[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-e2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary":3,"summaries-facets-categories":99,"summary-related-e2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary":5673},{"id":4,"title":5,"ai":6,"body":13,"categories":61,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":66,"navigation":80,"path":81,"published_at":82,"question":63,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":89,"stem":90,"tags":91,"thumbnail_url":63,"tldr":96,"tweet":63,"unknown_tags":97,"__hash__":98},"summaries\u002Fsummaries\u002Fe2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary.md","Codex-maxxing: Managing Long-Running AI Workflows",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4211,502,17440,0.00180575,{"type":14,"value":15,"toc":55},"minimark",[16,21,25,29,32],[17,18,20],"h2",{"id":19},"transitioning-from-prompting-to-persistent-workspaces","Transitioning from Prompting to Persistent Workspaces",[22,23,24],"p",{},"Most AI interactions are treated as ephemeral, single-turn requests. \"Codex-maxxing\" shifts this paradigm by treating the AI as a persistent workspace. This approach requires moving away from monolithic prompts toward a structured environment where context is explicitly managed and preserved over time. By maintaining state across workstreams, builders can sustain progress on complex, multi-stage projects that would otherwise suffer from context loss or drift.",[17,26,28],{"id":27},"structuring-complex-execution","Structuring Complex Execution",[22,30,31],{},"To effectively scale AI-driven work, projects must be decomposed into verifiable steps. Instead of asking for an entire output, the workflow should be broken down into discrete, testable units. This allows for:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Verifiable Progress:"," Each step acts as a checkpoint, ensuring the AI's output meets specific requirements before moving to the next phase.",[36,44,45,48],{},[39,46,47],{},"Continuity Management:"," By explicitly defining how state is passed between steps, you prevent the degradation of instructions that often occurs in long-running AI sessions.",[36,50,51,54],{},[39,52,53],{},"Strategic Oversight:"," The framework emphasizes identifying the \"human-in-the-loop\" threshold. Humans should focus on high-level architectural decisions and validation, while Codex handles the execution of well-defined, repeatable tasks. This division of labor ensures that human oversight is applied where it provides the most value, rather than being bogged down in repetitive implementation details.",{"title":56,"searchDepth":57,"depth":57,"links":58},"",2,[59,60],{"id":19,"depth":57,"text":20},{"id":27,"depth":57,"text":28},[62],"AI & LLMs",null,"md",false,{"content_references":67,"triage":75},[68],{"type":69,"title":70,"author":71,"publisher":72,"url":73,"context":74},"report","Codex-maxxing for long-running work","Jason Liu","OpenAI","https:\u002F\u002Fcdn.openai.com\u002Fpdf\u002F8a9f00cf-d379-4e20-b06f-dd7ba5196a11\u002FOAI_WhitePaper_Codex-maxxing26.pdf","recommended",{"relevance":76,"novelty":77,"quality":77,"actionability":77,"composite":78,"reasoning":79},5,4,4.35,"Category: AI Automation. The article introduces 'Codex-maxxing,' a framework that enhances AI workflow management, addressing the audience's need for practical applications in building AI-powered products. It provides a structured approach to managing long-running AI workflows, which is actionable for developers looking to implement persistent workspaces.",true,"\u002Fsummaries\u002Fe2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary","2026-06-12 17:00:00","2026-06-25 12:57:15",{"title":5,"description":56},{"loc":81},"e2330fefe7e28987","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fcodex-maxxing-long-running-work","summaries\u002Fe2330fefe7e28987-codex-maxxing-managing-long-running-ai-workflows-summary",[92,93,94,95],"ai-tools","agents","workflow-automation","productivity","Codex-maxxing is a framework for treating AI as a persistent workspace rather than a single-prompt tool, focusing on context preservation, verifiable step-based execution, and strategic human-in-the-loop oversight.",[94,95],"RbCCCshwPYcUj0ErLG7p1Pv8gTa6XYQxjSj0Dj5qI3U",[100,103,106,108,111,114,116,118,121,123,125,127,129,132,134,136,138,140,143,145,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,180,183,185,187,189,191,193,195,197,199,201,203,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,237,239,241,243,245,247,249,251,253,255,257,259,261,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,323,325,327,329,331,333,335,337,339,341,344,346,348,350,352,354,356,358,360,362,364,366,369,371,373,375,377,379,381,383,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,435,437,439,442,444,446,448,450,452,454,456,458,460,462,464,466,468,471,473,475,477,479,481,483,485,487,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,729,731,733,735,738,740,742,744,746,748,750,752,754,756,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671],{"categories":101},[102],"Developer Productivity",{"categories":104},[105],"Business & SaaS",{"categories":107},[62],{"categories":109},[110],"AI Automation",{"categories":112},[113],"Product Strategy",{"categories":115},[62],{"categories":117},[102],{"categories":119},[120],"Software Engineering",{"categories":122},[62],{"categories":124},[105],{"categories":126},[],{"categories":128},[62],{"categories":130},[131],"Inference & Serving",{"categories":133},[62],{"categories":135},[62],{"categories":137},[110],{"categories":139},[],{"categories":141},[142],"AI News & Trends",{"categories":144},[110],{"categories":146},[62],{"categories":148},[105],{"categories":150},[62],{"categories":152},[110],{"categories":154},[142],{"categories":156},[110],{"categories":158},[110],{"categories":160},[62],{"categories":162},[110],{"categories":164},[62],{"categories":166},[62],{"categories":168},[62],{"categories":170},[142],{"categories":172},[62],{"categories":174},[62],{"categories":176},[],{"categories":178},[179],"Design & Frontend",{"categories":181},[182],"Data Science & Visualization",{"categories":184},[142],{"categories":186},[62],{"categories":188},[62],{"categories":190},[],{"categories":192},[62],{"categories":194},[110],{"categories":196},[120],{"categories":198},[62],{"categories":200},[110],{"categories":202},[62],{"categories":204},[205],"Marketing & Growth",{"categories":207},[179],{"categories":209},[62],{"categories":211},[110],{"categories":213},[62],{"categories":215},[],{"categories":217},[],{"categories":219},[179],{"categories":221},[62],{"categories":223},[110],{"categories":225},[102],{"categories":227},[120],{"categories":229},[179],{"categories":231},[62],{"categories":233},[120],{"categories":235},[236],"DevOps & Cloud",{"categories":238},[110],{"categories":240},[113],{"categories":242},[142],{"categories":244},[62],{"categories":246},[],{"categories":248},[62],{"categories":250},[],{"categories":252},[110],{"categories":254},[120],{"categories":256},[],{"categories":258},[120],{"categories":260},[62],{"categories":262},[263],"Governance & Standards",{"categories":265},[105],{"categories":267},[],{"categories":269},[],{"categories":271},[62],{"categories":273},[62],{"categories":275},[110],{"categories":277},[62],{"categories":279},[62],{"categories":281},[110],{"categories":283},[62],{"categories":285},[62],{"categories":287},[62],{"categories":289},[],{"categories":291},[120],{"categories":293},[],{"categories":295},[],{"categories":297},[120],{"categories":299},[],{"categories":301},[120],{"categories":303},[62],{"categories":305},[62],{"categories":307},[205],{"categories":309},[62],{"categories":311},[179],{"categories":313},[179],{"categories":315},[62],{"categories":317},[120],{"categories":319},[110],{"categories":321},[322],"GovTech & Public-Sector Adoption",{"categories":324},[120],{"categories":326},[62],{"categories":328},[62],{"categories":330},[110],{"categories":332},[110],{"categories":334},[182],{"categories":336},[62],{"categories":338},[142],{"categories":340},[110],{"categories":342},[343],"Legal AI Tools",{"categories":345},[110],{"categories":347},[205],{"categories":349},[110],{"categories":351},[113],{"categories":353},[120],{"categories":355},[322],{"categories":357},[],{"categories":359},[110],{"categories":361},[],{"categories":363},[110],{"categories":365},[110],{"categories":367},[368],"RAG & Retrieval",{"categories":370},[105],{"categories":372},[62],{"categories":374},[120],{"categories":376},[236],{"categories":378},[179],{"categories":380},[62],{"categories":382},[],{"categories":384},[385],"Agents & Orchestration",{"categories":387},[120],{"categories":389},[62],{"categories":391},[],{"categories":393},[110],{"categories":395},[105],{"categories":397},[],{"categories":399},[62],{"categories":401},[],{"categories":403},[102],{"categories":405},[120],{"categories":407},[105],{"categories":409},[62],{"categories":411},[62],{"categories":413},[142],{"categories":415},[62],{"categories":417},[],{"categories":419},[62],{"categories":421},[],{"categories":423},[120],{"categories":425},[182],{"categories":427},[],{"categories":429},[62],{"categories":431},[179],{"categories":433},[434],"Models & Frontier Labs",{"categories":436},[],{"categories":438},[179],{"categories":440},[441],"Regulation & Governance of AI",{"categories":443},[110],{"categories":445},[],{"categories":447},[62],{"categories":449},[62],{"categories":451},[110],{"categories":453},[142],{"categories":455},[105],{"categories":457},[62],{"categories":459},[],{"categories":461},[120],{"categories":463},[110],{"categories":465},[62],{"categories":467},[113],{"categories":469},[470],"AI Policy & Regulation",{"categories":472},[],{"categories":474},[62],{"categories":476},[113],{"categories":478},[110],{"categories":480},[62],{"categories":482},[110],{"categories":484},[],{"categories":486},[182],{"categories":488},[489],"Evals & Reliability",{"categories":491},[62],{"categories":493},[],{"categories":495},[102],{"categories":497},[322],{"categories":499},[470],{"categories":501},[62],{"categories":503},[105],{"categories":505},[62],{"categories":507},[110],{"categories":509},[62],{"categories":511},[110],{"categories":513},[385],{"categories":515},[62],{"categories":517},[120],{"categories":519},[62],{"categories":521},[],{"categories":523},[],{"categories":525},[62],{"categories":527},[322],{"categories":529},[62],{"categories":531},[62],{"categories":533},[],{"categories":535},[179],{"categories":537},[],{"categories":539},[62],{"categories":541},[],{"categories":543},[110],{"categories":545},[62],{"categories":547},[179],{"categories":549},[],{"categories":551},[62],{"categories":553},[110],{"categories":555},[62],{"categories":557},[105],{"categories":559},[110],{"categories":561},[62],{"categories":563},[62],{"categories":565},[120],{"categories":567},[179],{"categories":569},[110],{"categories":571},[],{"categories":573},[120],{"categories":575},[110],{"categories":577},[],{"categories":579},[142],{"categories":581},[],{"categories":583},[62],{"categories":585},[62],{"categories":587},[105,205],{"categories":589},[],{"categories":591},[62],{"categories":593},[62],{"categories":595},[110],{"categories":597},[],{"categories":599},[],{"categories":601},[62],{"categories":603},[179],{"categories":605},[62],{"categories":607},[],{"categories":609},[62],{"categories":611},[236],{"categories":613},[],{"categories":615},[110],{"categories":617},[142],{"categories":619},[62],{"categories":621},[179],{"categories":623},[],{"categories":625},[142],{"categories":627},[62],{"categories":629},[131],{"categories":631},[62],{"categories":633},[110],{"categories":635},[142],{"categories":637},[434],{"categories":639},[62],{"categories":641},[205],{"categories":643},[],{"categories":645},[110],{"categories":647},[105],{"categories":649},[120],{"categories":651},[62],{"categories":653},[110],{"categories":655},[],{"categories":657},[62,236],{"categories":659},[62],{"categories":661},[62],{"categories":663},[62],{"categories":665},[110],{"categories":667},[62,120],{"categories":669},[182],{"categories":671},[62],{"categories":673},[62],{"categories":675},[120],{"categories":677},[110],{"categories":679},[470],{"categories":681},[205],{"categories":683},[62],{"categories":685},[110],{"categories":687},[62],{"categories":689},[62],{"categories":691},[110],{"categories":693},[],{"categories":695},[62],{"categories":697},[110],{"categories":699},[62],{"categories":701},[62,105],{"categories":703},[105],{"categories":705},[],{"categories":707},[179],{"categories":709},[179],{"categories":711},[62],{"categories":713},[],{"categories":715},[],{"categories":717},[142],{"categories":719},[],{"categories":721},[102],{"categories":723},[62],{"categories":725},[120],{"categories":727},[728],"Generative