[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary":3,"summaries-facets-categories":111,"summary-related-530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary":7015},{"id":4,"title":5,"ai":6,"body":13,"categories":81,"created_at":83,"date_modified":83,"description":76,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":86,"navigation":93,"path":94,"published_at":95,"question":83,"scraped_at":96,"seo":97,"sitemap":98,"source_id":99,"source_name":100,"source_type":101,"source_url":102,"stem":103,"tags":104,"thumbnail_url":83,"tldr":108,"tweet":83,"unknown_tags":109,"__hash__":110},"summaries\u002Fsummaries\u002F530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary.md","Earn with Python: Automate Real Problems First",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3863,1103,13304,0.00081725,{"type":14,"value":15,"toc":75},"minimark",[16,21,25,32,36,39,63,66,72],[17,18,20],"h2",{"id":19},"pivot-from-learning-syntax-to-delivering-outcomes","Pivot from Learning Syntax to Delivering Outcomes",[22,23,24],"p",{},"Beginners waste time on endless tutorials and generic projects like for-loop exercises. Instead, create value by automating annoying, repetitive tasks for yourself or others. Clients pay for Python work not because of clever code, but for tangible results: saved time, fewer mistakes, faster workflows, and better decisions. This approach lets even novices deliver paid value sooner than expected.",[22,26,27,31],{},[28,29,30],"strong",{},"Core shift",": Replace \"What Python project should I build?\" with \"What repetitive task can I automate?\" Good ideas emerge from identifying real pain points in daily work, like data entry or report generation.",[17,33,35],{"id":34},"_5-beginner-automation-ideas-to-monetize","5 Beginner Automation Ideas to Monetize",[22,37,38],{},"The article outlines five Python automation projects, scaled from beginner to advanced. For each, identify the problem it solves, why clients pay (time savings or error reduction), and key libraries to implement:",[40,41,42],"ul",{},[43,44,45,46,50,51,54,55,58,59,62],"li",{},"Though specifics aren't detailed here, expect ideas like file processing, web scraping, or email handling—common entry points using libraries such as ",[47,48,49],"code",{},"pandas"," for data tasks, ",[47,52,53],{},"selenium"," or ",[47,56,57],{},"requests"," for web automation, and ",[47,60,61],{},"smtplib"," for emails.",[22,64,65],{},"Build these to solve observed problems: watch colleagues struggle with manual processes, then prototype a script that cuts hours to minutes. Offer as freelance gigs on platforms like Upwork, starting at $20-50 per script, scaling to retainers for maintenance.",[22,67,68,71],{},[28,69,70],{},"Trade-offs",": Automations shine for repetitive tasks but require domain knowledge to spot opportunities. Test on your own workflow first to validate before selling.",[22,73,74],{},"This content teases practical starters but lacks full breakdowns due to paywall—focus on the mindset to apply immediately.",{"title":76,"searchDepth":77,"depth":77,"links":78},"",2,[79,80],{"id":19,"depth":77,"text":20},{"id":34,"depth":77,"text":35},[82],"Developer Productivity",null,"md",false,{"content_references":87,"triage":88},[],{"relevance":89,"novelty":90,"quality":89,"actionability":89,"composite":91,"reasoning":92},4,3,3.8,"Category: AI Automation. The article provides actionable insights for beginners looking to automate tasks using Python, addressing the pain point of how to deliver tangible outcomes rather than just learning syntax. It outlines specific automation ideas and emphasizes the importance of identifying real problems to solve, which is directly applicable to the audience.",true,"\u002Fsummaries\u002F530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary","2026-05-03 09:16:32","2026-05-03 17:00:41",{"title":5,"description":76},{"loc":94},"530a45bff7d6a8c2","Python in Plain English","article","https:\u002F\u002Fpython.plainenglish.io\u002Fhow-beginners-can-start-earning-with-python-cc9e725efa4f?source=rss----78073def27b8---4","summaries\u002F530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary",[105,106,107],"python","automation","dev-productivity","Skip syntax tutorials and for-loop projects. Beginners earn by automating repetitive tasks that save time or reduce errors, using Python libraries for quick value.",[107],"K4_4Sw9ak8izn_A-vCswgp02XDjkZ0hkNYGv__Ca-W4",[112,115,117,119,122,124,127,130,132,134,136,138,141,143,145,147,149,152,154,156,158,160,163,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,215,217,219,221,223,225,227,229,231,233,235,237,239,241,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,285,287,289,291,293,295,297,299,301,303,305,307,309,311,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,379,381,383,385,387,389,391,393,395,397,399,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,435,437,439,441,443,445,447,449,451,453,455,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,517,519,521,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,563,565,567,569,571,573,575,577,579,581,583,585,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,875,877,879,881,883,886,888,890,892,894,896,898,900,902,904,906,908,910,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013],{"categories":113},[114],"AI & LLMs",{"categories":116},[82],{"categories":118},[114],{"categories":120},[121],"Business & SaaS",{"categories":123},[114],{"categories":125},[126],"AI Automation",{"categories":128},[129],"Product Strategy",{"categories":131},[126],{"categories":133},[114],{"categories":135},[82],{"categories":137},[126],{"categories":139},[140],"Software Engineering",{"categories":142},[114],{"categories":144},[121],{"categories":146},[],{"categories":148},[114],{"categories":150},[151],"Inference & Serving",{"categories":153},[114],{"categories":155},[114],{"categories":157},[126],{"categories":159},[],{"categories":161},[162],"AI News & Trends",{"categories":164},[165],"Data Science & Visualization",{"categories":167},[126],{"categories":169},[114],{"categories":171},[114],{"categories":173},[121],{"categories":175},[82],{"categories":177},[114],{"categories":179},[126],{"categories":181},[162],{"categories":183},[114],{"categories":185},[126],{"categories":187},[126],{"categories":189},[114],{"categories":191},[114],{"categories":193},[126],{"categories":195},[114],{"categories":197},[114],{"categories":199},[114],{"categories":201},[126],{"categories":203},[162],{"categories":205},[114],{"categories":207},[114],{"categories":209},[114],{"categories":211},[],{"categories":213},[214],"Design & Frontend",{"categories":216},[165],{"categories":218},[162],{"categories":220},[114],{"categories":222},[114],{"categories":224},[114],{"categories":226},[],{"categories":228},[114],{"categories":230},[114],{"categories":232},[126],{"categories":234},[140],{"categories":236},[114],{"categories":238},[126],{"categories":240},[114],{"categories":242},[243],"Marketing & Growth",{"categories":245},[214],{"categories":247},[114],{"categories":249},[126],{"categories":251},[114],{"categories":253},[114],{"categories":255},[140],{"categories":257},[114],{"categories":259},[],{"categories":261},[],{"categories":263},[214],{"categories":265},[114],{"categories":267},[126],{"categories":269},[82],{"categories":271},[140],{"categories":273},[126],{"categories":275},[214],{"categories":277},[129],{"categories":279},[114],{"categories":281},[140],{"categories":283},[284],"DevOps & Cloud",{"categories":286},[126],{"categories":288},[129],{"categories":290},[162],{"categories":292},[114],{"categories":294},[],{"categories":296},[114],{"categories":298},[114],{"categories":300},[],{"categories":302},[126],{"categories":304},[140],{"categories":306},[],{"categories":308},[140],{"categories":310},[114],{"categories":312},[313],"Governance & Standards",{"categories":315},[121],{"categories":317},[],{"categories":319},[],{"categories":321},[114],{"categories":323},[114],{"categories":325},[126],{"categories":327},[114],{"categories":329},[114],{"categories":331},[126],{"categories":333},[114],{"categories":335},[114],{"categories":337},[114],{"categories":339},[],{"categories":341},[140],{"categories":343},[],{"categories":345},[],{"categories":347},[114],{"categories":349},[140],{"categories":351},[],{"categories":353},[140],{"categories":355},[114],{"categories":357},[114],{"categories":359},[243],{"categories":361},[114],{"categories":363},[114],{"categories":365},[114],{"categories":367},[214],{"categories":369},[214],{"categories":371},[114],{"categories":373},[140],{"categories":375},[126],{"categories":377},[378],"GovTech & Public-Sector Adoption",{"categories":380},[140],{"categories":382},[114],{"categories":384},[114],{"categories":386},[114],{"categories":388},[126],{"categories":390},[126],{"categories":392},[165],{"categories":394},[114],{"categories":396},[162],{"categories":398},[126],{"categories":400},[401],"Legal AI Tools",{"categories":403},[114],{"categories":405},[126],{"categories":407},[114],{"categories":409},[243],{"categories":411},[126],{"categories":413},[129],{"categories":415},[114],{"categories":417},[140],{"categories":419},[378],{"categories":421},[],{"categories":423},[126],{"categories":425},[],{"categories":427},[121],{"categories":429},[126],{"categories":431},[126],{"categories":433},[434],"RAG & Retrieval",{"categories":436},[121],{"categories":438},[114],{"categories":440},[140],{"categories":442},[140],{"categories":444},[284],{"categories":446},[214],{"categories":448},[126],{"categories":450},[114],{"categories":452},[114],{"categories":454},[],{"categories":456},[457],"Agents & Orchestration",{"categories":459},[140],{"categories":461},[114],{"categories":463},[],{"categories":465},[126],{"categories":467},[121],{"categories":469},[],{"categories":471},[114],{"categories":473},[],{"categories":475},[114],{"categories":477},[82],{"categories":479},[140],{"categories":481},[121],{"categories":483},[114],{"categories":485},[126],{"categories":487},[114],{"categories":489},[162],{"categories":491},[114],{"categories":493},[],{"categories":495},[114],{"categories":497},[],{"categories":499},[114],{"categories":501},[140],{"categories":503},[114],{"categories":505},[126],{"categories":507},[165],{"categories":509},[],{"categories":511},[114],{"categories":513},[214],{"categories":515},[516],"Models & Frontier Labs",{"categories":518},[],{"categories":520},[214],{"categories":522},[523],"Regulation & Governance of AI",{"categories":525},[129],{"categories":527},[126],{"categories":529},[],{"categories":531},[114],{"categories":533},[114],{"categories":535},[126],{"categories":537},[126],{"categories":539},[162],{"categories":541},[114],{"categories":543},[121],{"categories":545},[114],{"categories":547},[126],{"categories":549},[],{"categories":551},[140],{"categories":553},[126],{"categories":555},[114],{"categories":557},[129],{"categories":559},[114],{"categories":561},[562],"AI Policy & Regulation",{"categories":564},[],{"categories":566},[114],{"categories":568},[126],{"categories":570},[129],{"categories":572},[126],{"categories":574},[114],{"categories":576},[114],{"categories":578},[114],{"categories":580},[126],{"categories":582},[],{"categories":584},[165],{"categories":586},[587],"Evals & Reliability",{"categories":589},[114],{"categories":591},[114],{"categories":593},[],{"categories":595},[82],{"categories":597},[378],{"categories":599},[562],{"categories":601},[114],{"categories":603},[121],{"categories":605},[114],{"categories":607},[126],{"categories":609},[114],{"categories":611},[126],{"categories":613},[457],{"categories":615},[114],{"categories":617},[140],{"categories":619},[114],{"categories":621},[],{"categories":623},[214],{"categories":625},[],{"categories":627},[114],{"categories":629},[378],{"categories":631},[114],{"categories":633},[114],{"categories":635},[114],{"categories":637},[],{"categories":639},[114],{"categories":641},[214],{"categories":643},[140],{"categories":645},[],{"categories":647},[114],{"categories":649},[],{"categories":651},[126],{"categories":653},[114],{"categories":655},[214],{"categories":657},[],{"categories":659},[114],{"categories":661},[114],{"categories":663},[165],{"categories":665},[126],{"categories":667},[114],{"categories":669},[121],{"categories":671},[126],{"categories":673},[114],{"categories":675},[114],{"categories":677},[140],{"categories":679},[214],{"categories":681},[114],{"categories":683},[126],{"categories":685},[],{"categories":687},[140],{"categories":689},[126],{"categories":691},[165],{"categories":693},[],{"categories":695},[114],{"categories":697},[162],{"categories":699},[114],{"categories":701},[],{"categories":703},[114],{"categories":705},[114],{"categories":707},[114],{"categories":709},[121,243],{"categories":711},[],{"categories":713},[140],{"categories":715},[114],{"categories":717},[114],{"categories":719},[126],{"categories":721},[114],{"categories":723},[],{"categories":725},[],{"categories":727},[114],{"categories":729},[214],{"categories":731},[114],{"categories":733},[],{"categories":735},[114],{"categories":737},[284],{"categories":739},[],{"categories":741},[126],{"categories":743},[162],{"categories":745},[114],{"categories":747},[114],{"categories":749},[214],{"categories":751},[],{"categories":753},[162],{"categories":755},[114],{"categories":757},[151],{"categories":759},[114],{"categories":761},[114],{"categories":763},[126],{"categories":765},[162],{"categories":767},[516],{"categories":769},[114],{"categories":771},[243],{"categories":773},[],{"categories":775},[126],{"categories":777},[121],{"categories":779},[140],{"categories":781},[114],{"categories":783},[126],{"categories":785},[],{"categories":787},[114,284],{"categories":789},[114],{"categories":791},[114],{"categories":793},[114],{"categories":795},[126],{"categories":797},[114,140],{"categories":799},[165],{"categories":801},[114],{"categories":803},[114],{"categories":805},[114],{"categories":807},[140],{"categories":809},[114],{"categories":811},[126],{"categories":813},[126],{"categories":815},[562],{"categories":817},[243],{"categories":819},[114],{"categories":821},[126],{"categories":823},[114],{"categories":825},[114],{"categories":827},[126],{"categories":829},[],{"categories":831},[126],{"categories":833},[114],{"categories":835},[114],{"categories":837},[126],{"categories":839},[114],{"categories":841},[114,121],{"categories":843},[114],{"categories":845},[121],{"categories":847},[],{"categories":849},[214],{"categories":851},[214],{"categories":853},[114],{"categories":855},[],{"categories":857},[],{"categories":859},[114],{"categories":861},[162],{"categories":863},[],{"categories":865},[82],{"categories":867},[114],{"categories":869},[140],{"categories":871},[114],{"categories":873},[874],"Generative UI & Design-to-Code",{"categories":876},[114],{"categories":878},[114],{"categories":880},[214],{"categories":882},[114],{"categories":884},[885],"Algorithmic Accountability",{"categories":887},[126],{"categories":889},[140],{"categories":891},[162],{"categories":893},[214],{"categories":895},[114],{"categories":897},[],{"categories":899},[129],{"categories":901},[114],{"categories":903},[114],{"categories":905},[114],{"categories":907},[114],{"categories":909},[126],{"categories":911},[912],"MLOps & Infrastructure",{"categories":914},[114],{"categories":916},[114],{"categories":918},[114],{"categories":920},[114],{"categories":922},[114],{"categories":924},[140],{"categories":926},[162],{"categories":928},[114],{"categories":930},[129],{"categories":932},[82],{"categories":934},[114],{"categories":936},[126],{"categories":938},[284],{"categories":940},[114],{"categories":942},[121],{"categories":944},[114],{"categories":946},[214],{"categories":948},[114],{"categories":950},[114],{"categories":952},[126],{"categories":954},[],{"categories":956},[],{"categories":958},[114],{"categories":960},[151],{"categories":962},[214],{"categories":964},[162],{"categories":966},[165],{"categories":968},[],{"categories":970},[114],{"categories":972},[114],{"categories":974},[121],{"categories":976},[126],{"categories":978},[114],{"categories":980},[114],{"categories":982},[114],{"categories":984},[114],{"categories":986},[162],{"categories":988},[151],{"categories":990},[114],{"categories":992},[214],{"categories":994},[114],{"categories":996},[],{"categories":998},[126],{"categories":1000},[140],{"categories":1002},[],{"categories":1004},[114],{"categories":1006},[114],{"categories":1008},[126],{"categories":1010},[140],{"categories":1012},[114],{"categories":1014},[165],{"categories":1016},[214],{"categories":1018},[],{"categories":1020},[114],{"categories":1022},[],{"categories":1024},[114],{"categories":1026},[],{"categories":1028},[114],{"categories":1030},[114],{"categories":1032},[129],{"categories":1034},[121],{"categories":1036},[126],{"categories":1038},[126],{"categories":1040},[],{"categories":1042},[114],{"categories":1044},[82],{"categories":1046},[114],{"categories":1048},[114],{"categories":1050},[121],{"categories":1052},[162],{"categories":1054},[82],{"categories":1056},[],{"categories":1058},[114],{"categories":1060},[],{"categories":1062},[114],{"categories":1064},[],{"categories":1066},[162],{"categories":1068},[162],{"categories":1070},[],{"categories":1072},[457],{"categories":1074},[114],{"categories":1076},[214],{"categories":1078},[140],{"categories":1080},[],{"categories":1082},[401],{"categories":1084},[126],{"categories":1086},[121],{"categories":1088},[],{"categories":1090},[],{"categories":1092},[82],{"categories":1094},[165],{"categories":1096},[],{"categories":1098},[243],{"categories":1100},[126],{"categories":1102},[121],{"categories":1104},[126],{"categories":1106},[114],{"categories":1108},[121],{"categories":1110},[114],{"categories":1112},[140],{"categories":1114},[],{"categories":1116},[151],{"categories":1118},[129],{"categories":1120},[114],{"categories":1122},[214],{"categories":1124},[140],{"categories":1126},[121],{"categories":1128},[114],{"categories":1130},[140],{"categories":1132},[114],{"categories":1134},[126],{"categories":1136},[121],{"categories":1138},[114],{"categories":1140},[114],{"categories":1142},[114],{"categories":1144},[114],{"categories":1146},[114],{"categories":1148},[],{"categories":1150},[],{"categories":1152},[140],{"categories":1154},[165],{"categories":1156},[129],{"categories":1158},[114],{"categories":1160},[126],{"categories":1162},[140],{"categories":1164},[140],{"categories":1166},[114],{"categories":1168},[],{"categories":1170},[162],{"categories":1172},[129],{"categories":1174},[129],{"categories":1176},[140],{"categories":1178},[114],{"categories":1180},[587],{"categories":1182},[284],{"categories":1184},[],{"categories":1186},[126],{"categories":1188},[114],{"categories":1190},[],{"categories":1192},[82],{"categories":1194},[],{"categories":1196},[114],{"categories":1198},[114],{"categories":1200},[114],{"categories":1202},[214],{"categories":1204},[243],{"categories":1206},[114],{"categories":1208},[140],{"categories":1210},[114],{"categories":1212},[126],{"categories":1214},[],{"categories":1216},[140],{"categories":1218},[114],{"categories":1220},[82],{"categories":1222},[],{"categories":1224},[121],{"categories":1226},[114],{"categories":1228},[114],{"categories":1230},[162],{"categories":1232},[114,284],{"categories":1234},[114],{"categories":1236},[1237],"Design Systems for AI",{"categories":1239},[114],{"categories":1241},[114],{"categories":1243},[162],{"categories":1245},[114],{"categories":1247},[114],{"categories":1249},[114],{"categories":1251},[121],{"categories":1253},[114],{"categories":1255},[114],{"categories":1257},[114],{"categories":1259},[],{"categories":1261},[114],{"categories":1263},[114],{"categories":1265},[121],{"categories":1267},[114],{"categories":1269},[],{"categories":1271},[126],{"categories":1273},[126],{"categories":1275},[140],{"categories":1277},[162],{"categories":1279},[140],{"categories":1281},[114],{"categories":1283},[214],{"categories":1285},[162],{"categories":1287},[165],{"categories":1289},[114],{"categories":1291},[114],{"categories":1293},[126],{"categories":1295},[82],{"categories":1297},[562],{"categories":1299},[114],{"categories":1301},[126],{"categories":1303},[114],{"categories":1305},[140],{"categories":1307},[140],{"categories":1309},[],{"categories":1311},[],{"categories":1313},[114],{"categories":1315},[126],{"categories":1317},[129],{"categories":1319},[],{"categories":1321},[121],{"categories":1323},[114],{"categories":1325},[],{"categories":1327},[214],{"categories":1329},[140],{"categories":1331},[126],{"categories":1333},[140],{"categories":1335},[214],{"categories":1337},[114],{"categories":1339},[114],{"categories":1341},[214],{"categories":1343},[],{"categories":1345},[],{"categories":1347},[162],{"categories":1349},[126],{"categories":1351},[126],{"categories":1353},[114],{"categories":1355},[114],{"categories":1357},[114],{"categories":1359},[114],{"categories":1361},[121],{"categories":1363},[114],{"categories":1365},[114],{"categories":1367},[],{"categories":1369},[140],{"categories":1371},[140],{"categories":1373},[114],{"categories":1375},[140],{"categories":1377},[121],{"categories":1379},[],{"categories":1381},[114],{"categories":1383},[114],{"categories":1385},[114],{"categories":1387},[114],{"categories":1389},[114],{"categories":1391},[126],{"categories":1393},[82],{"categories":1395},[121],{"categories":1397},[114],{"categories":1399},[126],{"categories":1401},[162],{"categories":1403},[126],{"categories":1405},[151],{"categories":1407},[243],{"categories":1409},[114],{"categories":1411},[126],{"categories":1413},[114],{"categories":1415},[114],{"categories":1417},[114],{"categories":1419},[],{"categories":1421},[214],{"categories":1423},[],{"categories":1425},[114],{"categories":1427},[114],{"categories":1429},[],{"categories":1431},[114],{"categories":1433},[140],{"categories":1435},[121],{"categories":1437},[1438],"Visual & Generative Media",{"categories":1440},[126],{"categories":1442},[],{"categories":1444},[114],{"categories":1446},[114],{"categories":1448},[140],{"categories":1450},[284],{"categories":1452},[114],{"categories":1454},[165],{"categories":1456},[562],{"categories":1458},[140],{"categories":1460},[243],{"categories":1462},[114],{"categories":1464},[214],{"categories":1466},[114],{"categories":1468},[114],{"categories":1470},[140],{"categories":1472},[126],{"categories":1474},[114],{"categories":1476},[],{"categories":1478},[],{"categories":1480},[126],{"categories":1482},[140],{"categories":1484},[82],{"categories":1486},[126],{"categories":1488},[516],{"categories":1490},[114],{"categories":1492},[129],{"categories":1494},[114],{"categories":1496},[121],{"categories":1498},[],{"categories":1500},[114],{"categories":1502},[129],{"categories":1504},[114],{"categories":1506},[114],{"categories":1508},[114],{"categories":1510},[129],{"categories":1512},[114],{"categories":1514},[114],{"categories":1516},[243],{"categories":1518},[114],{"categories":1520},[457],{"categories":1522},[114],{"categories":1524},[126],{"categories":1526},[114],{"categories":1528},[114],{"categories":1530},[114],{"categories":1532},[114],{"categories":1534},[214],{"categories":1536},[126],{"categories":1538},[],{"categories":1540},[126],{"categories":1542},[],{"categories":1544},[284],{"categories":1546},[140],{"categories":1548},[],{"categories":1550},[516],{"categories":1552},[114],{"categories":1554},[126],{"categories":1556},[126],{"categories":1558},[114],{"categories":1560},[214,114],{"categories":1562},[82],{"categories":1564},[114],{"categories":1566},[214],{"categories":1568},[],{"categories":1570},[114],{"categories":1572},[82],{"categories":1574},[114],{"categories":1576},[1577],"Medical Imaging & Radiology",{"categories":1579},[114],{"categories":1581},[114],{"categories":1583},[114],{"categories":1585},[214],{"categories":1587},[126],{"categories":1589},[140],{"categories":1591},[],{"categories":1593},[114],{"categories":1595},[114],{"categories":1597},[114],{"categories":1599},[],{"categories":1601},[],{"categories":1603},[114],{"categories":1605},[114],{"categories":1607},[457],{"categories":1609},[114],{"categories":1611},[82],{"categories":1613},[114],{"categories":1615},[114],{"categories":1617},[],{"categories":1619},[126],{"categories":1621},[114],{"categories":1623},[129],{"categories":1625},[140],{"categories":1627},[114],{"categories":1629},[126],{"categories":1631},[457],{"categories":1633},[114],{"categories":1635},[126],{"categories":1637},[114],{"categories":1639},[114],{"categories":1641},[114],{"categories":1643},[214],{"categories":1645},[126],{"categories":1647},[284],{"categories":1649},[214],{"categories":1651},[121],{"categories":1653},[126],{"categories":1655},[162],{"categories":1657},[114],{"categories":1659},[114],{"categories":1661},[129],{"categories":1663},[114],{"categories":1665},[114],{"categories":1667},[114],{"categories":1669},[114],{"categories":1671},[126],{"categories":1673},[114],{"categories":1675},[140],{"categories":1677},[140],{"categories":1679},[114],{"categories":1681},[129],{"categories":1683},[],{"categories":1685},[162],{"categories":1687},[],{"categories":1689},[129],{"categories":1691},[126],{"categories":1693},[114],{"categories":1695},[126],{"categories":1697},[1237],{"categories":1699},[1237],{"categories":1701},[214],{"categories":1703},[114],{"categories":1705},[114],{"categories":1707},[114],{"categories":1709},[126],{"categories":1711},[140],{"categories":1713},[214],{"categories":1715},[126],{"categories":1717},[162],{"categories":1719},[],{"categories":1721},[114],{"categories":1723},[],{"categories":1725},[114],{"categories":1727},[114],{"categories":1729},[114],{"categories":1731},[114],{"categories":1733},[126],{"categories":1735},[1736],"Contract