,7790,7791,7792,7795],{},"Add to VS Code: Cmd+Shift+P > \"MCP: Add Server\" > STDIO, command ",[44,7793,7794],{},".venv\u002Fbin\u002Fpython app\u002Fmcp_server.py",", name \"F1 Engineer MCP\", workspace scope. Server advertises 3 tools.",[22,7797,7798],{},"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.",[7800,7801,7802],"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":163,"searchDepth":164,"depth":164,"links":7804},[7805,7806,7807],{"id":7530,"depth":164,"text":7531},{"id":7601,"depth":164,"text":7602},{"id":7642,"depth":164,"text":7643},[210],"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":7520,"description":7809},{"loc":7811},"63e23fedbccbaee4","Visual Studio Code","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZPaF_6mSp8I","summaries\u002F63e23fedbccbaee4-build-f1-mcp-server-in-vs-code-with-python-copilot-summary",[199,197,198],"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":7826,"title":7827,"ai":7828,"body":7833,"categories":7923,"created_at":171,"date_modified":171,"description":163,"extension":172,"faq":171,"featured":173,"kicker_label":171,"meta":7924,"navigation":186,"path":7939,"published_at":7940,"question":171,"scraped_at":7941,"seo":7942,"sitemap":7943,"source_id":7944,"source_name":7945,"source_type":7818,"source_url":7946,"stem":7947,"tags":7948,"thumbnail_url":7950,"tldr":7951,"tweet":7952,"unknown_tags":7953,"__hash__":7954},"summaries\u002Fsummaries\u002F8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary.md","Building an AI-Powered Talking Guitar",{"provider":7,"model":8,"input_tokens":7829,"output_tokens":7830,"processing_time_ms":7831,"cost_usd":7832},7400,805,3884,0.0030575,{"type":14,"value":7834,"toc":7916},[7835,7839,7842,7847,7858,7862,7877,7881,7884,7905],[17,7836,7838],{"id":7837},"the-technical-architecture-of-a-talking-guitar","The Technical Architecture of a Talking Guitar",[22,7840,7841],{},"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.",[7843,7844,7846],"h3",{"id":7845},"solving-the-segmentation-problem","Solving the Segmentation Problem",[22,7848,7849,7850,7853,7854,7857],{},"Converting text to speech is straightforward, but mapping that speech to a guitar requires precise word segmentation. The author initially attempted ",[39,7851,7852],{},"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 ",[39,7855,7856],{},"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.",[7843,7859,7861],{"id":7860},"pitch-detection-and-synthesis","Pitch Detection and Synthesis",[22,7863,7864,7865,7868,7869,7872,7873,7876],{},"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 ",[39,7866,7867],{},"YIN algorithm"," for pitch detection. Once the pitch is identified, the system generates a synthesized tone shaped by an ",[39,7870,7871],{},"ADSR envelope"," (Attack, Decay, Sustain, Release). This synthesized signal is then passed through a ",[39,7874,7875],{},"vocoder",", which uses the AI-generated speech as a modulator to shape the guitar's output into recognizable words.",[17,7878,7880],{"id":7879},"scaling-to-conversational-ai","Scaling to Conversational AI",[22,7882,7883],{},"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:",[7885,7886,7887,7893,7899],"ol",{},[36,7888,7889,7892],{},[39,7890,7891],{},"Input",": A user speaks into a microphone.",[36,7894,7895,7898],{},[39,7896,7897],{},"Processing",": Whisper transcribes the audio, which is sent to a local LLM for a response.",[36,7900,7901,7904],{},[39,7902,7903],{},"Output",": The LLM's text response is converted to audio and routed through the guitar's DSP chain.",[22,7906,7907,7908,7911,7912,7915],{},"For singing, the author uses the ",[39,7909,7910],{},"VocalSet"," dataset—a collection of recorded vocal samples. Because real-time pitch shifting of complex vocal samples is computationally expensive, the author uses the ",[39,7913,7914],{},"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":163,"searchDepth":164,"depth":164,"links":7917},[7918,7922],{"id":7837,"depth":164,"text":7838,"children":7919},[7920,7921],{"id":7845,"depth":7373,"text":7846},{"id":7860,"depth":7373,"text":7861},{"id":7879,"depth":164,"text":7880},[170],{"content_references":7925,"triage":7937},[7926,7929,7932,7934,7935],{"type":177,"title":7927,"url":7928,"context":180},"JUCE","https:\u002F\u002Fjuce.com\u002F",{"type":177,"title":7930,"url":7931,"context":7367},"Piper","https:\u002F\u002Fgithub.com\u002Frhasspy\u002Fpiper",{"type":177,"title":7867,"context":7933},"cited",{"type":7499,"title":7910,"context":7367},{"type":177,"title":7936,"context":7367},"World Vocoder",{"relevance":183,"novelty":183,"quality":183,"actionability":183,"composite":183,"reasoning":7938},"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.","\u002Fsummaries\u002F8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary","2026-08-18 15:30:23","2026-08-19 03:11:45",{"title":7827,"description":163},{"loc":7939},"8fe521e37c96db18","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=E_Txocq-Lrw","summaries\u002F8fe521e37c96db18-building-an-ai-powered-talking-guitar-summary",[197,199,198,7949],"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.",[7949],"6T70qjYZjDC-y98f4YnZdBS_kdZGC8BUPrLH39TNAHk"]