UI & Design-to-Code",{"categories":730},[62],{"categories":732},[179],{"categories":734},[62],{"categories":736},[737],"Algorithmic Accountability",{"categories":739},[110],{"categories":741},[120],{"categories":743},[142],{"categories":745},[179],{"categories":747},[],{"categories":749},[62],{"categories":751},[62],{"categories":753},[62],{"categories":755},[110],{"categories":757},[758],"MLOps & Infrastructure",{"categories":760},[62],{"categories":762},[62],{"categories":764},[62],{"categories":766},[62],{"categories":768},[142],{"categories":770},[102],{"categories":772},[62],{"categories":774},[110],{"categories":776},[236],{"categories":778},[62],{"categories":780},[179],{"categories":782},[62],{"categories":784},[110],{"categories":786},[],{"categories":788},[],{"categories":790},[131],{"categories":792},[179],{"categories":794},[142],{"categories":796},[182],{"categories":798},[],{"categories":800},[62],{"categories":802},[62],{"categories":804},[105],{"categories":806},[62],{"categories":808},[62],{"categories":810},[62],{"categories":812},[142],{"categories":814},[131],{"categories":816},[62],{"categories":818},[179],{"categories":820},[],{"categories":822},[110],{"categories":824},[120],{"categories":826},[],{"categories":828},[62],{"categories":830},[62],{"categories":832},[110],{"categories":834},[120],{"categories":836},[62],{"categories":838},[182],{"categories":840},[],{"categories":842},[62],{"categories":844},[],{"categories":846},[62],{"categories":848},[],{"categories":850},[113],{"categories":852},[105],{"categories":854},[110],{"categories":856},[110],{"categories":858},[],{"categories":860},[102],{"categories":862},[62],{"categories":864},[105],{"categories":866},[142],{"categories":868},[102],{"categories":870},[],{"categories":872},[62],{"categories":874},[],{"categories":876},[],{"categories":878},[142],{"categories":880},[142],{"categories":882},[],{"categories":884},[385],{"categories":886},[62],{"categories":888},[179],{"categories":890},[120],{"categories":892},[],{"categories":894},[343],{"categories":896},[105],{"categories":898},[],{"categories":900},[],{"categories":902},[102],{"categories":904},[182],{"categories":906},[],{"categories":908},[205],{"categories":910},[110],{"categories":912},[105],{"categories":914},[110],{"categories":916},[105],{"categories":918},[120],{"categories":920},[],{"categories":922},[131],{"categories":924},[113],{"categories":926},[62],{"categories":928},[179],{"categories":930},[120],{"categories":932},[105],{"categories":934},[62],{"categories":936},[110],{"categories":938},[105],{"categories":940},[62],{"categories":942},[62],{"categories":944},[],{"categories":946},[],{"categories":948},[120],{"categories":950},[182],{"categories":952},[113],{"categories":954},[62],{"categories":956},[110],{"categories":958},[62],{"categories":960},[],{"categories":962},[142],{"categories":964},[113],{"categories":966},[62],{"categories":968},[489],{"categories":970},[236],{"categories":972},[],{"categories":974},[110],{"categories":976},[],{"categories":978},[102],{"categories":980},[],{"categories":982},[62],{"categories":984},[62],{"categories":986},[179],{"categories":988},[205],{"categories":990},[120],{"categories":992},[110],{"categories":994},[],{"categories":996},[120],{"categories":998},[102],{"categories":1000},[],{"categories":1002},[142],{"categories":1004},[62,236],{"categories":1006},[1007],"Design Systems for AI",{"categories":1009},[62],{"categories":1011},[142],{"categories":1013},[62],{"categories":1015},[62],{"categories":1017},[105],{"categories":1019},[62],{"categories":1021},[],{"categories":1023},[62],{"categories":1025},[62],{"categories":1027},[105],{"categories":1029},[62],{"categories":1031},[],{"categories":1033},[110],{"categories":1035},[120],{"categories":1037},[120],{"categories":1039},[179],{"categories":1041},[142],{"categories":1043},[182],{"categories":1045},[62],{"categories":1047},[102],{"categories":1049},[470],{"categories":1051},[62],{"categories":1053},[110],{"categories":1055},[62],{"categories":1057},[120],{"categories":1059},[120],{"categories":1061},[],{"categories":1063},[],{"categories":1065},[110],{"categories":1067},[113],{"categories":1069},[],{"categories":1071},[62],{"categories":1073},[],{"categories":1075},[179],{"categories":1077},[110],{"categories":1079},[120],{"categories":1081},[179],{"categories":1083},[62],{"categories":1085},[179],{"categories":1087},[],{"categories":1089},[],{"categories":1091},[142],{"categories":1093},[110],{"categories":1095},[110],{"categories":1097},[62],{"categories":1099},[62],{"categories":1101},[62],{"categories":1103},[105],{"categories":1105},[62],{"categories":1107},[62],{"categories":1109},[],{"categories":1111},[120],{"categories":1113},[120],{"categories":1115},[62],{"categories":1117},[120],{"categories":1119},[105],{"categories":1121},[],{"categories":1123},[62],{"categories":1125},[62],{"categories":1127},[62],{"categories":1129},[110],{"categories":1131},[102],{"categories":1133},[105],{"categories":1135},[142],{"categories":1137},[110],{"categories":1139},[131],{"categories":1141},[205],{"categories":1143},[62],{"categories":1145},[110],{"categories":1147},[],{"categories":1149},[179],{"categories":1151},[],{"categories":1153},[62],{"categories":1155},[62],{"categories":1157},[],{"categories":1159},[120],{"categories":1161},[105],{"categories":1163},[1164],"Visual & Generative Media",{"categories":1166},[110],{"categories":1168},[],{"categories":1170},[62],{"categories":1172},[62],{"categories":1174},[236],{"categories":1176},[182],{"categories":1178},[470],{"categories":1180},[120],{"categories":1182},[205],{"categories":1184},[62],{"categories":1186},[179],{"categories":1188},[62],{"categories":1190},[120],{"categories":1192},[110],{"categories":1194},[],{"categories":1196},[],{"categories":1198},[110],{"categories":1200},[102],{"categories":1202},[110],{"categories":1204},[434],{"categories":1206},[62],{"categories":1208},[113],{"categories":1210},[105],{"categories":1212},[],{"categories":1214},[62],{"categories":1216},[113],{"categories":1218},[62],{"categories":1220},[62],{"categories":1222},[62],{"categories":1224},[62],{"categories":1226},[62],{"categories":1228},[205],{"categories":1230},[62],{"categories":1232},[385],{"categories":1234},[62],{"categories":1236},[62],{"categories":1238},[62],{"categories":1240},[62],{"categories":1242},[62],{"categories":1244},[179],{"categories":1246},[110],{"categories":1248},[],{"categories":1250},[110],{"categories":1252},[],{"categories":1254},[236],{"categories":1256},[120],{"categories":1258},[],{"categories":1260},[434],{"categories":1262},[110],{"categories":1264},[62],{"categories":1266},[179,62],{"categories":1268},[102],{"categories":1270},[],{"categories":1272},[62],{"categories":1274},[102],{"categories":1276},[1277],"Medical Imaging & Radiology",{"categories":1279},[179],{"categories":1281},[110],{"categories":1283},[120],{"categories":1285},[],{"categories":1287},[62],{"categories":1289},[62],{"categories":1291},[62],{"categories":1293},[],{"categories":1295},[],{"categories":1297},[62],{"categories":1299},[385],{"categories":1301},[62],{"categories":1303},[102],{"categories":1305},[62],{"categories":1307},[62],{"categories":1309},[],{"categories":1311},[110],{"categories":1313},[62],{"categories":1315},[113],{"categories":1317},[120],{"categories":1319},[62],{"categories":1321},[385],{"categories":1323},[62],{"categories":1325},[110],{"categories":1327},[62],{"categories":1329},[179],{"categories":1331},[110],{"categories":1333},[236],{"categories":1335},[179],{"categories":1337},[105],{"categories":1339},[110],{"categories":1341},[62],{"categories":1343},[62],{"categories":1345},[62],{"categories":1347},[62],{"categories":1349},[62],{"categories":1351},[110],{"categories":1353},[120],{"categories":1355},[62],{"categories":1357},[113],{"categories":1359},[],{"categories":1361},[142],{"categories":1363},[],{"categories":1365},[113],{"categories":1367},[110],{"categories":1369},[1007],{"categories":1371},[1007],{"categories":1373},[179],{"categories":1375},[62],{"categories":1377},[62],{"categories":1379},[110],{"categories":1381},[120],{"categories":1383},[179],{"categories":1385},[110],{"categories":1387},[142],{"categories":1389},[],{"categories":1391},[62],{"categories":1393},[],{"categories":1395},[62],{"categories":1397},[62],{"categories":1399},[62],{"categories":1401},[1402],"Contract Review & E-Discovery",{"categories":1404},[179],{"categories":1406},[62],{"categories":1408},[102],{"categories":1410},[142],{"categories":1412},[62],{"categories":1414},[62],{"categories":1416},[205],{"categories":1418},[120],{"categories":1420},[62],{"categories":1422},[62],{"categories":1424},[110],{"categories":1426},[110],{"categories":1428},[737],{"categories":1430},[110],{"categories":1432},[110],{"categories":1434},[62],{"categories":1436},[62],{"categories":1438},[110],{"categories":1440},[62],{"categories":1442},[385],{"categories":1444},[368],{"categories":1446},[62],{"categories":1448},[110],{"categories":1450},[62],{"categories":1452},[1453],"Law-Firm Practice & Adoption",{"categories":1455},[62],{"categories":1457},[110],{"categories":1459},[179],{"categories":1461},[62],{"categories":1463},[62],{"categories":1465},[],{"categories":1467},[],{"categories":1469},[120],{"categories":1471},[],{"categories":1473},[102],{"categories":1475},[236],{"categories":1477},[62],{"categories":1479},[],{"categories":1481},[102],{"categories":1483},[105],{"categories":1485},[62],{"categories":1487},[205],{"categories":1489},[],{"categories":1491},[105],{"categories":1493},[105],{"categories":1495},[],{"categories":1497},[62],{"categories":1499},[62],{"categories":1501},[120],{"categories":1503},[],{"categories":1505},[],{"categories":1507},[],{"categories":1509},[],{"categories":1511},[62],{"categories":1513},[110],{"categories":1515},[236],{"categories":1517},[62],{"categories":1519},[102],{"categories":1521},[120],{"categories":1523},[62],{"categories":1525},[62],{"categories":1527},[120],{"categories":1529},[113],{"categories":1531},[62],{"categories":1533},[758],{"categories":1535},[62],{"categories":1537},[205],{"categories":1539},[120],{"categories":1541},[105],{"categories":1543},[62],{"categories":1545},[62],{"categories":1547},[179],{"categories":1549},[62],{"categories":1551},[62],{"categories":1553},[62],{"categories":1555},[110],{"categories":1557},[62,102],{"categories":1559},[385],{"categories":1561},[62],{"categories":1563},[120],{"categories":1565},[120],{"categories":1567},[179],{"categories":1569},[110],{"categories":1571},[120],{"categories":1573},[62],{"categories":1575},[62],{"categories":1577},[],{"categories":1579},[],{"categories":1581},[62],{"categories":1583},[],{"categories":1585},[62],{"categories":1587},[120],{"categories":1589},[182],{"categories":1591},[142],{"categories":1593},[179],{"categories":1595},[62],{"categories":1597},[120],{"categories":1599},[],{"categories":1601},[110],{"categories":1603},[62],{"categories":1605},[62],{"categories":1607},[62],{"categories":1609},[62],{"categories":1611},[],{"categories":1613},[110],{"categories":1615},[62],{"categories":1617},[62],{"categories":1619},[],{"categories":1621},[110],{"categories":1623},[62],{"categories":1625},[62],{"categories":1627},[105],{"categories":1629},[62],{"categories":1631},[],{"categories":1633},[102],{"categories":1635},[62],{"categories":1637},[179],{"categories":1639},[120],{"categories":1641},[62],{"categories":1643},[102],{"categories":1645},[62],{"categories":1647},[120],{"categories":1649},[205],{"categories":1651},[110],{"categories":1653},[110],{"categories":1655},[62,179],{"categories":1657},[62],{"categories":1659},[142],{"categories":1661},[62],{"categories":1663},[142],{"categories":1665},[110],{"categories":1667},[179],{"categories":1669},[],{"categories":1671},[120],{"categories":1673},[236],{"categories":1675},[179],{"categories":1677},[120],{"categories":1679},[62],{"categories":1681},[113],{"categories":1683},[62],{"categories":1685},[110],{"categories":1687},[],{"categories":1689},[],{"categories":1691},[62],{"categories":1693},[],{"categories":1695},[],{"categories":1697},[113],{"categories":1699},[120],{"categories":1701},[62],{"categories":1703},[110],{"categories":1705},[110],{"categories":1707},[105],{"categories":1709},[110],{"categories":1711},[236],{"categories":1713},[62],{"categories":1715},[62],{"categories":1717},[131],{"categories":1719},[62],{"categories":1721},[62],{"categories":1723},[110],{"categories":1725},[62],{"categories":1727},[62],{"categories":1729},[343],{"categories":1731},[737],{"categories":1733},[],{"categories":1735},[179],{"categories":1737},[1453],{"categories":1739},[120],{"categories":1741},[],{"categories":1743},[],{"categories":1745},[110],{"categories":1747},[],{"categories":1749},[],{"categories":1751},[205],{"categories":1753},[205],{"categories":1755},[110],{"categories":1757},[120],{"categories":1759},[],{"categories":1761},[62],{"categories":1763},[62],{"categories":1765},[120],{"categories":1767},[1402],{"categories":1769},[179],{"categories":1771},[179],{"categories":1773},[62],{"categories":1775},[110],{"categories":1777},[102],{"categories":1779},[62],{"categories":1781},[62],{"categories":1783},[179],{"categories":1785},[179],{"categories":1787},[110],{"categories":1789},[110],{"categories":1791},[62],{"categories":1793},[],{"categories":1795},[62],{"categories":1797},[],{"categories":1799},[1800],"Interaction & Product Design",{"categories":1802},[62],{"categories":1804},[110],{"categories":1806},[263],{"categories":1808},[142],{"categories":1810},[120],{"categories":1812},[62],{"categories":1814},[62],{"categories":1816},[120],{"categories":1818},[102],{"categories":1820},[62],{"categories":1822},[],{"categories":1824},[110],{"categories":1826},[110],{"categories":1828},[],{"categories":1830},[120],{"categories":1832},[62],{"categories":1834},[102],{"categories":1836},[1800],{"categories":1838},[62],{"categories":1840},[102],{"categories":1842},[102],{"categories":1844},[],{"categories":1846},[120],{"categories":1848},[],{"categories":1850},[110],{"categories":1852},[142],{"categories":1854},[62],{"categories":1856},[110],{"categories":1858},[62],{"categories":1860},[110],{"categories":1862},[62],{"categories":1864},[142],{"categories":1866},[182],{"categories":1868},[62],{"categories":1870},[113],{"categories":1872},[120],{"categories":1874},[1875],"Coding Agents & Dev Productivity",{"categories":1877},[142],{"categories":1879},[179],{"categories":1881},[],{"categories":1883},[62],{"categories":1885},[737],{"categories":1887},[],{"categories":1889},[62],{"categories":1891},[62],{"categories":1893},[142],{"categories":1895},[],{"categories":1897},[],{"categories":1899},[62],{"categories":1901},[],{"categories":1903},[110],{"categories":1905},[62],{"categories":1907},[],{"categories":1909},[120],{"categories":1911},[120],{"categories":1913},[62],{"categories":1915},[182],{"categories":1917},[],{"categories":1919},[62],{"categories":1921},[62],{"categories":1923},[62],{"categories":1925},[182],{"categories":1927},[120],{"categories":1929},[],{"categories":1931},[],{"categories":1933},[110],{"categories":1935},[110],{"categories":1937},[322],{"categories":1939},[120],{"categories":1941},[120],{"categories":1943},[110],{"categories":1945},[142],{"categories":1947},[142],{"categories":1949},[110],{"categories":1951},[110],{"categories":1953},[62],{"categories":1955},[102],{"categories":1957},[1800],{"categories":1959},[62,236],{"categories":1961},[],{"categories":1963},[179],{"categories":1965},[120],{"categories":1967},[102],{"categories":1969},[62],{"categories":1971},[110],{"categories":1973},[1974],"The Designer's Role & Craft",{"categories":1976},[179],{"categories":1978},[],{"categories":1980},[110],{"categories":1982},[62],{"categories":1984},[110],{"categories":1986},[110],{"categories":1988},[62],{"categories":1990},[205],{"categories":1992},[62],{"categories":1994},[120],{"categories":1996},[179],{"categories":1998},[62],{"categories":2000},[],{"categories":2002},[110],{"categories":2004},[179],{"categories":2006},[62],{"categories":2008},[62],{"categories":2010},[2011],"AI UX Patterns",{"categories":2013},[110],{"categories":2015},[110],{"categories":2017},[110],{"categories":2019},[110],{"categories":2021},[205],{"categories":2023},[182],{"categories":2025},[62],{"categories":2027},[110],{"categories":2029},[62],{"categories":2031},[1007],{"categories":2033},[],{"categories":2035},[205],{"categories":2037},[142],{"categories":2039},[120],{"categories":2041},[62],{"categories":2043},[110],{"categories":2045},[],{"categories":2047},[],{"categories":2049},[62],{"categories":2051},[110],{"categories":2053},[62],{"categories":2055},[110],{"categories":2057},[322],{"categories":2059},[179],{"categories":2061},[142],{"categories":2063},[120],{"categories":2065},[62],{"categories":2067},[110],{"categories":2069},[110],{"categories":2071},[],{"categories":2073},[62],{"categories":2075},[],{"categories":2077},[],{"categories":2079},[62],{"categories":2081},[62],{"categories":2083},[110],{"categories":2085},[120],{"categories":2087},[],{"categories":2089},[],{"categories":2091},[182],{"categories":2093},[131],{"categories":2095},[62],{"categories":2097},[182],{"categories":2099},[142],{"categories":2101},[62],{"categories":2103},[62],{"categories":2105},[110],{"categories":2107},[110],{"categories":2109},[62],{"categories":2111},[110],{"categories":2113},[],{"categories":2115},[],{"categories":2117},[62],{"categories":2119},[236],{"categories":2121},[62],{"categories":2123},[],{"categories":2125},[],{"categories":2127},[179],{"categories":2129},[758],{"categories":2131},[110],{"categories":2133},[102],{"categories":2135},[1974],{"categories":2137},[],{"categories":2139},[],{"categories":2141},[62],{"categories":2143},[],{"categories":2145},[],{"categories":2147},[120],{"categories":2149},[142],{"categories":2151},[205],{"categories":2153},[105],{"categories":2155},[62],{"categories":2157},[62],{"categories":2159},[105],{"categories":2161},[],{"categories":2163},[179],{"categories":2165},[62],{"categories":2167},[110],{"categories":2169},[105],{"categories":2171},[62],{"categories":2173},[62],{"categories":2175},[102],{"categories":2177},[62],{"categories":2179},[],{"categories":2181},[102],{"categories":2183},[62],{"categories":2185},[205],{"categories":2187},[110],{"categories":2189},[142],{"categories":2191},[62],{"categories":2193},[105],{"categories":2195},[62],{"categories":2197},[62],{"categories":2199},[62],{"categories":2201},[110],{"categories":2203},[],{"categories":2205},[62],{"categories":2207},[120],{"categories":2209},[102],{"categories":2211},[62],{"categories":2213},[62],{"categories":2215},[],{"categories":2217},[385],{"categories":2219},[142],{"categories":2221},[62],{"categories":2223},[62],{"categories":2225},[],{"categories":2227},[105],{"categories":2229},[105],{"categories":2231},[62],{"categories":2233},[62],{"categories":2235},[113],{"categories":2237},[62],{"categories":2239},[62],{"categories":2241},[120],{"categories":2243},[120],{"categories":2245},[62],{"categories":2247},[],{"categories":2249},[120],{"categories":2251},[62],{"categories":2253},[120],{"categories":2255},[470],{"categories":2257},[],{"categories":2259},[],{"categories":2261},[62],{"categories":2263},[142],{"categories":2265},[],{"categories":2267},[236],{"categories":2269},[62],{"categories":2271},[62],{"categories":2273},[179],{"categories":2275},[728],{"categories":2277},[],{"categories":2279},[62],{"categories":2281},[62],{"categories":2283},[120],{"categories":2285},[62],{"categories":2287},[62],{"categories":2289},[62,236],{"categories":2291},[62],{"categories":2293},[62],{"categories":2295},[179],{"categories":2297},[110],{"categories":2299},[],{"categories":2301},[110],{"categories":2303},[110],{"categories":2305},[62],{"categories":2307},[62],{"categories":2309},[62],{"categories":2311},[182],{"categories":2313},[62],{"categories":2315},[2011],{"categories":2317},[102],{"categories":2319},[182],{"categories":2321},[102],{"categories":2323},[120],{"categories":2325},[179],{"categories":2327},[110],{"categories":2329},[62],{"categories":2331},[],{"categories":2333},[62],{"categories":2335},[142],{"categories":2337},[62],{"categories":2339},[110],{"categories":2341},[62],{"categories":2343},[62],{"categories":2345},[105],{"categories":2347},[],{"categories":2349},[236],{"categories":2351},[62],{"categories":2353},[322],{"categories":2355},[179],{"categories":2357},[179],{"categories":2359},[120],{"categories":2361},[110],{"categories":2363},[62],{"categories":2365},[105],{"categories":2367},[142],{"categories":2369},[62],{"categories":2371},[179],{"categories":2373},[110],{"categories":2375},[62],{"categories":2377},[62],{"categories":2379},[434],{"categories":2381},[],{"categories":2383},[62],{"categories":2385},[62],{"categories":2387},[62],{"categories":2389},[],{"categories":2391},[],{"categories":2393},[62],{"categories":2395},[62],{"categories":2397},[62],{"categories":2399},[62],{"categories":2401},[120],{"categories":2403},[62],{"categories":2405},[62],{"categories":2407},[110],{"categories":2409},[62],{"categories":2411},[62],{"categories":2413},[62],{"categories":2415},[62],{"categories":2417},[],{"categories":2419},[120],{"categories":2421},[182],{"categories":2423},[62],{"categories":2425},[110],{"categories":2427},[62],{"categories":2429},[],{"categories":2431},[],{"categories":2433},[62],{"categories":2435},[62],{"categories":2437},[62],{"categories":2439},[142],{"categories":2441},[],{"categories":2443},[62],{"categories":2445},[179],{"categories":2447},[62],{"categories":2449},[236],{"categories":2451},[1453],{"categories":2453},[142],{"categories":2455},[120],{"categories":2457},[120],{"categories":2459},[120],{"categories":2461},[142],{"categories":2463},[142],{"categories":2465},[236],{"categories":2467},[],{"categories":2469},[142],{"categories":2471},[62],{"categories":2473},[102],{"categories":2475},[120],{"categories":2477},[62],{"categories":2479},[142],{"categories":2481},[],{"categories":2483},[62],{"categories":2485},[120],{"categories":2487},[182],{"categories":2489},[62],{"categories":2491},[142],{"categories":2493},[62],{"categories":2495},[120],{"categories":2497},[110],{"categories":2499},[142],{"categories":2501},[110],{"categories":2503},[236],{"categories":2505},[110],{"categories":2507},[62],{"categories":2509},[62],{"categories":2511},[120],{"categories":2513},[62],{"categories":2515},[],{"categories":2517},[105],{"categories":2519},[120],{"categories":2521},[],{"categories":2523},[],{"categories":2525},[62],{"categories":2527},[110],{"categories":2529},[62],{"categories":2531},[2532],"Frameworks & Tooling",{"categories":2534},[62],{"categories":2536},[62],{"categories":2538},[120],{"categories":2540},[62],{"categories":2542},[62],{"categories":2544},[],{"categories":2546},[182],{"categories":2548},[182],{"categories":2550},[102],{"categories":2552},[110],{"categories":2554},[179],{"categories":2556},[],{"categories":2558},[1453],{"categories":2560},[62],{"categories":2562},[120],{"categories":2564},[62],{"categories":2566},[236],{"categories":2568},[236],{"categories":2570},[],{"categories":2572},[110],{"categories":2574},[142],{"categories":2576},[142],{"categories":2578},[62],{"categories":2580},[110],{"categories":2582},[],{"categories":2584},[179],{"categories":2586},[62],{"categories":2588},[62],{"categories":2590},[],{"categories":2592},[62],{"categories":2594},[],{"categories":2596},[120],{"categories":2598},[62],{"categories":2600},[120],{"categories":2602},[236],{"categories":2604},[62],{"categories":2606},[120],{"categories":2608},[105],{"categories":2610},[62],{"categories":2612},[1453],{"categories":2614},[],{"categories":2616},[110],{"categories":2618},[102],{"categories":2620},[102],{"categories":2622},[],{"categories":2624},[110],{"categories":2626},[62],{"categories":2628},[2629],"AI Design Tooling",{"categories":2631},[179],{"categories":2633},[62],{"categories":2635},[62],{"categories":2637},[120],{"categories":2639},[179],{"categories":2641},[62],{"categories":2643},[120],{"categories":2645},[142],{"categories":2647},[113],{"categories":2649},[120],{"categories":2651},[110],{"categories":2653},[],{"categories":2655},[62],{"categories":2657},[62],{"categories":2659},[110],{"categories":2661},[62],{"categories":2663},[62],{"categories":2665},[],{"categories":2667},[110],{"categories":2669},[2532],{"categories":2671},[62],{"categories":2673},[110],{"categories":2675},[110],{"categories":2677},[120],{"categories":2679},[120],{"categories":2681},[],{"categories":2683},[120],{"categories":2685},[62],{"categories":2687},[62],{"categories":2689},[110],{"categories":2691},[105],{"categories":2693},[62],{"categories":2695},[],{"categories":2697},[62],{"categories":2699},[1800],{"categories":2701},[],{"categories":2703},[62],{"categories":2705},[62],{"categories":2707},[],{"categories":2709},[62],{"categories":2711},[62],{"categories":2713},[62],{"categories":2715},[205],{"categories":2717},[142],{"categories":2719},[62],{"categories":2721},[62],{"categories":2723},[1453],{"categories":2725},[102],{"categories":2727},[62],{"categories":2729},[62],{"categories":2731},[182],{"categories":2733},[62],{"categories":2735},[142],{"categories":2737},[110],{"categories":2739},[],{"categories":2741},[62],{"categories":2743},[179],{"categories":2745},[62],{"categories":2747},[205],{"categories":2749},[62],{"categories":2751},[110],{"categories":2753},[],{"categories":2755},[],{"categories":2757},[],{"categories":2759},[102],{"categories":2761},[142],{"categories":2763},[110],{"categories":2765},[62],{"categories":2767},[62],{"categories":2769},[62],{"categories":2771},[343],{"categories":2773},[179],{"categories":2775},[110],{"categories":2777},[62],{"categories":2779},[],{"categories":2781},[110],{"categories":2783},[110],{"categories":2785},[],{"categories":2787},[62],{"categories":2789},[110],{"categories":2791},[62],{"categories":2793},[],{"categories":2795},[62],{"categories":2797},[62],{"categories":2799},[142],{"categories":2801},[179],{"categories":2803},[110],{"categories":2805},[179],{"categories":2807},[110],{"categories":2809},[105],{"categories":2811},[],{"categories":2813},[],{"categories":2815},[62],{"categories":2817},[62],{"categories":2819},[102],{"categories":2821},[110],{"categories":2823},[142],{"categories":2825},[],{"categories":2827},[179],{"categories":2829},[],{"categories":2831},[120],{"categories":2833},[120],{"categories":2835},[179],{"categories":2837},[120],{"categories":2839},[62],{"categories":2841},[],{"categories":2843},[62],{"categories":2845},[62],{"categories":2847},[],{"categories":2849},[205],{"categories":2851},[62],{"categories":2853},[236],{"categories":2855},[120],{"categories":2857},[],{"categories":2859},[110],{"categories":2861},[62],{"categories":2863},[102],{"categories":2865},[434],{"categories":2867},[110],{"categories":2869},[110],{"categories":2871},[62],{"categories":2873},[62],{"categories":2875},[],{"categories":2877},[102],{"categories":2879},[62],{"categories":2881},[105],{"categories":2883},[120],{"categories":2885},[179],{"categories":2887},[],{"categories":2889},[],{"categories":2891},[],{"categories":2893},[110],{"categories":2895},[120],{"categories":2897},[179],{"categories":2899},[142],{"categories":2901},[62],{"categories":2903},[142],{"categories":2905},[110],{"categories":2907},[179],{"categories":2909},[62],{"categories":2911},[],{"categories":2913},[62],{"categories":2915},[131],{"categories":2917},[110],{"categories":2919},[179],{"categories":2921},[142],{"categories":2923},[105],{"categories":2925},[120],{"categories":2927},[62],{"categories":2929},[142],{"categories":2931},[205],{"categories":2933},[],{"categories":2935},[],{"categories":2937},[182],{"categories":2939},[385],{"categories":2941},[62],{"categories":2943},[110],{"categories":2945},[62,120],{"categories":2947},[142],{"categories":2949},[62],{"categories":2951},[62],{"categories":2953},[110],{"categories":2955},[62],{"categories":2957},[110],{"categories":2959},[62],{"categories":2961},[62],{"categories":2963},[],{"categories":2965},[1007],{"categories":2967},[120],{"categories":2969},[179],{"categories":2971},[62],{"categories":2973},[62],{"categories":2975},[62],{"categories":2977},[182],{"categories":2979},[110],{"categories":2981},[205],{"categories":2983},[236],{"categories":2985},[],{"categories":2987},[62],{"categories":2989},[105],{"categories":2991},[110],{"categories":2993},[102],{"categories":2995},[110],{"categories":2997},[62],{"categories":2999},[110],{"categories":3001},[113],{"categories":3003},[120],{"categories":3005},[62],{"categories":3007},[62],{"categories":3009},[],{"categories":3011},[],{"categories":3013},[],{"categories":3015},[236],{"categories":3017},[62],{"categories":3019},[142],{"categories":3021},[62],{"categories":3023},[62],{"categories":3025},[62],{"categories":3027},[62],{"categories":3029},[],{"categories":3031},[182],{"categories":3033},[105],{"categories":3035},[110],{"categories":3037},[62],{"categories":3039},[],{"categories":3041},[62],{"categories":3043},[110],{"categories":3045},[62],{"categories":3047},[236],{"categories":3049},[],{"categories":3051},[179],{"categories":3053},[179],{"categories":3055},[],{"categories":3057},[120],{"categories":3059},[62],{"categories":3061},[179],{"categories":3063},[62],{"categories":3065},[105],{"categories":3067},[110],{"categories":3069},[62],{"categories":3071},[],{"categories":3073},[142],{"categories":3075},[62],{"categories":3077},[62],{"categories":3079},[62],{"categories":3081},[179],{"categories":3083},[110],{"categories":3085},[142],{"categories":3087},[],{"categories":3089},[110],{"categories":3091},[110],{"categories":3093},[179],{"categories":3095},[62],{"categories":3097},[62],{"categories":3099},[62],{"categories":3101},[385],{"categories":3103},[62],{"categories":3105},[],{"categories":3107},[62],{"categories":3109},[62],{"categories":3111},[236],{"categories":3113},[142],{"categories":3115},[182],{"categories":3117},[470],{"categories":3119},[182],{"categories":3121},[],{"categories":3123},[],{"categories":3125},[],{"categories":3127},[110],{"categories":3129},[110],{"categories":3131},[120],{"categories":3133},[62],{"categories":3135},[368],{"categories":3137},[120],{"categories":3139},[62],{"categories":3141},[62],{"categories":3143},[62],{"categories":3145},[62],{"categories":3147},[110],{"categories":3149},[],{"categories":3151},[],{"categories":3153},[62],{"categories":3155},[],{"categories":3157},[62],{"categories":3159},[110],{"categories":3161},[179],{"categories":3163},[62],{"categories":3165},[62],{"categories":3167},[],{"categories":3169},[113],{"categories":3171},[62],{"categories":3173},[179],{"categories":3175},[62],{"categories":3177},[110],{"categories":3179},[105],{"categories":3181},[62],{"categories":3183},[205],{"categories":3185},[110],{"categories":3187},[62],{"categories":3189},[728],{"categories":3191},[62],{"categories":3193},[110],{"categories":3195},[62],{"categories":3197},[120],{"categories":3199},[62],{"categories":3201},[434],{"categories":3203},[179],{"categories":3205},[],{"categories":3207},[142],{"categories":3209},[385],{"categories":3211},[110],{"categories":3213},[62],{"categories":3215},[],{"categories":3217},[142],{"categories":3219},[322],{"categories":3221},[110],{"categories":3223},[110],{"categories":3225},[62],{"categories":3227},[62],{"categories":3229},[110],{"categories":3231},[],{"categories":3233},[105],{"categories":3235},[110],{"categories":3237},[],{"categories":3239},[120],{"categories":3241},[62],{"categories":3243},[102],{"categories":3245},[142],{"categories":3247},[236],{"categories":3249},[131],{"categories":3251},[110],{"categories":3253},[110],{"categories":3255},[62],{"categories":3257},[110],{"categories":3259},[102],{"categories":3261},[],{"categories":3263},[62],{"categories":3265},[62],{"categories":3267},[],{"categories":3269},[],{"categories":3271},[179],{"categories":3273},[62,105],{"categories":3275},[110],{"categories":3277},[62],{"categories":3279},[],{"categories":3281},[102],{"categories":3283},[182],{"categories":3285},[105],{"categories":3287},[62],{"categories":3289},[120],{"categories":3291},[62],{"categories":3293},[110],{"categories":3295},[62],{"categories":3297},[62],{"categories":3299},[62],{"categories":3301},[142],{"categories":3303},[1007],{"categories":3305},[110],{"categories":3307},[62],{"categories":3309},[],{"categories":3311},[],{"categories":3313},[110],{"categories":3315},[62],{"categories":3317},[236],{"categories":3319},[],{"categories":3321},[62],{"categories":3323},[110],{"categories":3325},[131],{"categories":3327},[110],{"categories":3329},[385],{"categories":3331},[],{"categories":3333},[343],{"categories":3335},[110],{"categories":3337},[62],{"categories":3339},[205],{"categories":3341},[62],{"categories":3343},[182],{"categories":3345},[110],{"categories":3347},[62],{"categories":3349},[385],{"categories":3351},[62],{"categories":3353},[236],{"categories":3355},[],{"categories":3357},[62],{"categories":3359},[205],{"categories":3361},[179],{"categories":3363},[62],{"categories":3365},[62],{"categories":3367},[],{"categories":3369},[205],{"categories":3371},[142],{"categories":3373},[62],{"categories":3375},[62],{"categories":3377},[470],{"categories":3379},[102],{"categories":3381},[62],{"categories":3383},[],{"categories":3385},[],{"categories":3387},[179],{"categories":3389},[62],{"categories":3391},[182],{"categories":3393},[205],{"categories":3395},[110],{"categories":3397},[205],{"categories":3399},[142],{"categories":3401},[],{"categories":3403},[62],{"categories":3405},[],{"categories":3407},[62],{"categories":3409},[489],{"categories":3411},[62],{"categories":3413},[62],{"categories":3415},[110],{"categories":3417},[385],{"categories":3419},[62],{"categories":3421},[62],{"categories":3423},[62],{"categories":3425},[],{"categories":3427},[62,120],{"categories":3429},[142],{"categories":3431},[110],{"categories":3433},[120],{"categories":3435},[110],{"categories":3437},[758],{"categories":3439},[120],{"categories":3441},[62],{"categories