Review & E-Discovery",{"categories":1738},[114],{"categories":1740},[214],{"categories":1742},[114],{"categories":1744},[82],{"categories":1746},[114],{"categories":1748},[162],{"categories":1750},[114],{"categories":1752},[114],{"categories":1754},[243],{"categories":1756},[140],{"categories":1758},[114],{"categories":1760},[114],{"categories":1762},[126],{"categories":1764},[126],{"categories":1766},[885],{"categories":1768},[114],{"categories":1770},[114],{"categories":1772},[126],{"categories":1774},[126],{"categories":1776},[114],{"categories":1778},[114],{"categories":1780},[114],{"categories":1782},[126],{"categories":1784},[114],{"categories":1786},[114],{"categories":1788},[457],{"categories":1790},[434],{"categories":1792},[114],{"categories":1794},[126],{"categories":1796},[114],{"categories":1798},[1799],"Law-Firm Practice & Adoption",{"categories":1801},[114],{"categories":1803},[126],{"categories":1805},[214],{"categories":1807},[114],{"categories":1809},[114],{"categories":1811},[114],{"categories":1813},[],{"categories":1815},[],{"categories":1817},[140],{"categories":1819},[114],{"categories":1821},[],{"categories":1823},[126],{"categories":1825},[82],{"categories":1827},[284],{"categories":1829},[114],{"categories":1831},[],{"categories":1833},[82],{"categories":1835},[121],{"categories":1837},[114],{"categories":1839},[243],{"categories":1841},[],{"categories":1843},[121],{"categories":1845},[126],{"categories":1847},[121],{"categories":1849},[],{"categories":1851},[114],{"categories":1853},[129],{"categories":1855},[114],{"categories":1857},[140],{"categories":1859},[],{"categories":1861},[],{"categories":1863},[],{"categories":1865},[],{"categories":1867},[114],{"categories":1869},[129],{"categories":1871},[126],{"categories":1873},[284],{"categories":1875},[114],{"categories":1877},[82],{"categories":1879},[140],{"categories":1881},[114],{"categories":1883},[114],{"categories":1885},[140],{"categories":1887},[129],{"categories":1889},[114],{"categories":1891},[114],{"categories":1893},[114],{"categories":1895},[912],{"categories":1897},[114],{"categories":1899},[140],{"categories":1901},[114],{"categories":1903},[243],{"categories":1905},[140],{"categories":1907},[121],{"categories":1909},[114],{"categories":1911},[114],{"categories":1913},[114],{"categories":1915},[214],{"categories":1917},[114],{"categories":1919},[114],{"categories":1921},[114],{"categories":1923},[114],{"categories":1925},[121],{"categories":1927},[126],{"categories":1929},[114,82],{"categories":1931},[457],{"categories":1933},[114],{"categories":1935},[114],{"categories":1937},[140],{"categories":1939},[140],{"categories":1941},[214],{"categories":1943},[126],{"categories":1945},[126],{"categories":1947},[140],{"categories":1949},[114],{"categories":1951},[114],{"categories":1953},[114],{"categories":1955},[],{"categories":1957},[],{"categories":1959},[114],{"categories":1961},[165],{"categories":1963},[114],{"categories":1965},[126],{"categories":1967},[],{"categories":1969},[114],{"categories":1971},[114],{"categories":1973},[140],{"categories":1975},[165],{"categories":1977},[162],{"categories":1979},[214],{"categories":1981},[114],{"categories":1983},[126],{"categories":1985},[114],{"categories":1987},[140],{"categories":1989},[],{"categories":1991},[126],{"categories":1993},[114],{"categories":1995},[114],{"categories":1997},[114],{"categories":1999},[114],{"categories":2001},[],{"categories":2003},[126],{"categories":2005},[114],{"categories":2007},[114],{"categories":2009},[114],{"categories":2011},[],{"categories":2013},[126],{"categories":2015},[114],{"categories":2017},[114],{"categories":2019},[121],{"categories":2021},[114],{"categories":2023},[114],{"categories":2025},[],{"categories":2027},[82],{"categories":2029},[114],{"categories":2031},[114],{"categories":2033},[114],{"categories":2035},[214],{"categories":2037},[114],{"categories":2039},[140],{"categories":2041},[114],{"categories":2043},[82],{"categories":2045},[114],{"categories":2047},[140],{"categories":2049},[243],{"categories":2051},[126],{"categories":2053},[126],{"categories":2055},[114],{"categories":2057},[114],{"categories":2059},[114,214],{"categories":2061},[114],{"categories":2063},[126],{"categories":2065},[162],{"categories":2067},[114],{"categories":2069},[162],{"categories":2071},[126],{"categories":2073},[214],{"categories":2075},[114],{"categories":2077},[],{"categories":2079},[140],{"categories":2081},[284],{"categories":2083},[214],{"categories":2085},[140],{"categories":2087},[114],{"categories":2089},[129],{"categories":2091},[114],{"categories":2093},[114],{"categories":2095},[126],{"categories":2097},[],{"categories":2099},[],{"categories":2101},[114],{"categories":2103},[],{"categories":2105},[],{"categories":2107},[129],{"categories":2109},[140],{"categories":2111},[114],{"categories":2113},[126],{"categories":2115},[126],{"categories":2117},[121],{"categories":2119},[126],{"categories":2121},[284],{"categories":2123},[114],{"categories":2125},[114],{"categories":2127},[114],{"categories":2129},[151],{"categories":2131},[114],{"categories":2133},[114],{"categories":2135},[114],{"categories":2137},[140],{"categories":2139},[126],{"categories":2141},[114],{"categories":2143},[114],{"categories":2145},[140],{"categories":2147},[401],{"categories":2149},[126],{"categories":2151},[885],{"categories":2153},[],{"categories":2155},[214],{"categories":2157},[1799],{"categories":2159},[140],{"categories":2161},[],{"categories":2163},[],{"categories":2165},[114],{"categories":2167},[126],{"categories":2169},[],{"categories":2171},[],{"categories":2173},[114],{"categories":2175},[243],{"categories":2177},[114],{"categories":2179},[243],{"categories":2181},[126],{"categories":2183},[114],{"categories":2185},[114],{"categories":2187},[140],{"categories":2189},[129],{"categories":2191},[],{"categories":2193},[114],{"categories":2195},[114],{"categories":2197},[140],{"categories":2199},[1736],{"categories":2201},[214],{"categories":2203},[214],{"categories":2205},[114],{"categories":2207},[126],{"categories":2209},[82],{"categories":2211},[114],{"categories":2213},[114],{"categories":2215},[114],{"categories":2217},[114],{"categories":2219},[214],{"categories":2221},[214],{"categories":2223},[126],{"categories":2225},[126],{"categories":2227},[126],{"categories":2229},[114],{"categories":2231},[114],{"categories":2233},[],{"categories":2235},[114],{"categories":2237},[],{"categories":2239},[2240],"Interaction & Product Design",{"categories":2242},[114],{"categories":2244},[126],{"categories":2246},[140],{"categories":2248},[313],{"categories":2250},[162],{"categories":2252},[140],{"categories":2254},[114],{"categories":2256},[114],{"categories":2258},[114],{"categories":2260},[140],{"categories":2262},[114],{"categories":2264},[82],{"categories":2266},[126],{"categories":2268},[114],{"categories":2270},[],{"categories":2272},[126],{"categories":2274},[126],{"categories":2276},[126],{"categories":2278},[],{"categories":2280},[140],{"categories":2282},[114],{"categories":2284},[126],{"categories":2286},[82],{"categories":2288},[2240],{"categories":2290},[114],{"categories":2292},[82],{"categories":2294},[82],{"categories":2296},[],{"categories":2298},[126],{"categories":2300},[140],{"categories":2302},[],{"categories":2304},[126],{"categories":2306},[162],{"categories":2308},[114],{"categories":2310},[126],{"categories":2312},[114],{"categories":2314},[126],{"categories":2316},[126],{"categories":2318},[114],{"categories":2320},[114],{"categories":2322},[162],{"categories":2324},[165],{"categories":2326},[114],{"categories":2328},[129],{"categories":2330},[140],{"categories":2332},[2333],"Coding Agents & Dev Productivity",{"categories":2335},[162],{"categories":2337},[214],{"categories":2339},[114],{"categories":2341},[114],{"categories":2343},[],{"categories":2345},[114],{"categories":2347},[885],{"categories":2349},[],{"categories":2351},[114],{"categories":2353},[114],{"categories":2355},[284],{"categories":2357},[114],{"categories":2359},[162],{"categories":2361},[],{"categories":2363},[],{"categories":2365},[114],{"categories":2367},[],{"categories":2369},[126],{"categories":2371},[114],{"categories":2373},[],{"categories":2375},[140],{"categories":2377},[140],{"categories":2379},[114],{"categories":2381},[165],{"categories":2383},[],{"categories":2385},[114],{"categories":2387},[114],{"categories":2389},[114],{"categories":2391},[165],{"categories":2393},[140],{"categories":2395},[126],{"categories":2397},[],{"categories":2399},[],{"categories":2401},[114],{"categories":2403},[114],{"categories":2405},[126],{"categories":2407},[126],{"categories":2409},[378],{"categories":2411},[140],{"categories":2413},[140],{"categories":2415},[126],{"categories":2417},[162],{"categories":2419},[162],{"categories":2421},[126],{"categories":2423},[126],{"categories":2425},[114],{"categories":2427},[82],{"categories":2429},[2240],{"categories":2431},[129],{"categories":2433},[114,284],{"categories":2435},[165],{"categories":2437},[],{"categories":2439},[214],{"categories":2441},[126],{"categories":2443},[140],{"categories":2445},[82],{"categories":2447},[114],{"categories":2449},[126],{"categories":2451},[2452],"The Designer's Role & Craft",{"categories":2454},[214],{"categories":2456},[],{"categories":2458},[126],{"categories":2460},[114],{"categories":2462},[126],{"categories":2464},[126],{"categories":2466},[114],{"categories":2468},[243],{"categories":2470},[114],{"categories":2472},[140],{"categories":2474},[114],{"categories":2476},[214],{"categories":2478},[114],{"categories":2480},[],{"categories":2482},[126],{"categories":2484},[214],{"categories":2486},[129],{"categories":2488},[114],{"categories":2490},[114],{"categories":2492},[114],{"categories":2494},[2495],"AI UX