":3443},[102],{"categories":3445},[],{"categories":3447},[],{"categories":3449},[110],{"categories":3451},[62],{"categories":3453},[120],{"categories":3455},[102],{"categories":3457},[120],{"categories":3459},[120],{"categories":3461},[62],{"categories":3463},[205],{"categories":3465},[62],{"categories":3467},[120],{"categories":3469},[],{"categories":3471},[62],{"categories":3473},[179,62],{"categories":3475},[236],{"categories":3477},[102],{"categories":3479},[],{"categories":3481},[62],{"categories":3483},[62],{"categories":3485},[105],{"categories":3487},[105],{"categories":3489},[62],{"categories":3491},[62],{"categories":3493},[322],{"categories":3495},[62],{"categories":3497},[120],{"categories":3499},[182],{"categories":3501},[110],{"categories":3503},[62],{"categories":3505},[62],{"categories":3507},[142],{"categories":3509},[205],{"categories":3511},[179],{"categories":3513},[62],{"categories":3515},[62],{"categories":3517},[62],{"categories":3519},[62],{"categories":3521},[102],{"categories":3523},[62],{"categories":3525},[110],{"categories":3527},[110],{"categories":3529},[120],{"categories":3531},[142],{"categories":3533},[120],{"categories":3535},[],{"categories":3537},[],{"categories":3539},[182],{"categories":3541},[62],{"categories":3543},[120],{"categories":3545},[62],{"categories":3547},[179],{"categories":3549},[385],{"categories":3551},[343],{"categories":3553},[322],{"categories":3555},[62],{"categories":3557},[62],{"categories":3559},[62],{"categories":3561},[182],{"categories":3563},[62],{"categories":3565},[62],{"categories":3567},[62],{"categories":3569},[110],{"categories":3571},[102],{"categories":3573},[110],{"categories":3575},[62,105],{"categories":3577},[],{"categories":3579},[179],{"categories":3581},[],{"categories":3583},[113],{"categories":3585},[62],{"categories":3587},[142],{"categories":3589},[102],{"categories":3591},[102],{"categories":3593},[110],{"categories":3595},[110],{"categories":3597},[110],{"categories":3599},[62],{"categories":3601},[62],{"categories":3603},[105],{"categories":3605},[120],{"categories":3607},[205],{"categories":3609},[62],{"categories":3611},[],{"categories":3613},[142],{"categories":3615},[62],{"categories":3617},[62],{"categories":3619},[62],{"categories":3621},[62],{"categories":3623},[62],{"categories":3625},[120],{"categories":3627},[142],{"categories":3629},[120],{"categories":3631},[120],{"categories":3633},[62],{"categories":3635},[62],{"categories":3637},[343],{"categories":3639},[62],{"categories":3641},[110],{"categories":3643},[142],{"categories":3645},[62],{"categories":3647},[62],{"categories":3649},[62],{"categories":3651},[110],{"categories":3653},[62],{"categories":3655},[62],{"categories":3657},[62],{"categories":3659},[2532],{"categories":3661},[3662],"Clinical AI",{"categories":3664},[179],{"categories":3666},[62],{"categories":3668},[62],{"categories":3670},[62],{"categories":3672},[236],{"categories":3674},[2011],{"categories":3676},[62],{"categories":3678},[113],{"categories":3680},[62],{"categories":3682},[110],{"categories":3684},[62],{"categories":3686},[62],{"categories":3688},[142],{"categories":3690},[62],{"categories":3692},[110],{"categories":3694},[205],{"categories":3696},[62],{"categories":3698},[62],{"categories":3700},[105],{"categories":3702},[62],{"categories":3704},[434],{"categories":3706},[62],{"categories":3708},[],{"categories":3710},[62],{"categories":3712},[120],{"categories":3714},[62],{"categories":3716},[],{"categories":3718},[],{"categories":3720},[62],{"categories":3722},[],{"categories":3724},[105],{"categories":3726},[62],{"categories":3728},[110],{"categories":3730},[142],{"categories":3732},[142],{"categories":3734},[142],{"categories":3736},[142],{"categories":3738},[],{"categories":3740},[102],{"categories":3742},[110],{"categories":3744},[142],{"categories":3746},[62],{"categories":3748},[489],{"categories":3750},[113],{"categories":3752},[62],{"categories":3754},[102],{"categories":3756},[110],{"categories":3758},[62],{"categories":3760},[62],{"categories":3762},[62,110],{"categories":3764},[110],{"categories":3766},[236],{"categories":3768},[142],{"categories":3770},[110],{"categories":3772},[142],{"categories":3774},[110],{"categories":3776},[62],{"categories":3778},[],{"categories":3780},[142],{"categories":3782},[205],{"categories":3784},[102],{"categories":3786},[62],{"categories":3788},[62],{"categories":3790},[],{"categories":3792},[120],{"categories":3794},[],{"categories":3796},[102],{"categories":3798},[110],{"categories":3800},[142],{"categories":3802},[62],{"categories":3804},[142],{"categories":3806},[102],{"categories":3808},[142],{"categories":3810},[142],{"categories":3812},[],{"categories":3814},[105],{"categories":3816},[110],{"categories":3818},[142],{"categories":3820},[142],{"categories":3822},[142],{"categories":3824},[142],{"categories":3826},[142],{"categories":3828},[142],{"categories":3830},[142],{"categories":3832},[142],{"categories":3834},[142],{"categories":3836},[142],{"categories":3838},[182],{"categories":3840},[102],{"categories":3842},[62],{"categories":3844},[62],{"categories":3846},[110],{"categories":3848},[110],{"categories":3850},[],{"categories":3852},[62,102],{"categories":3854},[],{"categories":3856},[110],{"categories":3858},[142],{"categories":3860},[110],{"categories":3862},[758],{"categories":3864},[62],{"categories":3866},[62],{"categories":3868},[62],{"categories":3870},[62],{"categories":3872},[322],{"categories":3874},[62],{"categories":3876},[110],{"categories":3878},[105],{"categories":3880},[110],{"categories":3882},[110],{"categories":3884},[],{"categories":3886},[110],{"categories":3888},[179],{"categories":3890},[142],{"categories":3892},[62],{"categories":3894},[],{"categories":3896},[],{"categories":3898},[110],{"categories":3900},[179],{"categories":3902},[62],{"categories":3904},[],{"categories":3906},[62],{"categories":3908},[],{"categories":3910},[205],{"categories":3912},[62],{"categories":3914},[],{"categories":3916},[],{"categories":3918},[142],{"categories":3920},[102],{"categories":3922},[62],{"categories":3924},[62],{"categories":3926},[105],{"categories":3928},[62],{"categories":3930},[62],{"categories":3932},[62],{"categories":3934},[105],{"categories":3936},[179],{"categories":3938},[],{"categories":3940},[62],{"categories":3942},[142],{"categories":3944},[],{"categories":3946},[62],{"categories":3948},[62],{"categories":3950},[179],{"categories":3952},[62],{"categories":3954},[205],{"categories":3956},[62],{"categories":3958},[236],{"categories":3960},[],{"categories":3962},[110],{"categories":3964},[205],{"categories":3966},[120],{"categories":3968},[],{"categories":3970},[62],{"categories":3972},[],{"categories":3974},[110],{"categories":3976},[179],{"categories":3978},[120],{"categories":3980},[],{"categories":3982},[2532],{"categories":3984},[105],{"categories":3986},[102],{"categories":3988},[182],{"categories":3990},[110],{"categories":3992},[179],{"categories":3994},[120],{"categories":3996},[],{"categories":3998},[],{"categories":4000},[62],{"categories":4002},[102],{"categories":4004},[62],{"categories":4006},[205],{"categories":4008},[],{"categories":4010},[110],{"categories":4012},[110],{"categories":4014},[110],{"categories":4016},[62],{"categories":4018},[142],{"categories":4020},[120],{"categories":4022},[62],{"categories":4024},[110],{"categories":4026},[113],{"categories":4028},[62],{"categories":4030},[110],{"categories":4032},[62],{"categories":4034},[113],{"categories":4036},[205],{"categories":4038},[142],{"categories":4040},[],{"categories":4042},[205],{"categories":4044},[],{"categories":4046},[120],{"categories":4048},[110],{"categories":4050},[],{"categories":4052},[62],{"categories":4054},[62],{"categories":4056},[62],{"categories":4058},[62],{"categories":4060},[110],{"categories":4062},[105],{"categories":4064},[102],{"categories":4066},[62],{"categories":4068},[179],{"categories":4070},[120],{"categories":4072},[120],{"categories":4074},[62],{"categories":4076},[182],{"categories":4078},[110],{"categories":4080},[62],{"categories":4082},[110],{"categories":4084},[62],{"categories":4086},[105],{"categories":4088},[179],{"categories":4090},[120],{"categories":4092},[110],{"categories":4094},[62],{"categories":4096},[113],{"categories":4098},[62],{"categories":4100},[110],{"categories":4102},[62],{"categories":4104},[142],{"categories":4106},[],{"categories":4108},[102],{"categories":4110},[62],{"categories":4112},[62],{"categories":4114},[62],{"categories":4116},[120],{"categories":4118},[62],{"categories":4120},[120],{"categories":4122},[62],{"categories":4124},[110],{"categories":4126},[62],{"categories":4128},[62],{"categories":4130},[62],{"categories":4132},[62],{"categories":4134},[],{"categories":4136},[62],{"categories":4138},[179],{"categories":4140},[105],{"categories":4142},[142],{"categories":4144},[110],{"categories":4146},[62],{"categories":4148},[62],{"categories":4150},[179],{"categories":4152},[110],{"categories":4154},[62],{"categories":4156},[205],{"categories":4158},[62],{"categories":4160},[182],{"categories":4162},[62],{"categories":4164},[62],{"categories":4166},[142],{"categories":4168},[62],{"categories":4170},[62],{"categories":4172},[110],{"categories":4174},[236],{"categories":4176},[62],{"categories":4178},[120],{"categories":4180},[110],{"categories":4182},[182],{"categories":4184},[],{"categories":4186},[110],{"categories":4188},[120],{"categories":4190},[62],{"categories":4192},[1875],{"categories":4194},[179],{"categories":4196},[263],{"categories":4198},[62],{"categories":4200},[102],{"categories":4202},[120],{"categories":4204},[105],{"categories":4206},[120],{"categories":4208},[62],{"categories":4210},[],{"categories":4212},[110],{"categories":4214},[110],{"categories":4216},[62],{"categories":4218},[62],{"categories":4220},[182],{"categories":4222},[],{"categories":4224},[142],{"categories":4226},[],{"categories":4228},[142],{"categories":4230},[62],{"categories":4232},[62],{"categories":4234},[110],{"categories":4236},[110],{"categories":4238},[110],{"categories":4240},[],{"categories":4242},[142],{"categories":4244},[62],{"categories":4246},[],{"categories":4248},[62],{"categories":4250},[62],{"categories":4252},[],{"categories":4254},[179],{"categories":4256},[120],{"categories":4258},[110],{"categories":4260},[62],{"categories":4262},[62],{"categories":4264},[205],{"categories":4266},[62],{"categories":4268},[62],{"categories":4270},[102],{"categories":4272},[],{"categories":4274},[62],{"categories":4276},[62],{"categories":4278},[],{"categories":4280},[102],{"categories":4282},[142],{"categories":4284},[120],{"categories":4286},[385],{"categories":4288},[62],{"categories":4290},[62],{"categories":4292},[62],{"categories":4294},[120],{"categories":4296},[142],{"categories":4298},[179],{"categories":4300},[62],{"categories":4302},[62],{"categories":4304},[62],{"categories":4306},[142],{"categories":4308},[179],{"categories":4310},[62],{"categories":4312},[142],{"categories":4314},[179],{"categories":4316},[62],{"categories":4318},[142],{"categories":4320},[110],{"categories":4322},[110],{"categories":4324},[110],{"categories":4326},[120],{"categories":4328},[142],{"categories":4330},[110],{"categories":4332},[110],{"categories":4334},[62],{"categories":4336},[120],{"categories":4338},[179],{"categories":4340},[62],{"categories":4342},[],{"categories":4344},[110],{"categories":4346},[],{"categories":4348},[],{"categories":4350},[],{"categories":4352},[110],{"categories":4354},[105],{"categories":4356},[110],{"categories":4358},[4359],"Liability & Ethics",{"categories":4361},[62],{"categories":4363},[110],{"categories":4365},[102],{"categories":4367},[110],{"categories":4369},[105],{"categories":4371},[205],{"categories":4373},[110],{"categories":4375},[],{"categories":4377},[470],{"categories":4379},[110],{"categories":4381},[],{"categories":4383},[102],{"categories":4385},[110],{"categories":4387},[],{"categories":4389},[110],{"categories":4391},[62],{"categories":4393},[62],{"categories":4395},[142],{"categories":4397},[62],{"categories":4399},[62],{"categories":4401},[110],{"categories":4403},[62],{"categories":4405},[62],{"categories":4407},[142],{"categories":4409},[110],{"categories":4411},[120],{"categories":4413},[179],{"categories":4415},[102],{"categories":4417},[62],{"categories":4419},[],{"categories":4421},[110],{"categories":4423},[110],{"categories":4425},[385],{"categories":4427},[179],{"categories":4429},[236],{"categories":4431},[142],{"categories":4433},[62],{"categories":4435},[179],{"categories":4437},[62],{"categories":4439},[102],{"categories":4441},[],{"categories":4443},[110],{"categories":4445},[62],{"categories":4447},[62],{"categories":4449},[110],{"categories":4451},[62],{"categories":4453},[179],{"categories":4455},[],{"categories":4457},[110],{"categories":4459},[113],{"categories":4461},[142],{"categories":4463},[110],{"categories":4465},[105],{"categories":4467},[],{"categories":4469},[62],{"categories":4471},[113],{"categories":4473},[62],{"categories":4475},[110],{"categories":4477},[142],{"categories":4479},[102],{"categories":4481},[236],{"categories":4483},[62],{"categories":4485},[62],{"categories":4487},[62],{"categories":4489},[142],{"categories":4491},[105],{"categories":4493},[62],{"categories":4495},[179],{"categories":4497},[142],{"categories":4499},[236],{"categories":4501},[62],{"categories":4503},[110],{"categories":4505},[],{"categories":4507},[434],{"categories":4509},[],{"categories":4511},[62],{"categories":4513},[236],{"categories":4515},[182],{"categories":4517},[110],{"categories":4519},[110],{"categories":4521},[4522],"Design News & Tools",{"categories":4524},[62],{"categories":4526},[142],{"categories":4528},[62],{"categories":4530},[102],{"categories":4532},[62],{"categories":4534},[179],{"categories":4536},[110],{"categories":4538},[110],{"categories":4540},[62],{"categories":4542},[385],{"categories":4544},[62],{"categories":4546},[385],{"categories":4548},[205],{"categories":4550},[62],{"categories":4552},[110],{"categories":4554},[],{"categories":4556},[62],{"categories":4558},[62],{"categories":4560},[62],{"categories":4562},[142],{"categories":4564},[102],{"categories":4566},[],{"categories":4568},[62],{"categories":4570},[62],{"categories":4572},[120],{"categories":4574},[489],{"categories":4576},[120],{"categories":4578},[179],{"categories":4580},[62],{"categories":4582},[62,110],{"categories":4584},[205,105],{"categories":4586},[62],{"categories":4588},[62],{"categories":4590},[62],{"categories":4592},[],{"categories":4594},[110],{"categories":4596},[],{"categories":4598},[120],{"categories":4600},[62],{"categories":4602},[120],{"categories":4604},[],{"categories":4606},[110],{"categories":4608},[62],{"categories":4610},[142],{"categories":4612},[62],{"categories":4614},[],{"categories":4616},[110],{"categories":4618},[62],{"categories":4620},[],{"categories":4622},[179],{"categories":4624},[62],{"categories":4626},[110],{"categories":4628},[62],{"categories":4630},[62],{"categories":4632},[102],{"categories":4634},[110],{"categories":4636},[62],{"categories":4638},[],{"categories":4640},[236],{"categories":4642},[205],{"categories":4644},[105],{"categories":4646},[105],{"categories":4648},[62],{"categories":4650},[102],{"categories":4652},[102],{"categories":4654},[62],{"categories":4656},[110],{"categories":4658},[62],{"categories":4660},[62],{"categories":4662},[62],{"categories":4664},[120],{"categories":4666},[62],{"categories":4668},[102],{"categories":4670},[110],{"categories":4672},[62],{"categories":4674},[205],{"categories":4676},[62],{"categories":4678},[142],{"categories":4680},[62],{"categories":4682},[62],{"categories":4684},[110],{"categories":4686},[62],{"categories":4688},[],{"categories":4690},[120],{"categories":4692},[],{"categories":4694},[120],{"categories":4696},[110],{"categories":4698},[102],{"categories":4700},[],{"categories":4702},[182],{"categories":4704},[236],{"categories":4706},[62],{"categories":4708},[120],{"categories":4710},[62],{"categories":4712},[],{"categories":4714},[142],{"categories":4716},[110],{"categories":4718},[120],{"categories":4720},[179],{"categories":4722},[62],{"categories":4724},[110],{"categories":4726},[120],{"categories":4728},[110],{"categories":4730},[142],{"categories":4732},[62],{"categories":4734},[102],{"categories":4736},[142],{"categories":4738},[120],{"categories":4740},[62],{"categories":4742},[179],{"categories":4744},[105],{"categories":4746},[62],{"categories":4748},[62],{"categories":4750},[62],{"categories":4752},[62],{"categories":4754},[62],{"categories":4756},[110],{"categories":4758},[62],{"categories":4760},[110],{"categories":4762},[62],{"categories":4764},[62],{"categories":4766},[102],{"categories":4768},[62],{"categories":4770},[110],{"categories":4772},[110],{"categories":4774},[179],{"categories":4776},[110],{"categories":4778},[110],{"categories":4780},[102],{"categories":4782},[110],{"categories":4784},[179],{"categories":4786},[],{"categories":4788},[62],{"categories":4790},[182],{"categories":4792},[385],{"categories":4794},[62],{"categories":4796},[62],{"categories":4798},[62],{"categories":4800},[120],{"categories":4802},[],{"categories":4804},[110],{"categories":4806},[205],{"categories":4808},[62],{"categories":4810},[142],{"categories":4812},[110],{"categories":4814},[62],{"categories":4816},[205],{"categories":4818},[110],{"categories":4820},[105],{"categories":4822},[105],{"categories":4824},[62],{"categories":4826},[62],{"categories":4828},[62],{"categories":4830},[102],{"categories":4832},[],{"categories":4834},[62],{"categories":4836},[110],{"categories":4838},[110],{"categories":4840},[62],{"categories":4842},[62],{"categories":4844},[62],{"categories":4846},[120],{"categories":4848},[],{"categories":4850},[102],{"categories":4852},[62],{"categories":4854},[62],{"categories":4856},[110],{"categories":4858},[110],{"categories":4860},[],{"categories":4862},[120],{"categories":4864},[120],{"categories":4866},[62],{"categories":4868},[205],{"categories":4870},[105],{"categories":4872},[179],{"categories":4874},[],{"categories":4876},[62],{"categories":4878},[110],{"categories":4880},[102],{"categories":4882},[62],{"categories":4884},[120],{"categories":4886},[102],{"categories":4888},[142],{"categories":4890},[182],{"categories":4892},[142],{"categories":4894},[110],{"categories":4896},[],{"categories":4898},[142],{"categories":4900},[110],{"categories":4902},[179],{"categories":4904},[182],{"categories":4906},[62],{"categories":4908},[],{"categories":4910},[110],{"categories":4912},[2532],{"categories":4914},[142],{"categories":4916},[120],{"categories":4918},[62],{"categories":4920},[62],{"categories":4922},[105],{"categories":4924},[62],{"categories":4926},[102],{"categories":4928},[1453],{"categories":4930},[236],{"categories":4932},[102],{"categories":4934},[],{"categories":4936},[],{"categories":4938},[142],{"categories":4940},[110],{"categories":4942},[142],{"categories":4944},[],{"categories":4946},[110],{"categories":4948},[110],{"categories":4950},[110],{"categories":4952},[],{"categories":4954},[62],{"categories":4956},[],{"categories":4958},[142],{"categories":4960},[102],{"categories":4962},[179],{"categories":4964},[62],{"categories":4966},[110],{"categories":4968},[142],{"categories":4970},[62],{"categories":4972},[142],{"categories":4974},[],{"categories":4976},[142],{"categories":4978},[102],{"categories":4980},[385],{"categories":4982},[110],{"categories":4984},[62],{"categories":4986},[],{"categories":4988},[120],{"categories":4990},[110],{"categories":4992},[113],{"categories":4994},[110],{"categories":4996},[102],{"categories":4998},[],{"categories":5000},[],{"categories":5002},[],{"categories":5004},[179],{"categories":5006},[110],{"categories":5008},[62],{"categories":5010},[62],{"categories":5012},[],{"categories":5014},[],{"categories":5016},[],{"categories":5018},[179],{"categories":5020},[62],{"categories":5022},[],{"categories":5024},[110],{"categories":5026},[62],{"categories":5028},[102],{"categories":5030},[],{"categories":5032},[],{"categories":5034},[179],{"categories":5036},[62],{"categories":5038},[142],{"categories":5040},[],{"categories":5042},[205],{"categories":5044},[142],{"categories":5046},[205],{"categories":5048},[182],{"categories":5050},[62],{"categories":5052},[62],{"categories":5054},[],{"categories":5056},[],{"categories":5058},[110],{"categories":5060},[],{"categories":5062},[62],{"categories":5064},[385],{"categories":5066},[62],{"categories":5068},[62],{"categories":5070},[62],{"categories":5072},[],{"categories":5074},[110],{"categories":5076},[62],{"categories":5078},[62],{"categories":5080},[],{"categories":5082},[110],{"categories":5084},[62],{"categories":5086},[142],{"categories":5088},[62],{"categories":5090},[205],{"categories":5092},[105],{"categories":5094},[62],{"categories":5096},[62],{"categories":5098},[110],{"categories":5100},[182],{"categories":5102},[110],{"categories":5104},[110],{"categories":5106},[],{"categories":5108},[],{"categories":5110},[62],{"categories":5112},[],{"categories":5114},[142],{"categories":5116},[105],{"categories":5118},[],{"categories":5120},[],{"categories":5122},[179],{"categories":5124},[102],{"categories":5126},[],{"categories":5128},[105],{"categories":5130},[205],{"categories":5132},[62],{"categories":5134},[120],{"categories":5136},[102],{"categories":5138},[182],{"categories":5140},[105],{"categories":5142},[120],{"categories":5144},[120],{"categories":5146},[],{"categories":5148},[62],{"categories":5150},[],{"categories":5152},[110],{"categories":5154},[102],{"categories":5156},[179],{"categories":5158},[62],{"categories":5160},[102],{"categories":5162},[110],{"categories":5164},[236],{"categories":5166},[62],{"categories":5168},[62],{"categories":5170},[62],{"categories":5172},[102],{"categories":5174},[182],{"categories":5176},[110],{"categories":5178},[],{"categories":5180},[62],{"categories":5182},[120],{"categories":5184},[142],{"categories":5186},[120],{"categories":5188},[62],{"categories":5190},[113],{"categories":5192},[],{"categories":5194},[179],{"categories":5196},[142],{"categories":5198},[102],{"categories":5200},[110],{"categories":5202},[62],{"categories":5204},[62],{"categories":5206},[110],{"categories":5208},[62],{"categories":5210},[62],{"categories":5212},[105],{"categories":5214},[110],{"categories":5216},[110,236],{"categories":5218},[110],{"categories":5220},[120],{"categories":5222},[62],{"categories":5224},[62],{"categories":5226},[182],{"categories":5228},[110],{"categories":5230},[205],{"categories":5232},[110],{"categories":5234},[105],{"categories":5236},[],{"categories":5238},[110],{"categories":5240},[62],{"categories":5242},[105],{"categories":5244},[],{"categories":5246},[],{"categories":5248},[120],{"categories":5250},[62],{"categories":5252},[62],{"categories":5254},[110],{"categories":5256},[182],{"categories":5258},[205],{"categories":5260},[62],{"categories":5262},[62],{"categories":5264},[110],{"categories":5266},[],{"categories":5268},[110],{"categories":5270},[142],{"categories":5272},[110],{"categories":5274},[],{"categories":5276},[142],{"categories":5278},[120],{"categories":5280},[2532],{"categories":5282},[102],{"categories":5284},[120],{"categories":5286},[62],{"categories":5288},[110],{"categories":5290},[62],{"categories":5292},[62],{"categories":5294},[205],{"categories":5296},[120],{"categories":5298},[],{"categories":5300},[142],{"categories":5302},[62],{"categories":5304},[],{"categories":5306},[110],{"categories":5308},[62],{"categories":5310},[62],{"categories":5312},[62],{"categories":5314},[110],{"categories":5316},[62],{"categories":5318},[62],{"categories":5320},[113],{"categories":5322},[110],{"categories":5324},[62],{"categories":5326},[62],{"categories":5328},[62],{"categories":5330},[62],{"categories":5332},[62],{"categories":5334},[62],{"categories":5336},[105],{"categories":5338},[],{"categories":5340},[113],{"categories":5342},[142],{"categories":5344},[110],{"categories":5346},[62],{"categories":5348},[120],{"categories":5350},[],{"categories":5352},[120],{"categories":5354},[120],{"categories":5356},[110],{"categories":5358},[120],{"categories":5360},[62],{"categories":5362},[62],{"categories":5364},[120],{"categories":5366},[62],{"categories":5368},[110],{"categories":5370},[142],{"categories":5372},[62],{"categories":5374},[62],{"categories":5376},[62],{"categories":5378},[105],{"categories":5380},[62],{"categories":5382},[110],{"categories":5384},[179],{"categories":5386},[],{"categories":5388},[62],{"categories":5390},[182],{"categories":5392},[110],{"categories":5394},[62],{"categories":5396},[],{"categories":5398},[62],{"categories":5400},[62],{"categories":5402},[142],{"categories":5404},[62],{"categories":5406},[62],{"categories":5408},[110],{"categories":5410},[205],{"categories":5412},[],{"categories":5414},[],{"categories":5416},[120],{"categories":5418},[142],{"categories":5420},[120],{"categories":5422},[142],{"categories":5424},[62],{"categories":5426},[205],{"categories":5428},[62],{"categories":5430},[102],{"categories":5432},[110],{"categories":5434},[62],{"categories":5436},[110],{"categories":5438},[110],{"categories":5440},[62],{"categories":5442},[105],{"categories":5444},[],{"categories":5446},[182],{"categories":5448},[62],{"categories":5450},[],{"categories":5452},[142],{"categories":5454},[62],{"categories":5456},[182],{"categories":5458},[62],{"categories":5460},[120],{"categories":5462},[120],{"categories":5464},[120],{"categories":5466},[110],{"categories":5468},[110],{"categories":5470},[110],{"categories":5472},[62],{"categories":5474},[62],{"categories":5476},[179],{"categories":5478},[182],{"categories":5480},[182],{"categories":5482},[],{"categories":5484},[142],{"categories":5486},[62],{"categories":5488},[62],{"categories":5490},[120],{"categories":5492},[],{"categories":5494},[142],{"categories":5496},[142],{"categories":5498},[142],{"categories":5500},[],{"categories":5502},[110],{"categories":5504},[62],{"categories":5506},[],{"categories":5508},[102],{"categories":5510},[105],{"categories":5512},[],{"categories":5514},[62],{"categories":5516},[62],{"categories":5518},[],{"categories":5520},[120],{"categories":5522},[],{"categories":5524},[],{"categories":5526},[],{"categories":5528},[],{"categories":5530},[62],{"categories":5532},[142],{"categories":5534},[],{"categories":5536},[],{"categories":5538},[62],{"categories":5540},[62],{"categories":5542},[62],{"categories":5544},[182],{"categories":5546},[62],{"categories":5548},[182],{"categories":5550},[],{"categories":5552},[182],{"categories":5554},[182],{"categories":5556},[236],{"categories":5558},[110],{"categories":5560},[120],{"categories":5562},[],{"categories":5564},[],{"categories":5566},[182],{"categories":5568},[120],{"categories":5570},[120],{"categories":5572},[120],{"categories":5574},[],{"categories":5576},[102],{"categories":5578},[120],{"categories":5580},[120],{"categories":5582},[102],{"categories":5584},[120],{"categories":5586},[105],{"categories":5588},[120],{"categories":5590},[120],{"categories":5592},[120],{"categories":5594},[182],{"categories":5596},[142],{"categories":5598},[142],{"categories":5600},[62],{"categories":5602},[120],{"categories":5604},[182],{"categories":5606},[236],{"categories":5608},[182],{"categories":5610},[182],{"categories":5612},[182],{"categories":5614},[],{"categories":5616},[105],{"categories":5618},[],{"categories":5620},[236],{"categories":5622},[120],{"categories":5624},[120],{"categories":5626},[120],{"categories":5628},[110],{"categories":5630},[142,105],{"categories":5632},[182],{"categories":5634},[],{"categories":5636},[],{"categories":5638},[182],{"categories":5640},[],{"categories":5642},[182],{"categories":5644},[142],{"categories":5646},[110],{"categories":5648},[],{"categories":5650},[120],{"categories":5652},[62],{"categories":5654},[179],{"categories":5656},[],{"categories":5658},[62],{"categories":5660},[],{"categories":5662},[142],{"categories":5664},[102],{"categories":5666},[182],{"categories":5668},[],{"categories":5670},[120],{"categories":5672},[142],[5674,5851,5906,6023],{"id":5675,"title":5676,"ai":5677,"body":5682,"categories":5791,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":5792,"navigation":80,"path":5838,"published_at":5839,"question":63,"scraped_at":5839,"seo":5840,"sitemap":5841,"source_id":5842,"source_name":5843,"source_type":88,"source_url":5844,"stem":5845,"tags":5846,"thumbnail_url":63,"tldr":5848,"tweet":63,"unknown_tags":5849,"__hash__":5850},"summaries\u002Fsummaries\u002F03c7934aa69595fe-the-rise-of-vibe-coding-ai-first-development-tools-summary.md","The Rise of Vibe Coding: AI-First Development Tools Compared",{"provider":7,"model":8,"input_tokens":5678,"output_tokens":5679,"processing_time_ms":5680,"cost_usd":5681},9275,1202,4838,0.00412175,{"type":14,"value":5683,"toc":5786},[5684,5688,5691,5695,5698,5747,5751,5754,5783],[17,5685,5687],{"id":5686},"the-shift-to-vibe-coding","The Shift to Vibe Coding",[22,5689,5690],{},"\"Vibe coding,\" a term coined by Andrej Karpathy, represents a fundamental transition in software engineering. Instead of manual, line-by-line implementation, developers use natural language to describe desired outcomes, while AI agents execute the code, architecture, and deployment. This approach significantly lowers the barrier to entry for prototyping and allows experienced engineers to bypass boilerplate, focusing instead on high-level system design and iterative feedback loops.",[17,5692,5694],{"id":5693},"the-spectrum-of-automation","The Spectrum of Automation",[22,5696,5697],{},"Tools in this space generally fall along a spectrum of control versus automation:",[33,5699,5700,5718,5733],{},[36,5701,5702,5705,5706,5709,5710,5713,5714,5717],{},[39,5703,5704],{},"Full-Stack Agent Platforms:"," Tools like ",[39,5707,5708],{},"Atoms",", ",[39,5711,5712],{},"Devin",", and ",[39,5715,5716],{},"Bolt"," aim to handle the entire lifecycle—from market research and database setup to deployment. These are designed for rapid prototyping and shipping live products with minimal manual intervention.",[36,5719,5720,5705,5723,5709,5726,5713,5729,5732],{},[39,5721,5722],{},"AI-Native IDEs & Assistants:",[39,5724,5725],{},"Cursor",[39,5727,5728],{},"Zed",[39,5730,5731],{},"Tabnine"," keep the developer closer to the code. They integrate into existing workflows, offering AI-assisted editing, multi-file refactoring, and context-aware suggestions while maintaining human oversight.",[36,5734,5735,5738,5739,5742,5743,5746],{},[39,5736,5737],{},"Terminal & Context-Aware Agents:"," Solutions like ",[39,5740,5741],{},"Claude Code"," and ",[39,5744,5745],{},"Cody"," focus on deep codebase understanding and command-line interactions, making them ideal for refactoring legacy systems or navigating large, complex repositories.",[17,5748,5750],{"id":5749},"choosing-the-right-tool","Choosing the Right Tool",[22,5752,5753],{},"Selecting the appropriate tool depends on the project stage and the desired level of human involvement. Key evaluation criteria include:",[33,5755,5756,5762,5768,5774],{},[36,5757,5758,5761],{},[39,5759,5760],{},"Codebase Awareness:"," How well does the tool handle large, existing projects versus greenfield apps?",[36,5763,5764,5767],{},[39,5765,5766],{},"Human-in-the-Loop:"," Does the tool support pull requests and manual review checkpoints to mitigate risk?",[36,5769,5770,5773],{},[39,5771,5772],{},"Integration:"," Does it fit into existing IDEs (like JetBrains or VS Code) or require a new environment?",[36,5775,5776,5779,5780,5782],{},[39,5777,5778],{},"Data Privacy:"," For enterprise environments, local-first or privacy-focused tools like ",[39,5781,5731],{}," are essential to ensure code remains secure.",[22,5784,5785],{},"Ultimately, the most effective workflow often involves a hybrid approach, utilizing autonomous agents for boilerplate and routine tasks while retaining manual control for critical architectural decisions.",{"title":56,"searchDepth":57,"depth":57,"links":5787},[5788,5789,5790],{"id":5686,"depth":57,"text":5687},{"id":5693,"depth":57,"text":5694},{"id":5749,"depth":57,"text":5750},[62],{"content_references":5793,"triage":5834},[5794,5797,5800,5803,5805,5808,5811,5814,5817,5820,5822,5824,5827,5830,5832],{"type":5795,"title":5708,"url":5796,"context":74},"tool","https:\u002F\u002Ftinyurl.com\u002Fms4xwdj4?via=marktechpost",{"type":5795,"title":5725,"url":5798,"context":5799},"https:\u002F\u002Fcursor.so\u002F","mentioned",{"type":5795,"title":5801,"url":5802,"context":5799},"Replit","https:\u002F\u002Freplit.com\u002F",{"type":5795,"title":5741,"url":5804,"context":5799},"https:\u002F\u002Fwww.anthropic.com\u002F",{"type":5795,"title":5806,"url":5807,"context":5799},"GitHub Copilot","https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",{"type":5795,"title":5809,"url":5810,"context":5799},"Cascade by Windsurf","https:\u002F\u002Fwindsurf.com\u002F",{"type":5795,"title":5812,"url":5813,"context":5799},"Junie","https:\u002F\u002Fwww.jetbrains.com\u002Fjunie\u002F",{"type":5795,"title":5815,"url":5816,"context":5799},"Augment Code","https:\u002F\u002Fwww.augmentcode.com\u002F",{"type":5795,"title":5818,"url":5819,"context":5799},"Zed Editor","https:\u002F\u002Fzed.dev\u002F",{"type":5795,"title":5745,"url":5821,"context":5799},"https:\u002F\u002Fsourcegraph.com\u002Fcody",{"type":5795,"title":5731,"url":5823,"context":5799},"https:\u002F\u002Ftabnine.com\u002F",{"type":5795,"title":5825,"url":5826,"context":5799},"Codex","https:\u002F\u002Fopenai.com\u002Fcodex",{"type":5795,"title":5828,"url":5829,"context":5799},"Lovable","https:\u002F\u002Flovable.dev\u002F",{"type":5795,"title":5716,"url":5831,"context":5799},"https:\u002F\u002Fbolt.new\u002F",{"type":5795,"title":5712,"url":5833,"context":5799},"https:\u002F\u002Fdevin.ai\u002F",{"relevance":77,"novelty":5835,"quality":77,"actionability":77,"composite":5836,"reasoning":5837},3,3.8,"Category: AI & LLMs. The article discusses 'vibe coding,' a new approach to software development that leverages AI agents for implementation, which directly addresses the audience's interest in AI engineering and practical applications. It provides insights into various tools and their functionalities, making it actionable for developers looking to integrate AI into their workflows.","\u002Fsummaries\u002F03c7934aa69595fe-the-rise-of-vibe-coding-ai-first-development-tools-summary","2026-06-06 16:11:58",{"title":5676,"description":56},{"loc":5838},"03c7934aa69595fe","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F05\u002F15-best-vibe-coding-tools-in-2026-compared-pricing-features-and-best-fit\u002F","summaries\u002F03c7934aa69595fe-the-rise-of-vibe-coding-ai-first-development-tools-summary",[92,93,5847,95],"coding","Vibe coding shifts software development from line-by-line coding to natural-language prompting, where AI agents handle implementation while developers focus on architecture and review.",[95],"HbdjEK5U5clfIRpCIXJCBi5KC4VGiV7D1M2a1_9TZSs",{"id":5852,"title":5853,"ai":5854,"body":5860,"categories":5888,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":5889,"navigation":80,"path":5894,"published_at":63,"question":63,"scraped_at":5895,"seo":5896,"sitemap":5897,"source_id":5898,"source_name":5899,"source_type":88,"source_url":5900,"stem":5901,"tags":5902,"thumbnail_url":63,"tldr":5903,"tweet":63,"unknown_tags":5904,"__hash__":5905},"summaries\u002Fsummaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary.md","Score APIs for AI Agent Readiness in 6 Dimensions",{"provider":7,"model":5855,"input_tokens":5856,"output_tokens":5857,"processing_time_ms":5858,"cost_usd":5859},"x-ai\u002Fgrok-4.1-fast",3895,1531,15400,0.00103765,{"type":14,"value":5861,"toc":5883},[5862,5866,5869,5873,5876,5880],[17,5863,5865],{"id":5864},"key-pillars-for-agent-ready-openapi-specs","Key Pillars for Agent-Ready OpenAPI Specs",[22,5867,5868],{},"AI systems and agents demand APIs that are not just functional but semantically rich, secure, and discoverable. Jentic's scorecard grades your OpenAPI file across six dimensions, exposing risks like poor context for LLMs or orchestration hazards that cause agent failures. Foundational Compliance checks structural validity, standards adherence (e.g., OpenAPI 3.x), and parseability by tools—failing here blocks everything else. Developer Experience & Jentic Compatibility evaluates documentation clarity, example coverage, and tooling integration, ensuring humans and machines can use it without friction. These basics prevent 80% of integration headaches by making APIs parseable and intuitive from upload.",[17,5870,5872],{"id":5871},"ai-and-agent-specific-ergonomics","AI and Agent-Specific Ergonomics",[22,5874,5875],{},"For LLMs and agents, raw endpoints aren't enough—APIs must convey intent, constraints, and behaviors explicitly. AI-Readiness & Agent Experience scores how well descriptions provide context for models to infer usage, reducing hallucinations in function calling. Agent Usability measures orchestration safety (e.g., avoiding infinite loops or unsafe chaining) and ergonomics like parameter validation. AI Discoverability assesses metadata for easy indexing by AI crawlers, such as semantic tags or server details. Strong scores here enable reliable agent workflows: agents plan multi-step calls confidently without exposing users to risks like data leaks.",[17,5877,5879],{"id":5878},"security-and-improvement-roadmap","Security and Improvement Roadmap",[22,5881,5882],{},"Security & Governance flags trust gaps, like missing auth scopes, rate limits, or PII exposures—critical since agents amplify risks by automating calls at scale. The tool outputs a holistic grade, prioritized fixes, and expert support via demo booking. Trade-off: it's Jentic-focused for some compatibility checks, but the dimensions apply universally to any agentic AI pipeline. Builders shipping AI products get instant feedback to iterate from 'human-only' APIs to production-grade agent foundations, avoiding costly rewrites post-deployment.",{"title":56,"searchDepth":57,"depth":57,"links":5884},[5885,5886,5887],{"id":5864,"depth":57,"text":5865},{"id":5871,"depth":57,"text":5872},{"id":5878,"depth":57,"text":5879},[62],{"content_references":5890,"triage":5891},[],{"relevance":76,"novelty":77,"quality":77,"actionability":76,"composite":5892,"reasoning":5893},4.55,"Category: AI & LLMs. The article provides a detailed framework for evaluating APIs specifically for AI agents, addressing a core pain point for builders who need to ensure their APIs are ready for AI integration. It offers actionable insights on how to improve API specifications to enhance usability and security, making it immediately applicable for developers and founders.","\u002Fsummaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary","2026-04-15 15:28:14",{"title":5853,"description":56},{"loc":5894},"b514fad20454b526","__oneoff__","http:\u002F\u002Fjentic.com\u002Fscorecard","summaries\u002Fb514fad20454b526-score-apis-for-ai-agent-readiness-in-6-dimensions-summary",[92,93],"Jentic's free scorecard analyzes OpenAPI specs (JSON\u002FYAML, ≤70MB) across foundational compliance, developer experience, AI-readiness, agent usability, security\u002Fgovernance, and discoverability to reveal gaps and roadmaps for agent-safe APIs.",[],"tYJ_lxcVlMskl_6XhauRknQ7wNkf4j82dtNpLZ7-QuA",{"id":5907,"title":5908,"ai":5909,"body":5914,"categories":6000,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":6001,"navigation":80,"path":6010,"published_at":6011,"question":63,"scraped_at":6012,"seo":6013,"sitemap":6014,"source_id":6015,"source_name":6016,"source_type":88,"source_url":6017,"stem":6018,"tags":6019,"thumbnail_url":63,"tldr":6020,"tweet":63,"unknown_tags":6021,"__hash__":6022},"summaries\u002Fsummaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary.md","Wake Words Fix Voice AI Activation UX",{"provider":7,"model":5855,"input_tokens":5910,"output_tokens":5911,"processing_time_ms":5912,"cost_usd":5913},3923,1684,13150,0.00111975,{"type":14,"value":5915,"toc":5995},[5916,5920,5928,5932,5935,5981,5984,5988,5991],[17,5917,5919],{"id":5918},"replace-vad-and-buttons-with-precise-wake-words","Replace VAD and Buttons with Precise Wake Words",[22,5921,5922,5923,5927],{},"Voice AI agents fail at activation because VAD (like Silero or WebRTC) triggers on any speech—eager false positives from TV noise or chatter—and buttons undermine hands-free ambient AI. Wake words solve this by listening continuously but activating only on your custom phrase, delivering the always-on UX Siri promised when Steve Jobs bought it for $200M in 2010. Open-source ",[5924,5925,5926],"code",{},"livekit-wakeword"," from LiveKit makes this practical: train a model on your phrase from a single YAML config, achieving 100x fewer false positives than prior open-source options.",[17,5929,5931],{"id":5930},"wire-wake-words-into-agents-in-an-afternoon","Wire Wake Words into Agents in an Afternoon",[22,5933,5934],{},"Start with LiveKit’s voice agent stack. The architecture streams audio through the wakeword detector running on-device or edge. On match, it hands off to your LLM agent. Config example:",[5936,5937,5941],"pre",{"className":5938,"code":5939,"language":5940,"meta":56,"style":56},"language-yaml shiki shiki-themes github-light github-dark","model: porcupine\nwakeword: \"your-agent\"\nthreshold: 0.5\n","yaml",[5924,5942,5943,5960,5970],{"__ignoreMap":56},[5944,5945,5948,5952,5956],"span",{"class":5946,"line":5947},"line",1,[5944,5949,5951],{"class":5950},"s9eBZ","model",[5944,5953,5955],{"class":5954},"sVt8B",": ",[5944,5957,5959],{"class":5958},"sZZnC","porcupine\n",[5944,5961,5962,5965,5967],{"class":5946,"line":57},[5944,5963,5964],{"class":5950},"wakeword",[5944,5966,5955],{"class":5954},[5944,5968,5969],{"class":5958},"\"your-agent\"\n",[5944,5971,5972,5975,5977],{"class":5946,"line":5835},[5944,5973,5974],{"class":5950},"threshold",[5944,5976,5955],{"class":5954},[5944,5978,5980],{"class":5979},"sj4cs","0.5\n",[22,5982,5983],{},"This low-latency setup (under 200ms) avoids cloud roundtrips for detection. Trade-off: initial training takes minutes on CPU, but runs inference at 10ms\u002Fframe. Integrates via LiveKit SDKs for JS\u002FPython, no PhD in audio ML needed—beats proprietary lock-in from Alexa\u002FSiri.",[17,5985,5987],{"id":5986},"user-impact-40-happier-production-ready","User Impact: 40% Happier, Production-Ready",[22,5989,5990],{},"Adding wake words turned frustrating activations into seamless UX, with 40% more users reporting high satisfaction. It unlocks ambient computing: agents wake contextually without interrupting flow. For production, monitor false accept\u002Freject rates (aim \u003C0.1% FA); fine-tune threshold per environment. This isn't hype—it's the missing layer shipping hands-free AI today.",[5992,5993,5994],"style",{},"html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}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":56,"searchDepth":57,"depth":57,"links":5996},[5997,5998,5999],{"id":5918,"depth":57,"text":5919},{"id":5930,"depth":57,"text":5931},{"id":5986,"depth":57,"text":5987},[],{"content_references":6002,"triage":6008},[6003,6004,6006],{"type":5795,"title":5926,"context":74},{"type":5795,"title":6005,"context":5799},"Silero VAD",{"type":5795,"title":6007,"context":5799},"WebRTC VAD",{"relevance":76,"novelty":77,"quality":77,"actionability":76,"composite":5892,"reasoning":6009},"Category: AI & LLMs. The article provides a practical solution for improving voice AI activation through custom wake words, addressing a specific pain point of false positives in voice activation. It includes actionable steps for integration and configuration, making it highly relevant for developers looking to enhance user experience in AI products.","\u002Fsummaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary","2026-04-18 23:01:01","2026-04-19 01:22:15",{"title":5908,"description":56},{"loc":6010},"350b7001f3e8ead7","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fthese-are-the-missing-ux-layer-for-your-advanced-voice-ai-agents-ae4d95372d6a?source=rss----98111c9905da---4","summaries\u002F350b7001f3e8ead7-wake-words-fix-voice-ai-activation-ux-summary",[93,92],"Ditch VAD or buttons for LiveKit’s open-source wakeword library: train custom wake words from YAML, slash false positives 100x, integrate into voice agents fast, and make 40% more users happy.",[],"Luc9f0YixZGdld0wEm75AA08QThcC3wPcerMPNtelMQ",{"id":6024,"title":6025,"ai":6026,"body":6031,"categories":6051,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":6052,"navigation":80,"path":6053,"published_at":6054,"question":63,"scraped_at":63,"seo":6055,"sitemap":6056,"source_id":6057,"source_name":6058,"source_type":88,"source_url":6059,"stem":6060,"tags":6061,"thumbnail_url":63,"tldr":6062,"tweet":63,"unknown_tags":6063,"__hash__":6064},"summaries\u002Fsummaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary.md","Teaser Promises 7 Agentic Browser Secrets for Productivity",{"provider":7,"model":5855,"input_tokens":6027,"output_tokens":6028,"processing_time_ms":6029,"cost_usd":6030},3412,1068,11739,0.0011939,{"type":14,"value":6032,"toc":6047},[6033,6037,6040,6044],[17,6034,6036],{"id":6035},"content-limited-to-hype-teaser","Content Limited to Hype Teaser",[22,6038,6039],{},"This extraction from an RSS feed contains only a title—'7 Hidden Agentic Browser Secrets: Future-Proof Your Workflow by 2026'—and a brief teaser: 'Unmasking the AI Tools Everyone’s Ignoring to 10X Your Productivity.' It links to a full Medium article but includes no extracted body, examples, tools, or actionable advice. No specific agentic browser techniques, workflows, or evidence are shared.",[17,6041,6043],{"id":6042},"lacks-practical-value-for-builders","Lacks Practical Value for Builders",[22,6045,6046],{},"Without the article's substance, readers learn nothing concrete about AI agents in browsers, productivity gains, or 2026 trends. Frontmatter tags like 'web-browsing' and 'productivity' suggest a focus on AI-enhanced browsing automation, but hype terms like '10X' and 'hidden secrets' dominate without backing. For actual workflows, seek full content or proven tools like browser extensions with LLM integrations (e.g., via function calling for web tasks). This thin post exemplifies low-value clickbait over builder-focused insights.",{"title":56,"searchDepth":57,"depth":57,"links":6048},[6049,6050],{"id":6035,"depth":57,"text":6036},{"id":6042,"depth":57,"text":6043},[110],{},"\u002Fsummaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary","2026-04-08 21:21:19",{"title":6025,"description":56},{"loc":6053},"3a46e1bb835e1e20","AI Simplified in Plain English","https:\u002F\u002Funknown","summaries\u002Fteaser-promises-7-agentic-browser-secrets-for-prod-summary",[93,92],"Medium teaser hypes 'hidden' AI browser tools to 10x productivity and future-proof workflows by 2026, but provides no details or techniques.",[],"w4tSTREWYUavZxjHh2ucOnV6f3KfB_sZZC28n9oCAv0"]