Patterns",{"categories":2497},[126],{"categories":2499},[126],{"categories":2501},[126],{"categories":2503},[126],{"categories":2505},[243],{"categories":2507},[165],{"categories":2509},[114],{"categories":2511},[126],{"categories":2513},[114],{"categories":2515},[1237],{"categories":2517},[],{"categories":2519},[243],{"categories":2521},[126],{"categories":2523},[162],{"categories":2525},[140],{"categories":2527},[114],{"categories":2529},[126],{"categories":2531},[],{"categories":2533},[],{"categories":2535},[114],{"categories":2537},[114],{"categories":2539},[126],{"categories":2541},[114],{"categories":2543},[126],{"categories":2545},[378],{"categories":2547},[214],{"categories":2549},[114],{"categories":2551},[162],{"categories":2553},[140],{"categories":2555},[114],{"categories":2557},[126],{"categories":2559},[126],{"categories":2561},[],{"categories":2563},[114],{"categories":2565},[],{"categories":2567},[114],{"categories":2569},[],{"categories":2571},[114],{"categories":2573},[114],{"categories":2575},[114],{"categories":2577},[126],{"categories":2579},[140],{"categories":2581},[],{"categories":2583},[],{"categories":2585},[165],{"categories":2587},[151],{"categories":2589},[114],{"categories":2591},[114],{"categories":2593},[114],{"categories":2595},[165],{"categories":2597},[114],{"categories":2599},[114],{"categories":2601},[162],{"categories":2603},[114],{"categories":2605},[114],{"categories":2607},[114],{"categories":2609},[126],{"categories":2611},[114],{"categories":2613},[126],{"categories":2615},[114],{"categories":2617},[114],{"categories":2619},[114],{"categories":2621},[126],{"categories":2623},[],{"categories":2625},[114],{"categories":2627},[],{"categories":2629},[114],{"categories":2631},[114],{"categories":2633},[284],{"categories":2635},[114],{"categories":2637},[],{"categories":2639},[],{"categories":2641},[214],{"categories":2643},[912],{"categories":2645},[126],{"categories":2647},[82],{"categories":2649},[2452],{"categories":2651},[],{"categories":2653},[],{"categories":2655},[114],{"categories":2657},[],{"categories":2659},[],{"categories":2661},[140],{"categories":2663},[162],{"categories":2665},[243],{"categories":2667},[126],{"categories":2669},[121],{"categories":2671},[114],{"categories":2673},[114],{"categories":2675},[121],{"categories":2677},[],{"categories":2679},[214],{"categories":2681},[129],{"categories":2683},[114],{"categories":2685},[114],{"categories":2687},[126],{"categories":2689},[121],{"categories":2691},[114],{"categories":2693},[114],{"categories":2695},[82],{"categories":2697},[114],{"categories":2699},[114],{"categories":2701},[],{"categories":2703},[82],{"categories":2705},[114],{"categories":2707},[243],{"categories":2709},[126],{"categories":2711},[162],{"categories":2713},[114],{"categories":2715},[140],{"categories":2717},[114],{"categories":2719},[114],{"categories":2721},[121],{"categories":2723},[114],{"categories":2725},[114],{"categories":2727},[114],{"categories":2729},[126],{"categories":2731},[114],{"categories":2733},[],{"categories":2735},[114],{"categories":2737},[140],{"categories":2739},[82],{"categories":2741},[114],{"categories":2743},[114],{"categories":2745},[114],{"categories":2747},[],{"categories":2749},[114],{"categories":2751},[457],{"categories":2753},[126],{"categories":2755},[121],{"categories":2757},[162],{"categories":2759},[114],{"categories":2761},[114],{"categories":2763},[],{"categories":2765},[121],{"categories":2767},[121],{"categories":2769},[114],{"categories":2771},[114],{"categories":2773},[129],{"categories":2775},[114],{"categories":2777},[114],{"categories":2779},[114],{"categories":2781},[114],{"categories":2783},[140],{"categories":2785},[140],{"categories":2787},[114],{"categories":2789},[],{"categories":2791},[140],{"categories":2793},[114],{"categories":2795},[140],{"categories":2797},[126],{"categories":2799},[562],{"categories":2801},[],{"categories":2803},[],{"categories":2805},[114],{"categories":2807},[162],{"categories":2809},[],{"categories":2811},[284],{"categories":2813},[114],{"categories":2815},[114],{"categories":2817},[114],{"categories":2819},[214],{"categories":2821},[874],{"categories":2823},[],{"categories":2825},[114],{"categories":2827},[114],{"categories":2829},[114],{"categories":2831},[140],{"categories":2833},[114],{"categories":2835},[114],{"categories":2837},[114,284],{"categories":2839},[114],{"categories":2841},[114],{"categories":2843},[214],{"categories":2845},[126],{"categories":2847},[],{"categories":2849},[126],{"categories":2851},[126],{"categories":2853},[114],{"categories":2855},[114],{"categories":2857},[114],{"categories":2859},[114],{"categories":2861},[165],{"categories":2863},[114],{"categories":2865},[2495],{"categories":2867},[82],{"categories":2869},[165],{"categories":2871},[82],{"categories":2873},[140],{"categories":2875},[214],{"categories":2877},[126],{"categories":2879},[114],{"categories":2881},[],{"categories":2883},[121],{"categories":2885},[114],{"categories":2887},[114],{"categories":2889},[162],{"categories":2891},[114],{"categories":2893},[114],{"categories":2895},[114],{"categories":2897},[126],{"categories":2899},[114],{"categories":2901},[114],{"categories":2903},[114],{"categories":2905},[121],{"categories":2907},[],{"categories":2909},[284],{"categories":2911},[114],{"categories":2913},[378],{"categories":2915},[214],{"categories":2917},[214],{"categories":2919},[140],{"categories":2921},[126],{"categories":2923},[114],{"categories":2925},[121],{"categories":2927},[162],{"categories":2929},[114],{"categories":2931},[114],{"categories":2933},[114],{"categories":2935},[214],{"categories":2937},[126],{"categories":2939},[126],{"categories":2941},[114],{"categories":2943},[114],{"categories":2945},[516],{"categories":2947},[126],{"categories":2949},[],{"categories":2951},[114],{"categories":2953},[114],{"categories":2955},[114],{"categories":2957},[],{"categories":2959},[],{"categories":2961},[114],{"categories":2963},[114],{"categories":2965},[126],{"categories":2967},[114],{"categories":2969},[114],{"categories":2971},[114],{"categories":2973},[140],{"categories":2975},[114],{"categories":2977},[114],{"categories":2979},[126],{"categories":2981},[114],{"categories":2983},[114],{"categories":2985},[114],{"categories":2987},[114],{"categories":2989},[114],{"categories":2991},[],{"categories":2993},[140],{"categories":2995},[165],{"categories":2997},[114],{"categories":2999},[126],{"categories":3001},[126],{"categories":3003},[114],{"categories":3005},[114],{"categories":3007},[],{"categories":3009},[],{"categories":3011},[114],{"categories":3013},[114],{"categories":3015},[114],{"categories":3017},[162],{"categories":3019},[165],{"categories":3021},[],{"categories":3023},[114],{"categories":3025},[214],{"categories":3027},[114],{"categories":3029},[284],{"categories":3031},[1799],{"categories":3033},[162],{"categories":3035},[140],{"categories":3037},[114],{"categories":3039},[140],{"categories":3041},[140],{"categories":3043},[114],{"categories":3045},[114],{"categories":3047},[140],{"categories":3049},[162],{"categories":3051},[162],{"categories":3053},[284],{"categories":3055},[126],{"categories":3057},[],{"categories":3059},[162],{"categories":3061},[114],{"categories":3063},[126],{"categories":3065},[82],{"categories":3067},[140],{"categories":3069},[114],{"categories":3071},[162],{"categories":3073},[],{"categories":3075},[114],{"categories":3077},[140],{"categories":3079},[140],{"categories":3081},[165],{"categories":3083},[114],{"categories":3085},[162],{"categories":3087},[114],{"categories":3089},[140],{"categories":3091},[126],{"categories":3093},[126],{"categories":3095},[162],{"categories":3097},[126],{"categories":3099},[284],{"categories":3101},[126],{"categories":3103},[114],{"categories":3105},[114],{"categories":3107},[114],{"categories":3109},[114],{"categories":3111},[140],{"categories":3113},[114],{"categories":3115},[],{"categories":3117},[126],{"categories":3119},[121],{"categories":3121},[140],{"categories":3123},[],{"categories":3125},[],{"categories":3127},[114],{"categories":3129},[126],{"categories":3131},[114],{"categories":3133},[114],{"categories":3135},[3136],"Frameworks & Tooling",{"categories":3138},[114],{"categories":3140},[114],{"categories":3142},[140],{"categories":3144},[114],{"categories":3146},[114],{"categories":3148},[],{"categories":3150},[165],{"categories":3152},[165],{"categories":3154},[82],{"categories":3156},[114],{"categories":3158},[126],{"categories":3160},[114],{"categories":3162},[214],{"categories":3164},[],{"categories":3166},[1799],{"categories":3168},[114],{"categories":3170},[140],{"categories":3172},[114],{"categories":3174},[284],{"categories":3176},[284],{"categories":3178},[],{"categories":3180},[126],{"categories":3182},[126],{"categories":3184},[114],{"categories":3186},[114],{"categories":3188},[162],{"categories":3190},[126],{"categories":3192},[162],{"categories":3194},[114],{"categories":3196},[126],{"categories":3198},[],{"categories":3200},[214],{"categories":3202},[114],{"categories":3204},[114],{"categories":3206},[],{"categories":3208},[114],{"categories":3210},[126],{"categories":3212},[114],{"categories":3214},[114],{"categories":3216},[114],{"categories":3218},[],{"categories":3220},[140],{"categories":3222},[114],{"categories":3224},[140],{"categories":3226},[284],{"categories":3228},[114],{"categories":3230},[114],{"categories":3232},[114],{"categories":3234},[140],{"categories":3236},[121],{"categories":3238},[114],{"categories":3240},[1799],{"categories":3242},[],{"categories":3244},[126],{"categories":3246},[82],{"categories":3248},[114],{"categories":3250},[82],{"categories":3252},[114],{"categories":3254},[],{"categories":3256},[126],{"categories":3258},[114],{"categories":3260},[114],{"categories":3262},[3263],"AI Design Tooling",{"categories":3265},[214],{"categories":3267},[114],{"categories":3269},[114],{"categories":3271},[140],{"categories":3273},[214],{"categories":3275},[114],{"categories":3277},[114],{"categories":3279},[140],{"categories":3281},[162],{"categories":3283},[129],{"categories":3285},[140],{"categories":3287},[114],{"categories":3289},[114],{"categories":3291},[114],{"categories":3293},[126],{"categories":3295},[114],{"categories":3297},[],{"categories":3299},[126],{"categories":3301},[114],{"categories":3303},[114],{"categories":3305},[126],{"categories":3307},[114],{"categories":3309},[114],{"categories":3311},[114],{"categories":3313},[126],{"categories":3315},[],{"categories":3317},[126],{"categories":3319},[3136],{"categories":3321},[114],{"categories":3323},[114],{"categories":3325},[126],{"categories":3327},[126],{"categories":3329},[140],{"categories":3331},[140],{"categories":3333},[114],{"categories":3335},[],{"categories":3337},[140],{"categories":3339},[114],{"categories":3341},[114],{"categories":3343},[126],{"categories":3345},[121],{"categories":3347},[114],{"categories":3349},[],{"categories":3351},[114],{"categories":3353},[114],{"categories":3355},[2240],{"categories":3357},[],{"categories":3359},[114],{"categories":3361},[114],{"categories":3363},[114],{"categories":3365},[114],{"categories":3367},[214],{"categories":3369},[114],{"categories":3371},[],{"categories":3373},[114],{"categories":3375},[114],{"categories":3377},[114],{"categories":3379},[114],{"categories":3381},[243],{"categories":3383},[162],{"categories":3385},[114],{"categories":3387},[114],{"categories":3389},[1799],{"categories":3391},[82],{"categories":3393},[114],{"categories":3395},[114],{"categories":3397},[165],{"categories":3399},[114],{"categories":3401},[114],{"categories":3403},[162],{"categories":3405},[126],{"categories":3407},[],{"categories":3409},[114],{"categories":3411},[114],{"categories":3413},[214],{"categories":3415},[114],{"categories":3417},[243],{"categories":3419},[126],{"categories":3421},[114],{"categories":3423},[126],{"categories":3425},[],{"categories":3427},[],{"categories":3429},[],{"categories":3431},[82],{"categories":3433},[162],{"categories":3435},[126],{"categories":3437},[114],{"categories":3439},[114],{"categories":3441},[114],{"categories":3443},[114],{"categories":3445},[401],{"categories":3447},[214],{"categories":3449},[126],{"categories":3451},[114],{"categories":3453},[],{"categories":3455},[126],{"categories":3457},[126],{"categories":3459},[],{"categories":3461},[114],{"categories":3463},[126],{"categories":3465},[114],{"categories":3467},[],{"categories":3469},[114],{"categories":3471},[114],{"categories":3473},[114],{"categories":3475},[162],{"categories":3477},[214],{"categories":3479},[126],{"categories":3481},[214],{"categories":3483},[126],{"categories":3485},[114],{"categories":3487},[121],{"categories":3489},[],{"categories":3491},[],{"categories":3493},[114],{"categories":3495},[114],{"categories":3497},[114],{"categories":3499},[82],{"categories":3501},[126],{"categories":3503},[162],{"categories":3505},[],{"categories":3507},[214],{"categories":3509},[],{"categories":3511},[140],{"categories":3513},[114],{"categories":3515},[140],{"categories":3517},[214],{"categories":3519},[140],{"categories":3521},[114],{"categories":3523},[],{"categories":3525},[114],{"categories":3527},[114],{"categories":3529},[],{"categories":3531},[114],{"categories":3533},[114],{"categories":3535},[243],{"categories":3537},[114],{"categories":3539},[114],{"categories":3541},[284],{"categories":3543},[140],{"categories":3545},[114],{"categories":3547},[],{"categories":3549},[126],{"categories":3551},[114],{"categories":3553},[82],{"categories":3555},[516],{"categories":3557},[114],{"categories":3559},[114],{"categories":3561},[126],{"categories":3563},[114],{"categories":3565},[126],{"categories":3567},[114],{"categories":3569},[114],{"categories":3571},[114],{"categories":3573},[114],{"categories":3575},[],{"categories":3577},[114],{"categories":3579},[82],{"categories":3581},[114],{"categories":3583},[121],{"categories":3585},[140],{"categories":3587},[214],{"categories":3589},[],{"categories":3591},[114],{"categories":3593},[],{"categories":3595},[126],{"categories":3597},[114],{"categories":3599},[],{"categories":3601},[126],{"categories":3603},[114],{"categories":3605},[140],{"categories":3607},[214],{"categories":3609},[162],{"categories":3611},[114],{"categories":3613},[162],{"categories":3615},[126],{"categories":3617},[214],{"categories":3619},[114],{"categories":3621},[],{"categories":3623},[114],{"categories":3625},[151],{"categories":3627},[126],{"categories":3629},[114],{"categories":3631},[214],{"categories":3633},[162],{"categories":3635},[121],{"categories":3637},[140],{"categories":3639},[114],{"categories":3641},[114],{"categories":3643},[114],{"categories":3645},[114],{"categories":3647},[162],{"categories":3649},[243],{"categories":3651},[],{"categories":3653},[],{"categories":3655},[165],{"categories":3657},[457],{"categories":3659},[114],{"categories":3661},[126],{"categories":3663},[114,140],{"categories":3665},[162],{"categories":3667},[114],{"categories":3669},[114],{"categories":3671},[114],{"categories":3673},[114],{"categories":3675},[114],{"categories":3677},[114],{"categories":3679},[114],{"categories":3681},[126],{"categories":3683},[114],{"categories":3685},[126],{"categories":3687},[114],{"categories":3689},[114],{"categories":3691},[114],{"categories":3693},[],{"categories":3695},[114],{"categories":3697},[1237],{"categories":3699},[140],{"categories":3701},[214],{"categories":3703},[114],{"categories":3705},[114],{"categories":3707},[114],{"categories":3709},[165],{"categories":3711},[126],{"categories":3713},[243],{"categories":3715},[284],{"categories":3717},[],{"categories":3719},[140],{"categories":3721},[114],{"categories":3723},[121],{"categories":3725},[126],{"categories":3727},[82],{"categories":3729},[126],{"categories":3731},[114],{"categories":3733},[126],{"categories":3735},[126],{"categories":3737},[129],{"categories":3739},[140],{"categories":3741},[114],{"categories":3743},[114],{"categories":3745},[],{"categories":3747},[],{"categories":3749},[],{"categories":3751},[284],{"categories":3753},[114],{"categories":3755},[162],{"categories":3757},[114],{"categories":3759},[114],{"categories":3761},[114],{"categories":3763},[114],{"categories":3765},[],{"categories":3767},[114],{"categories":3769},[165],{"categories":3771},[121],{"categories":3773},[126],{"categories":3775},[114],{"categories":3777},[],{"categories":3779},[114],{"categories":3781},[126],{"categories":3783},[114],{"categories":3785},[284],{"categories":3787},[],{"categories":3789},[214],{"categories":3791},[214],{"categories":3793},[114],{"categories":3795},[126],{"categories":3797},[],{"categories":3799},[140],{"categories":3801},[114],{"categories":3803},[214],{"categories":3805},[114],{"categories":3807},[121],{"categories":3809},[126],{"categories":3811},[114],{"categories":3813},[],{"categories":3815},[162],{"categories":3817},[114],{"categories":3819},[114],{"categories":3821},[114],{"categories":3823},[214],{"categories":3825},[126],{"categories":3827},[162],{"categories":3829},[],{"categories":3831},[126],{"categories":3833},[121],{"categories":3835},[126],{"categories":3837},[214],{"categories":3839},[114],{"categories":3841},[114],{"categories":3843},[114],{"categories":3845},[457],{"categories":3847},[114],{"categories":3849},[126],{"categories":3851},[],{"categories":3853},[114],{"categories":3855},[114],{"categories":3857},[284],{"categories":3859},[162],{"categories":3861},[165],{"categories":3863},[562],{"categories":3865},[165],{"categories":3867},[165],{"categories":3869},[114],{"categories":3871},[],{"categories":3873},[],{"categories":3875},[],{"categories":3877},[126],{"categories":3879},[114],{"categories":3881},[126],{"categories":3883},[126],{"categories":3885},[140],{"categories":3887},[114],{"categories":3889},[434],{"categories":3891},[140],{"categories":3893},[126],{"categories":3895},[114],{"categories":3897},[114],{"categories":3899},[114],{"categories":3901},[114],{"categories":3903},[114],{"categories":3905},[126],{"categories":3907},[114],{"categories":3909},[],{"categories":3911},[],{"categories":3913},[114],{"categories":3915},[],{"categories":3917},[114],{"categories":3919},[126],{"categories":3921},[214],{"categories":3923},[114],{"categories":3925},[114],{"categories":3927},[],{"categories":3929},[126],{"categories":3931},[114],{"categories":3933},[114],{"categories":3935},[129],{"categories":3937},[114],{"categories":3939},[214],{"categories":3941},[114],{"categories":3943},[126],{"categories":3945},[121],{"categories":3947},[114],{"categories":3949},[114],{"categories":3951},[243],{"categories":3953},[126],{"categories":3955},[114],{"categories":3957},[114],{"categories":3959},[874],{"categories":3961},[114],{"categories":3963},[126],{"categories":3965},[114],{"categories":3967},[140],{"categories":3969},[114],{"categories":3971},[516],{"categories":3973},[214],{"categories":3975},[],{"categories":3977},[114],{"categories":3979},[114],{"categories":3981},[162],{"categories":3983},[457],{"categories":3985},[126],{"categories":3987},[114],{"categories":3989},[],{"categories":3991},[162],{"categories":3993},[378],{"categories":3995},[126],{"categories":3997},[126],{"categories":3999},[126],{"categories":4001},[114],{"categories":4003},[114],{"categories":4005},[126],{"categories":4007},[],{"categories":4009},[121],{"categories":4011},[114],{"categories":4013},[121],{"categories":4015},[126],{"categories":4017},[],{"categories":4019},[140],{"categories":4021},[114],{"categories":4023},[114],{"categories":4025},[82],{"categories":4027},[114],{"categories":4029},[162],{"categories":4031},[284],{"categories":4033},[151],{"categories":4035},[126],{"categories":4037},[126],{"categories":4039},[114],{"categories":4041},[114],{"categories":4043},[126],{"categories":4045},[114],{"categories":4047},[82],{"categories":4049},[],{"categories":4051},[126],{"categories":4053},[114],{"categories":4055},[114],{"categories":4057},[114],{"categories":4059},[126],{"categories":4061},[114],{"categories":4063},[],{"categories":4065},[114],{"categories":4067},[],{"categories":4069},[214],{"categories":4071},[126],{"categories":4073},[114,121],{"categories":4075},[126],{"categories":4077},[114],{"categories":4079},[],{"categories":4081},[82],{"categories":4083},[165],{"categories":4085},[121],{"categories":4087},[114],{"categories":4089},[140],{"categories":4091},[114],{"categories":4093},[114],{"categories":4095},[126],{"categories":4097},[114],{"categories":4099},[114],{"categories":4101},[114],{"categories":4103},[162],{"categories":4105},[1237],{"categories":4107},[126],{"categories":4109},[114],{"categories":4111},[],{"categories":4113},[],{"categories":4115},[114],{"categories":4117},[126],{"categories":4119},[114],{"categories":4121},[114],{"categories":4123},[284],{"categories":4125},[],{"categories":4127},[114],{"categories":4129},[126],{"categories":4131},[151],{"categories":4133},[126],{"categories":4135},[457],{"categories":4137},[],{"categories":4139},[401],{"categories":4141},[126],{"categories":4143},[114],{"categories":4145},[114],{"categories":4147},[243],{"categories":4149},[126],{"categories":4151},[114],{"categories":4153},[165],{"categories":4155},[129],{"categories":4157},[126],{"categories":4159},[114],{"categories":4161},[457],{"categories":4163},[114],{"categories":4165},[284],{"categories":4167},[121],{"categories":4169},[],{"categories":4171},[114],{"categories":4173},[114],{"categories":4175},[243],{"categories":4177},[214],{"categories":4179},[114],{"categories":4181},[114],{"categories":4183},[114],{"categories":4185},[],{"categories":4187},[243],{"categories":4189},[162],{"categories":4191},[114],{"categories":4193},[114],{"categories":4195},[114],{"categories":4197},[562],{"categories":4199},[82],{"categories":4201},[114],{"categories":4203},[129],{"categories":4205},[114],{"categories":4207},[],{"categories":4209},[],{"categories":4211},[214],{"categories":4213},[114],{"categories":4215},[165],{"categories":4217},[243],{"categories":4219},[126],{"categories":4221},[114],{"categories":4223},[114],{"categories":4225},[243],{"categories":4227},[162],{"categories":4229},[114],{"categories":4231},[],{"categories":4233},[114],{"categories":4235},[114],{"categories":4237},[],{"categories":4239},[114],{"categories":4241},[114],{"categories":4243},[587],{"categories":4245},[114],{"categories":4247},[114],{"categories":4249},[126],{"categories":4251},[140],{"categories":4253},[457],{"categories":4255},[114],{"categories":4257},[114],{"categories":4259},[114],{"categories":4261},[],{"categories":4263},[114,140],{"categories":4265},[162],{"categories":4267},[126],{"categories":4269},[140],{"categories":4271},[126],{"categories":4273},[912],{"categories":4275},[140],{"categories":4277},[140],{"categories":4279},[126],{"categories":4281},[114],{"categories":4283},[82],{"categories":4285},[],{"categories":4287},[],{"categories":4289},[126],{"categories":4291},[114],{"categories":4293},[140],{"categories":4295},[114],{"categories":4297},[82],{"categories":4299},[140],{"categories":4301},[140],{"categories":4303},[114],{"categories":4305},[243],{"categories":4307},[114],{"categories":4309},[140],{"categories":4311},[114],{"categories":4313},[],{"categories":4315},[114],{"categories":4317},[114],{"categories":4319},[214,114],{"categories":4321},[284],{"categories":4323},[82],{"categories":4325},[114],{"categories":4327},[],{"categories":4329},[114],{"categories":4331},[114],{"categories":4333},[121],{"categories":4335},[114],{"categories":4337},[121],{"categories":4339},[114],{"categories":4341},[114],{"categories":4343},[378],{"categories":4345},[114],{"categories":4347},[121],{"categories":4349},[140],{"categories":4351},[165],{"categories":4353},[126],{"categories":4355},[114],{"categories":4357},[140],{"categories":4359},[114],{"categories":4361},[114],{"categories":4363},[162],{"categories":4365},[243],{"categories":4367},[214],{"categories":4369},[114],{"categories":4371},[114],{"categories":4373},[114],{"categories":4375},[114],{"categories":4377},[82],{"categories":4379},[114],{"categories":4381},[126],{"categories":4383},[126],{"categories":4385},[140],{"categories":4387},[162],{"categories":4389},[140],{"categories":4391},[140],{"categories":4393},[114],{"categories":4395},[114],{"categories":4397},[],{"categories":4399},[],{"categories":4401},[165],{"categories":4403},[114],{"categories":4405},[140],{"categories":4407},[114],{"categories":4409},[214],{"categories":4411},[457],{"categories":4413},[401],{"categories":4415},[378],{"categories":4417},[114],{"categories":4419},[114],{"categories":4421},[114],{"categories":4423},[165],{"categories":4425},[114],{"categories":4427},[114],{"categories":4429},[114],{"categories":4431},[114],{"categories":4433},[114],{"categories":4435},[114],{"categories":4437},[114],{"categories":4439},[126],{"categories":4441},[82],{"categories":4443},[126],{"categories":4445},[114,121],{"categories":4447},[],{"categories":4449},[214],{"categories":4451},[],{"categories":4453},[129],{"categories":4455},[114],{"categories":4457},[162],{"categories":4459},[82],{"categories":4461},[114],{"categories":4463},[82],{"categories":4465},[126],{"categories":4467},[165],{"categories":4469},[126],{"categories":4471},[129],{"categories":4473},[126],{"categories":4475},[114],{"categories":4477},[114],{"categories":4479},[121],{"categories":4481},[126],{"categories":4483},[140],{"categories":4485},[243],{"categories":4487},[114],{"categories":4489},[114],{"categories":4491},[],{"categories":4493},[162],{"categories":4495},[114],{"categories":4497},[114],{"categories":4499},[114],{"categories":4501},[114],{"categories":4503},[114],{"categories":4505},[114],{"categories":4507},[140],{"categories":4509},[162],{"categories":4511},[140],{"categories":4513},[140],{"categories":4515},[114],{"categories":4517},[114],{"categories":4519},[114],{"categories":4521},[114],{"categories":4523},[401],{"categories":4525},[114],{"categories":4527},[126],{"categories":4529},[162],{"categories":4531},[114],{"categories":4533},[114],{"categories":4535},[114],{"categories":4537},[126],{"categories":4539},[114],{"categories":4541},[114],{"categories":4543},[114],{"categories":4545},[3136],{"categories":4547},[4548],"Clinical AI",{"categories":4550},[214],{"categories":4552},[114],{"categories":4554},[114],{"categories":4556},[114],{"categories":4558},[114],{"categories":4560},[284],{"categories":4562},[2495],{"categories":4564},[114],{"categories":4566},[129],{"categories":4568},[214],{"categories":4570},[114],{"categories":4572},[126],{"categories":4574},[114],{"categories":4576},[114],{"categories":4578},[162],{"categories":4580},[114],{"categories":4582},[126],{"categories":4584},[140],{"categories":4586},[243],{"categories":4588},[114],{"categories":4590},[114],{"categories":4592},[121],{"categories":4594},[114],{"categories":4596},[114],{"categories":4598},[516],{"categories":4600},[114],{"categories":4602},[],{"categories":4604},[126],{"categories":4606},[114],{"categories":4608},[140],{"categories":4610},[82],{"categories":4612},[114],{"categories":4614},[],{"categories":4616},[],{"categories":4618},[114],{"categories":4620},[],{"categories":4622},[121],{"categories":4624},[114],{"categories":4626},[114],{"categories":4628},[126],{"categories":4630},[114],{"categories":4632},[162],{"categories":4634},[162],{"categories":4636},[162],{"categories":4638},[162],{"categories":4640},[],{"categories":4642},[82],{"categories":4644},[126],{"categories":4646},[162],{"categories":4648},[114],{"categories":4650},[587],{"categories":4652},[129],{"categories":4654},[126],{"categories":4656},[114],{"categories":4658},[82],{"categories":4660},[114],{"categories":4662},[126],{"categories":4664},[114],{"categories":4666},[114],{"categories":4668},[114],{"categories":4670},[114,126],{"categories":4672},[126],{"categories":4674},[284],{"categories":4676},[162],{"categories":4678},[126],{"categories":4680},[162],{"categories":4682},[126],{"categories":4684},[114],{"categories":4686},[],{"categories":4688},[162],{"categories":4690},[243],{"categories":4692},[82],{"categories":4694},[114],{"categories":4696},[114],{"categories":4698},[],{"categories":4700},[140],{"categories":4702},[],{"categories":4704},[82],{"categories":4706},[126],{"categories":4708},[162],{"categories":4710},[114],{"categories":4712},[162],{"categories":4714},[82],{"categories":4716},[162],{"categories":4718},[162],{"categories":4720},[],{"categories":4722},[121],{"categories":4724},[126],{"categories":4726},[162],{"categories":4728},[162],{"categories":4730},[162],{"categories":4732},[162],{"categories":4734},[162],{"categories":4736},[162],{"categories":4738},[162],{"categories":4740},[162],{"categories":4742},[162],{"categories":4744},[162],{"categories":4746},[165],{"categories":4748},[82],{"categories":4750},[114],{"categories":4752},[114],{"categories":4754},[126],{"categories":4756},[126],{"categories":4758},[],{"categories":4760},[114],{"categories":4762},[114,82],{"categories":4764},[],{"categories":4766},[126],{"categories":4768},[114],{"categories":4770},[162],{"categories":4772},[126],{"categories":4774},[912],{"categories":4776},[114],{"categories":4778},[114],{"categories":4780},[114],{"categories":4782},[114],{"categories":4784},[114],{"categories":4786},[378],{"categories":4788},[114],{"categories":4790},[114],{"categories":4792},[126],{"categories":4794},[114],{"categories":4796},[114],{"categories":4798},[121],{"categories":4800},[129],{"categories":4802},[126],{"categories":4804},[126],{"categories":4806},[],{"categories":4808},[126],{"categories":4810},[214],{"categories":4812},[162],{"categories":4814},[114],{"categories":4816},[],{"categories":4818},[129],{"categories":4820},[],{"categories":4822},[140],{"categories":4824},[114],{"categories":4826},[126],{"categories":4828},[214],{"categories":4830},[114],{"categories":4832},[],{"categories":4834},[114],{"categories":4836},[114],{"categories":4838},[],{"categories":4840},[243],{"categories":4842},[114],{"categories":4844},[126],{"categories":4846},[],{"categories":4848},[],{"categories":4850},[162],{"categories":4852},[82],{"categories":4854},[114],{"categories":4856},[114],{"categories":4858},[121],{"categories":4860},[114],{"categories":4862},[114],{"categories":4864},[126],{"categories":4866},[114],{"categories":4868},[121],{"categories":4870},[121],{"categories":4872},[214],{"categories":4874},[],{"categories":4876},[114],{"categories":4878},[162],{"categories":4880},[],{"categories":4882},[114],{"categories":4884},[114],{"categories":4886},[214],{"categories":4888},[114],{"categories":4890},[114],{"categories":4892},[243],{"categories":4894},[114],{"categories":4896},[284],{"categories":4898},[],{"categories":4900},[126],{"categories":4902},[114],{"categories":4904},[243],{"categories":4906},[140],{"categories":4908},[],{"categories":4910},[114],{"categories":4912},[],{"categories":4914},[126],{"categories":4916},[214],{"categories":4918},[140],{"categories":4920},[],{"categories":4922},[3136],{"categories":4924},[121],{"categories":4926},[82],{"categories":4928},[114],{"categories":4930},[165],{"categories":4932},[126],{"categories":4934},[214],{"categories":4936},[114],{"categories":4938},[140],{"categories":4940},[],{"categories":4942},[],{"categories":4944},[114],{"categories":4946},[82],{"categories":4948},[114],{"categories":4950},[243],{"categories":4952},[],{"categories":4954},[126],{"categories":4956},[126],{"categories":4958},[114],{"categories":4960},[126],{"categories":4962},[114],{"categories":4964},[162],{"categories":4966},[140],{"categories":4968},[114],{"categories":4970},[126],{"categories":4972},[129],{"categories":4974},[114],{"categories":4976},[114],{"categories":4978},[114],{"categories":4980},[126],{"categories":4982},[114],{"categories":4984},[129],{"categories":4986},[243],{"categories":4988},[162],{"categories":4990},[],{"categories":4992},[243],{"categories":4994},[114],{"categories":4996},[],{"categories":4998},[140],{"categories":5000},[126],{"categories":5002},[],{"categories":5004},[114],{"categories":5006},[114],{"categories":5008},[114],{"categories":5010},[114],{"categories":5012},[114],{"categories":5014},[126],{"categories":5016},[121],{"categories":5018},[82],{"categories":5020},[126],{"categories":5022},[114],{"categories":5024},[214],{"categories":5026},[140],{"categories":5028},[140],{"categories":5030},[114],{"categories":5032},[165],{"categories":5034},[126],{"categories":5036},[114],{"categories":5038},[114],{"categories":5040},[126],{"categories":5042},[114],{"categories":5044},[114],{"categories":5046},[126],{"categories":5048},[121],{"categories":5050},[114],{"categories":5052},[214],{"categories":5054},[140],{"categories":5056},[126],{"categories":5058},[114],{"categories":5060},[129],{"categories":5062},[114],{"categories":5064},[126],{"categories":5066},[114],{"categories":5068},[114],{"categories":5070},[162],{"categories":5072},[114],{"categories":5074},[],{"categories":5076},[82],{"categories":5078},[114],{"categories":5080},[114],{"categories":5082},[114],{"categories":5084},[140],{"categories":5086},[140],{"categories":5088},[114],{"categories":5090},[140],{"categories":5092},[114],{"categories":5094},[126],{"categories":5096},[114],{"categories":5098},[114],{"categories":5100},[114],{"categories":5102},[114],{"categories":5104},[114],{"categories":5106},[],{"categories":5108},[114],{"categories":5110},[214],{"categories":5112},[126],{"categories":5114},[121],{"categories":5116},[162],{"categories":5118},[114],{"categories":5120},[126],{"categories":5122},[114],{"categories":5124},[126],{"categories":5126},[114],{"categories":5128},[114],{"categories":5130},[214],{"categories":5132},[126],{"categories":5134},[114],{"categories":5136},[243],{"categories":5138},[114],{"categories":5140},[165],{"categories":5142},[114],{"categories":5144},[114],{"categories":5146},[162],{"categories":5148},[114],{"categories":5150},[114],{"categories":5152},[114],{"categories":5154},[114],{"categories":5156},[126],{"categories":5158},[284],{"categories":5160},[114],{"categories":5162},[140],{"categories":5164},[126],{"categories":5166},[165],{"categories":5168},[],{"categories":5170},[126],{"categories":5172},[140],{"categories":5174},[114],{"categories":5176},[114],{"categories":5178},[2333],{"categories":5180},[214],{"categories":5182},[313],{"categories":5184},[114],{"categories":5186},[114],{"categories":5188},[114],{"categories":5190},[114],{"categories":5192},[82],{"categories":5194},[114],{"categories":5196},[114],{"categories":5198},[140],{"categories":5200},[121],{"categories":5202},[114],{"categories":5204},[140],{"categories":5206},[114],{"categories":5208},[],{"categories":5210},[126],{"categories":5212},[126],{"categories":5214},[114],{"categories":5216},[114],{"categories":5218},[114],{"categories":5220},[165],{"categories":5222},[],{"categories":5224},[162],{"categories":5226},[],{"categories":5228},[162],{"categories":5230},[114],{"categories":5232},[114],{"categories":5234},[126],{"categories":5236},[114],{"categories":5238},[126],{"categories":5240},[126],{"categories":5242},[],{"categories":5244},[114],{"categories":5246},[162],{"categories":5248},[114],{"categories":5250},[],{"categories":5252},[114],{"categories":5254},[114],{"categories":5256},[],{"categories":5258},[114],{"categories":5260},[114],{"categories":5262},[214],{"categories":5264},[140],{"categories":5266},[126],{"categories":5268},[114],{"categories":5270},[114],{"categories":5272},[114],{"categories":5274},[114],{"categories":5276},[243],{"categories":5278},[114],{"categories":5280},[114],{"categories":5282},[114],{"categories":5284},[82],{"categories":5286},[114],{"categories":5288},[114],{"categories":5290},[],{"categories":5292},[114],{"categories":5294},[114],{"categories":5296},[114],{"categories":5298},[],{"categories":5300},[82],{"categories":5302},[114],{"categories":5304},[114],{"categories":5306},[162],{"categories":5308},[140],{"categories":5310},[129],{"categories":5312},[126],{"categories":5314},[457],{"categories":5316},[114],{"categories":5318},[114],{"categories":5320},[114],{"categories":5322},[140],{"categories":5324},[162],{"categories":5326},[214],{"categories":5328},[114],{"categories":5330},[114],{"categories":5332},[114],{"categories":5334},[114],{"categories":5336},[162],{"categories":5338},[114],{"categories":5340},[214],{"categories":5342},[114],{"categories":5344},[114],{"categories":5346},[162],{"categories":5348},[214],{"categories":5350},[114],{"categories":5352},[162],{"categories":5354},[114],{"categories":5356},[126],{"categories":5358},[126],{"categories":5360},[126],{"categories":5362},[140],{"categories":5364},[162],{"categories":5366},[126],{"categories":5368},[126],{"categories":5370},[114],{"categories":5372},[140],{"categories":5374},[214],{"categories":5376},[114],{"categories":5378},[114],{"categories":5380},[126],{"categories":5382},[114],{"categories":5384},[],{"categories":5386},[126],{"categories":5388},[],{"categories":5390},[114],{"categories":5392},[114],{"categories":5394},[],{"categories":5396},[],{"categories":5398},[126],{"categories":5400},[121],{"categories":5402},[126],{"categories":5404},[5405],"Liability & Ethics",{"categories":5407},[114],{"categories":5409},[114],{"categories":5411},[114],{"categories":5413},[126],{"categories":5415},[82],{"categories":5417},[126],{"categories":5419},[121],{"categories":5421},[243],{"categories":5423},[126],{"categories":5425},[114],{"categories":5427},[114],{"categories":5429},[],{"categories":5431},[562],{"categories":5433},[126],{"categories":5435},[],{"categories":5437},[114],{"categories":5439},[82],{"categories":5441},[126],{"categories":5443},[],{"categories":5445},[126],{"categories":5447},[114],{"categories":5449},[114],{"categories":5451},[140],{"categories":5453},[114],{"categories":5455},[162],{"categories":5457},[114],{"categories":5459},[114],{"categories":5461},[129],{"categories":5463},[126],{"categories":5465},[114],{"categories":5467},[114],{"categories":5469},[114],{"categories":5471},[162],{"categories":5473},[126],{"categories":5475},[140],{"categories":5477},[214],{"categories":5479},[82],{"categories":5481},[114],{"categories":5483},[114],{"categories":5485},[114],{"categories":5487},[],{"categories":5489},[126],{"categories":5491},[126],{"categories":5493},[126],{"categories":5495},[457],{"categories":5497},[214],{"categories":5499},[126],{"categories":5501},[284],{"categories":5503},[140],{"categories":5505},[162],{"categories":5507},[114],{"categories":5509},[214],{"categories":5511},[114],{"categories":5513},[82],{"categories":5515},[],{"categories":5517},[126],{"categories":5519},[114],{"categories":5521},[114],{"categories":5523},[114],{"categories":5525},[114],{"categories":5527},[126],{"categories":5529},[114],{"categories":5531},[114],{"categories":5533},[214],{"categories":5535},[],{"categories":5537},[126],{"categories":5539},[129],{"categories":5541},[162],{"categories":5543},[126],{"categories":5545},[121],{"categories":5547},[],{"categories":5549},[114],{"categories":5551},[114],{"categories":5553},[129],{"categories":5555},[114],{"categories":5557},[126],{"categories":5559},[162],{"categories":5561},[82],{"categories":5563},[284],{"categories":5565},[114],{"categories":5567},[114],{"categories":5569},[114],{"categories":5571},[162],{"categories":5573},[121],{"categories":5575},[114],{"categories":5577},[214],{"categories":5579},[162],{"categories":5581},[284],{"categories":5583},[114],{"categories":5585},[126],{"categories":5587},[],{"categories":5589},[516],{"categories":5591},[],{"categories":5593},[114],{"categories":5595},[284],{"categories":5597},[114],{"categories":5599},[165],{"categories":5601},[114],{"categories":5603},[126],{"categories":5605},[126],{"categories":5607},[5608],"Design News & Tools",{"categories":5610},[114],{"categories":5612},[114],{"categories":5614},[162],{"categories":5616},[114],{"categories":5618},[114],{"categories":5620},[82],{"categories":5622},[126],{"categories":5624},[114],{"categories":5626},[214],{"categories":5628},[126],{"categories":5630},[126],{"categories":5632},[214],{"categories":5634},[114],{"categories":5636},[114],{"categories":5638},[457],{"categories":5640},[126],{"categories":5642},[114],{"categories":5644},[114],{"categories":5646},[457],{"categories":5648},[114],{"categories":5650},[243],{"categories":5652},[114],{"categories":5654},[126],{"categories":5656},[],{"categories":5658},[114],{"categories":5660},[114],{"categories":5662},[114],{"categories":5664},[162],{"categories":5666},[114],{"categories":5668},[82],{"categories":5670},[],{"categories":5672},[114],{"categories":5674},[114],{"categories":5676},[114],{"categories":5678},[140],{"categories":5680},[587],{"categories":5682},[140],{"categories":5684},[214],{"categories":5686},[114],{"categories":5688},[114,126],{"categories":5690},[243,121],{"categories":5692},[140],{"categories":5694},[114],{"categories":5696},[114],{"categories":5698},[114],{"categories":5700},[114],{"categories":5702},[],{"categories":5704},[126],{"categories":5706},[114],{"categories":5708},[],{"categories":5710},[114],{"categories":5712},[140],{"categories":5714},[114],{"categories":5716},[140],{"categories":5718},[],{"categories":5720},[126],{"categories":5722},[114],{"categories":5724},[121],{"categories":5726},[114],{"categories":5728},[162],{"categories":5730},[114],{"categories":5732},[],{"categories":5734},[126],{"categories":5736},[114],{"categories":5738},[],{"categories":5740},[214],{"categories":5742},[114],{"categories":5744},[114],{"categories":5746},[126],{"categories":5748},[114],{"categories":5750},[114],{"categories":5752},[82],{"categories":5754},[126],{"categories":5756},[114],{"categories":5758},[],{"categories":5760},[114],{"categories":5762},[284],{"categories":5764},[243],{"categories":5766},[121],{"categories":5768},[121],{"categories":5770},[114],{"categories":5772},[82],{"categories":5774},[82],{"categories":5776},[114],{"categories":5778},[126],{"categories":5780},[114],{"categories":5782},[114],{"categories":5784},[114],{"categories":5786},[114],{"categories":5788},[140],{"categories":5790},[114],{"categories":5792},[82],{"categories":5794},[114],{"categories":5796},[114],{"categories":5798},[126],{"categories":5800},[114],{"categories":5802},[243],{"categories":5804},[114],{"categories":5806},[162],{"categories":5808},[114],{"categories":5810},[114],{"categories":5812},[126],{"categories":5814},[129],{"categories":5816},[114],{"categories":5818},[114],{"categories":5820},[126],{"categories":5822},[],{"categories":5824},[140],{"categories":5826},[],{"categories":5828},[140],{"categories":5830},[126],{"categories":5832},[82],{"categories":5834},[114],{"categories":5836},[],{"categories":5838},[165],{"categories":5840},[284],{"categories":5842},[114],{"categories":5844},[140],{"categories":5846},[114],{"categories":5848},[],{"categories":5850},[162],{"categories":5852},[126],{"categories":5854},[140],{"categories":5856},[214],{"categories":5858},[121],{"categories":5860},[114],{"categories":5862},[114],{"categories":5864},[126],{"categories":5866},[140],{"categories":5868},[126],{"categories":5870},[162],{"categories":5872},[114],{"categories":5874},[129],{"categories":5876},[82],{"categories":5878},[129],{"categories":5880},[162],{"categories":5882},[114],{"categories":5884},[140],{"categories":5886},[114],{"categories":5888},[214],{"categories":5890},[121],{"categories":5892},[114],{"categories":5894},[114],{"categories":5896},[114],{"categories":5898},[114],{"categories":5900},[114],{"categories":5902},[114],{"categories":5904},[126],{"categories":5906},[114],{"categories":5908},[126],{"categories":5910},[114],{"categories":5912},[114],{"categories":5914},[82],{"categories":5916},[114],{"categories":5918},[126],{"categories":5920},[126],{"categories":5922},[214],{"categories":5924},[126],{"categories":5926},[126],{"categories":5928},[114],{"categories":5930},[82],{"categories":5932},[126],{"categories":5934},[214],{"categories":5936},[],{"categories":5938},[114],{"categories":5940},[165],{"categories":5942},[457],{"categories":5944},[114],{"categories":5946},[126],{"categories":5948},[114],{"categories":5950},[114],{"categories":5952},[140],{"categories":5954},[114],{"categories":5956},[],{"categories":5958},[114],{"categories":5960},[126],{"categories":5962},[114],{"categories":5964},[243],{"categories":5966},[114],{"categories":5968},[140],{"categories":5970},[114],{"categories":5972},[162],{"categories":5974},[126],{"categories":5976},[114],{"categories":5978},[243],{"categories":5980},[126],{"categories":5982},[121],{"categories":5984},[121],{"categories":5986},[114],{"categories":5988},[114],{"categories":5990},[114],{"categories":5992},[114],{"categories":5994},[114],{"categories":5996},[114],{"categories":5998},[82],{"categories":6000},[],{"categories":6002},[114],{"categories":6004},[114],{"categories":6006},[126],{"categories":6008},[126],{"categories":6010},[114],{"categories":6012},[114],{"categories":6014},[114],{"categories":6016},[114],{"categories":6018},[114],{"categories":6020},[140],{"categories":6022},[],{"categories":6024},[82],{"categories":6026},[114],{"categories":6028},[114],{"categories":6030},[126],{"categories":6032},[126],{"categories":6034},[],{"categories":6036},[140],{"categories":6038},[140],{"categories":6040},[114],{"categories":6042},[243],{"categories":6044},[121],{"categories":6046},[214],{"categories":6048},[],{"categories":6050},[114],{"categories":6052},[126],{"categories":6054},[82],{"categories":6056},[114],{"categories":6058},[114],{"categories":6060},[140],{"categories":6062},[82],{"categories":6064},[114],{"categories":6066},[114],{"categories":6068},[162],{"categories":6070},[165],{"categories":6072},[114],{"categories":6074},[162],{"categories":6076},[126],{"categories":6078},[114],{"categories":6080},[],{"categories":6082},[162],{"categories":6084},[126],{"categories":6086},[214],{"categories":6088},[165],{"categories":6090},[114],{"categories":6092},[114],{"categories":6094},[],{"categories":6096},[126],{"categories":6098},[126],{"categories":6100},[126],{"categories":6102},[3136],{"categories":6104},[162],{"categories":6106},[114],{"categories":6108},[140],{"categories":6110},[114],{"categories":6112},[114],{"categories":6114},[114],{"categories":6116},[114],{"categories":6118},[114],{"categories":6120},[121],{"categories":6122},[114],{"categories":6124},[82],{"categories":6126},[1799],{"categories":6128},[284],{"categories":6130},[82],{"categories":6132},[],{"categories":6134},[114],{"categories":6136},[],{"categories":6138},[162],{"categories":6140},[126],{"categories":6142},[214],{"categories":6144},[114],{"categories":6146},[114],{"categories":6148},[114],{"categories":6150},[162],{"categories":6152},[],{"categories":6154},[126],{"categories":6156},[114],{"categories":6158},[126],{"categories":6160},[126],{"categories":6162},[],{"categories":6164},[114],{"categories":6166},[],{"categories":6168},[162],{"categories":6170},[82],{"categories":6172},[214],{"categories":6174},[114],{"categories":6176},[126],{"categories":6178},[162],{"categories":6180},[114],{"categories":6182},[162],{"categories":6184},[],{"categories":6186},[162],{"categories":6188},[114],{"categories":6190},[82],{"categories":6192},[457],{"categories":6194},[126],{"categories":6196},[114],{"categories":6198},[],{"categories":6200},[140],{"categories":6202},[126],{"categories":6204},[129],{"categories":6206},[126],{"categories":6208},[82],{"categories":6210},[114],{"categories":6212},[114],{"categories":6214},[],{"categories":6216},[],{"categories":6218},[],{"categories":6220},[214],{"categories":6222},[114],{"categories":6224},[126],{"categories":6226},[114],{"categories":6228},[114],{"categories":6230},[],{"categories":6232},[],{"categories":6234},[],{"categories":6236},[114],{"categories":6238},[126],{"categories":6240},[214],{"categories":6242},[114],{"categories":6244},[],{"categories":6246},[126],{"categories":6248},[114],{"categories":6250},[114],{"categories":6252},[82],{"categories":6254},[],{"categories":6256},[],{"categories":6258},[114],{"categories":6260},[114],{"categories":6262},[126],{"categories":6264},[214],{"categories":6266},[114],{"categories":6268},[162],{"categories":6270},[],{"categories":6272},[114],{"categories":6274},[114],{"categories":6276},[243],{"categories":6278},[162],{"categories":6280},[243],{"categories":6282},[165],{"categories":6284},[114],{"categories":6286},[114],{"categories":6288},[],{"categories":6290},[],{"categories":6292},[126],{"categories":6294},[],{"categories":6296},[114],{"categories":6298},[457],{"categories":6300},[114],{"categories":6302},[114],{"categories":6304},[114],{"categories":6306},[114],{"categories":6308},[],{"categories":6310},[126],{"categories":6312},[114],{"categories":6314},[114],{"categories":6316},[],{"categories":6318},[126],{"categories":6320},[114],{"categories":6322},[162],{"categories":6324},[114],{"categories":6326},[243],{"categories":6328},[121],{"categories":6330},[129],{"categories":6332},[114],{"categories":6334},[114],{"categories":6336},[126],{"categories":6338},[165],{"categories":6340},[126],{"categories":6342},[126],{"categories":6344},[],{"categories":6346},[114],{"categories":6348},[126],{"categories":6350},[],{"categories":6352},[114],{"categories":6354},[],{"categories":6356},[162],{"categories":6358},[121],{"categories":6360},[],{"categories":6362},[114],{"categories":6364},[114],{"categories":6366},[114],{"categories":6368},[],{"categories":6370},[126],{"categories":6372},[214],{"categories":6374},[82],{"categories":6376},[114],{"categories":6378},[],{"categories":6380},[121],{"categories":6382},[243],{"categories":6384},[114],{"categories":6386},[140],{"categories":6388},[82],{"categories":6390},[165],{"categories":6392},[121],{"categories":6394},[140],{"categories":6396},[126],{"categories":6398},[140],{"categories":6400},[],{"categories":6402},[114],{"categories":6404},[129],{"categories":6406},[114],{"categories":6408},[],{"categories":6410},[126],{"categories":6412},[82],{"categories":6414},[214],{"categories":6416},[114],{"categories":6418},[82],{"categories":6420},[126],{"categories":6422},[284],{"categories":6424},[114],{"categories":6426},[114],{"categories":6428},[114],{"categories":6430},[114],{"categories":6432},[114],{"categories":6434},[82],{"categories":6436},[114],{"categories":6438},[140],{"categories":6440},[165],{"categories":6442},[126],{"categories":6444},[],{"categories":6446},[114],{"categories":6448},[114],{"categories":6450},[114],{"categories":6452},[140],{"categories":6454},[126],{"categories":6456},[162],{"categories":6458},[140],{"categories":6460},[114],{"categories":6462},[129],{"categories":6464},[],{"categories":6466},[214],{"categories":6468},[140],{"categories":6470},[162],{"categories":6472},[114],{"categories":6474},[82],{"categories":6476},[126],{"categories":6478},[114],{"categories":6480},[114],{"categories":6482},[126],{"categories":6484},[129],{"categories":6486},[114],{"categories":6488},[126],{"categories":6490},[114],{"categories":6492},[121],{"categories":6494},[126],{"categories":6496},[126,284],{"categories":6498},[114],{"categories":6500},[114],{"categories":6502},[126],{"categories":6504},[140],{"categories":6506},[114],{"categories":6508},[114],{"categories":6510},[165],{"categories":6512},[126],{"categories":6514},[243],{"categories":6516},[126],{"categories":6518},[121],{"categories":6520},[],{"categories":6522},[126],{"categories":6524},[114],{"categories":6526},[121],{"categories":6528},[],{"categories":6530},[],{"categories":6532},[140],{"categories":6534},[114],{"categories":6536},[114],{"categories":6538},[126],{"categories":6540},[165],{"categories":6542},[243],{"categories":6544},[114],{"categories":6546},[114],{"categories":6548},[114],{"categories":6550},[126],{"categories":6552},[],{"categories":6554},[126],{"categories":6556},[162],{"categories":6558},[114],{"categories":6560},[126],{"categories":6562},[126],{"categories":6564},[114],{"categories":6566},[],{"categories":6568},[162],{"categories":6570},[140],{"categories":6572},[3136],{"categories":6574},[82],{"categories":6576},[140],{"categories":6578},[114],{"categories":6580},[126],{"categories":6582},[114],{"categories":6584},[114],{"categories":6586},[243],{"categories":6588},[140],{"categories":6590},[165],{"categories":6592},[],{"categories":6594},[162],{"categories":6596},[114],{"categories":6598},[114],{"categories":6600},[],{"categories":6602},[126],{"categories":6604},[114],{"categories":6606},[114],{"categories":6608},[114],{"categories":6610},[114],{"categories":6612},[126],{"categories":6614},[114],{"categories":6616},[114],{"categories":6618},[114],{"categories":6620},[129],{"categories":6622},[114],{"categories":6624},[126],{"categories":6626},[114],{"categories":6628},[114],{"categories":6630},[114],{"categories":6632},[114],{"categories":6634},[114],{"categories":6636},[114],{"categories":6638},[114],{"categories":6640},[121],{"categories":6642},[],{"categories":6644},[129],{"categories":6646},[162],{"categories":6648},[126],{"categories":6650},[114],{"categories":6652},[140],{"categories":6654},[],{"categories":6656},[140],{"categories":6658},[140],{"categories":6660},[126],{"categories":6662},[140],{"categories":6664},[114],{"categories":6666},[114],{"categories":6668},[114],{"categories":6670},[126],{"categories":6672},[140],{"categories":6674},[114],{"categories":6676},[114],{"categories":6678},[114],{"categories":6680},[126],{"categories":6682},[162],{"categories":6684},[114],{"categories":6686},[114],{"categories":6688},[114],{"categories":6690},[121],{"categories":6692},[114],{"categories":6694},[126],{"categories":6696},[214],{"categories":6698},[],{"categories":6700},[114],{"categories":6702},[165],{"categories":6704},[126],{"categories":6706},[114],{"categories":6708},[114],{"categories":6710},[],{"categories":6712},[114],{"categories":6714},[114],{"categories":6716},[162],{"categories":6718},[114],{"categories":6720},[114],{"categories":6722},[126],{"categories":6724},[243],{"categories":6726},[],{"categories":6728},[],{"categories":6730},[140],{"categories":6732},[114],{"categories":6734},[114],{"categories":6736},[162],{"categories":6738},[114],{"categories":6740},[140],{"categories":6742},[162],{"categories":6744},[114],{"categories":6746},[114],{"categories":6748},[243],{"categories":6750},[165],{"categories":6752},[114],{"categories":6754},[114],{"categories":6756},[82],{"categories":6758},[126],{"categories":6760},[114],{"categories":6762},[114],{"categories":6764},[126],{"categories":6766},[121],{"categories":6768},[126],{"categories":6770},[140],{"categories":6772},[114],{"categories":6774},[121],{"categories":6776},[],{"categories":6778},[114],{"categories":6780},[165],{"categories":6782},[114],{"categories":6784},[114],{"categories":6786},[],{"categories":6788},[162],{"categories":6790},[114],{"categories":6792},[126],{"categories":6794},[165],{"categories":6796},[114],{"categories":6798},[140],{"categories":6800},[140],{"categories":6802},[140],{"categories":6804},[114],{"categories":6806},[126],{"categories":6808},[126],{"categories":6810},[114],{"categories":6812},[126],{"categories":6814},[114],{"categories":6816},[114],{"categories":6818},[214],{"categories":6820},[165],{"categories":6822},[165],{"categories":6824},[],{"categories":6826},[162],{"categories":6828},[114],{"categories":6830},[114],{"categories":6832},[140],{"categories":6834},[],{"categories":6836},[162],{"categories":6838},[162],{"categories":6840},[162],{"categories":6842},[],{"categories":6844},[126],{"categories":6846},[114],{"categories":6848},[],{"categories":6850},[82],{"categories":6852},[121],{"categories":6854},[],{"categories":6856},[114],{"categories":6858},[114],{"categories":6860},[],{"categories":6862},[140],{"categories":6864},[],{"categories":6866},[],{"categories":6868},[],{"categories":6870},[],{"categories":6872},[114],{"categories":6874},[162],{"categories":6876},[],{"categories":6878},[],{"categories":6880},[114],{"categories":6882},[114],{"categories":6884},[114],{"categories":6886},[165],{"categories":6888},[114],{"categories":6890},[165],{"categories":6892},[],{"categories":6894},[165],{"categories":6896},[165],{"categories":6898},[284],{"categories":6900},[126],{"categories":6902},[140],{"categories":6904},[],{"categories":6906},[],{"categories":6908},[165],{"categories":6910},[140],{"categories":6912},[140],{"categories":6914},[140],{"categories":6916},[],{"categories":6918},[82],{"categories":6920},[140],{"categories":6922},[140],{"categories":6924},[82],{"categories":6926},[140],{"categories":6928},[121],{"categories":6930},[140],{"categories":6932},[140],{"categories":6934},[140],{"categories":6936},[165],{"categories":6938},[162],{"categories":6940},[162],{"categories":6942},[114],{"categories":6944},[140],{"categories":6946},[165],{"categories":6948},[284],{"categories":6950},[165],{"categories":6952},[165],{"categories":6954},[165],{"categories":6956},[],{"categories":6958},[121],{"categories":6960},[],{"categories":6962},[284],{"categories":6964},[140],{"categories":6966},[140],{"categories":6968},[140],{"categories":6970},[126],{"categories":6972},[162,121],{"categories":6974},[165],{"categories":6976},[],{"categories":6978},[],{"categories":6980},[165],{"categories":6982},[],{"categories":6984},[165],{"categories":6986},[162],{"categories":6988},[126],{"categories":6990},[],{"categories":6992},[140],{"categories":6994},[114],{"categories":6996},[214],{"categories":6998},[],{"categories":7000},[114],{"categories":7002},[],{"categories":7004},[162],{"categories":7006},[82],{"categories":7008},[165],{"categories":7010},[],{"categories":7012},[140],{"categories":7014},[162],[7016,7085,7250,7398],{"id":7017,"title":7018,"ai":7019,"body":7025,"categories":7068,"created_at":83,"date_modified":83,"description":76,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":7069,"navigation":93,"path":7073,"published_at":7074,"question":83,"scraped_at":7075,"seo":7076,"sitemap":7077,"source_id":7078,"source_name":100,"source_type":101,"source_url":7079,"stem":7080,"tags":7081,"thumbnail_url":83,"tldr":7082,"tweet":83,"unknown_tags":7083,"__hash__":7084},"summaries\u002Fsummaries\u002F5a214c1bf1e12448-automating-repetitive-workflows-with-python-summary.md","Automating Repetitive Workflows with Python",{"provider":7,"model":7020,"input_tokens":7021,"output_tokens":7022,"processing_time_ms":7023,"cost_usd":7024},"google\u002Fgemini-3.1-flash-lite",3949,373,2337,0.00154675,{"type":14,"value":7026,"toc":7064},[7027,7031,7034,7038,7041,7061],[17,7028,7030],{"id":7029},"audit-your-workflow-to-identify-automation-candidates","Audit Your Workflow to Identify Automation Candidates",[22,7032,7033],{},"Productivity is often mistaken for working faster, but the real gains come from eliminating repetitive tasks entirely. The author suggests tracking your weekly activities for a full week to identify patterns. If a task involves predictable steps—such as downloading reports, renaming files, organizing folders, or updating spreadsheets—it is a prime candidate for automation. By shifting from manual execution to script-based workflows, you can reclaim significant time previously lost to \"busywork.\"",[17,7035,7037],{"id":7036},"build-targeted-scripts-for-repetitive-tasks","Build Targeted Scripts for Repetitive Tasks",[22,7039,7040],{},"Rather than relying on complex productivity apps, the author advocates for building lightweight, custom Python scripts to handle specific, recurring chores. The automation system described focuses on three core areas:",[40,7042,7043,7049,7055],{},[43,7044,7045,7048],{},[28,7046,7047],{},"File and Data Management:"," Automating the retrieval, renaming, and organization of files, as well as the consolidation of data into spreadsheets.",[43,7050,7051,7054],{},[28,7052,7053],{},"Web Monitoring:"," Creating scripts to check websites for updates or changes, removing the need for manual browser-based monitoring.",[43,7056,7057,7060],{},[28,7058,7059],{},"Workflow Integration:"," Automating status updates and information collection from disparate sources.",[22,7062,7063],{},"By writing approximately 200 lines of code, the author replaced 10 hours of weekly manual labor with a system that runs automatically, demonstrating that small, focused technical interventions often yield higher returns than adding more tools to an already cluttered workflow.",{"title":76,"searchDepth":77,"depth":77,"links":7065},[7066,7067],{"id":7029,"depth":77,"text":7030},{"id":7036,"depth":77,"text":7037},[126],{"content_references":7070,"triage":7071},[],{"relevance":89,"novelty":90,"quality":89,"actionability":89,"composite":91,"reasoning":7072},"Category: AI Automation. The article provides practical insights on automating repetitive tasks using Python, which aligns with the audience's interest in workflow optimization. It offers specific examples of tasks that can be automated, making it actionable for readers looking to improve their productivity.","\u002Fsummaries\u002F5a214c1bf1e12448-automating-repetitive-workflows-with-python-summary","2026-06-18 08:20:25","2026-06-22 12:56:48",{"title":7018,"description":76},{"loc":7073},"5a214c1bf1e12448","https:\u002F\u002Fpython.plainenglish.io\u002Fi-replaced-10-hours-of-weekly-busywork-with-200-lines-of-python-998b81e5c04a?source=rss----78073def27b8---4","summaries\u002F5a214c1bf1e12448-automating-repetitive-workflows-with-python-summary",[105,106,107],"By auditing weekly tasks and identifying patterns, you can replace hours of manual file management, reporting, and monitoring with simple, custom Python scripts.",[107],"JrTWuJMg4LdNrLQm8Qi6eq0Vrhuz7XOLbXufRNtrx_k",{"id":7086,"title":7087,"ai":7088,"body":7093,"categories":7233,"created_at":83,"date_modified":83,"description":76,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":7234,"navigation":93,"path":7238,"published_at":7239,"question":83,"scraped_at":7240,"seo":7241,"sitemap":7242,"source_id":7243,"source_name":100,"source_type":101,"source_url":7244,"stem":7245,"tags":7246,"thumbnail_url":83,"tldr":7247,"tweet":83,"unknown_tags":7248,"__hash__":7249},"summaries\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary.md","Python Tricks: Scripts to Invisible Automation Systems",{"provider":7,"model":8,"input_tokens":7089,"output_tokens":7090,"processing_time_ms":7091,"cost_usd":7092},4938,1580,25939,0.00127075,{"type":14,"value":7094,"toc":7228},[7095,7099,7110,7121,7139,7143,7153,7167,7171,7182,7196,7205,7215,7225],[17,7096,7098],{"id":7097},"composable-primitives-eliminate-string-hacking-and-boilerplate","Composable Primitives Eliminate String Hacking and Boilerplate",[22,7100,7101,7102,7105,7106,7109],{},"Replace ugly string concatenation for files with ",[47,7103,7104],{},"pathlib",": ",[47,7107,7108],{},"from pathlib import Path; base = Path(\"data\"); file_path = base \u002F \"output\" \u002F \"file.txt\"; file_path.write_text(\"Hello world\")",". Paths stay readable, cross-OS compatible, and composable—crucial since automation centers on file manipulation. Avoid string hacks, as they lead to bugs: “If your file code looks like string manipulation, you’re one bug away from regret.”",[22,7111,7112,7113,7116,7117,7120],{},"For iteration, use ",[47,7114,7115],{},"itertools.product"," over loops: ",[47,7118,7119],{},"from itertools import product; colors = [\"red\", \"blue\"]; sizes = [\"S\", \"M\", \"L\"]; list(product(colors, sizes))"," generates cartesian products instantly for test cases, datasets, or configs—replacing 20-line loops.",[22,7122,7123,7124,7105,7127,7130,7131,7134,7135,7138],{},"Ditch manual constructors with ",[47,7125,7126],{},"dataclasses",[47,7128,7129],{},"@dataclass class Job: title: str; company: str; salary: int"," auto-generates ",[47,7132,7133],{},"__init__",", ",[47,7136,7137],{},"__repr__",", and comparisons, cutting repetitive code so you focus on workflows, not boilerplate.",[17,7140,7142],{"id":7141},"observability-turns-debugging-into-narratives","Observability Turns Debugging into Narratives",[22,7144,7145,7146,54,7149,7152],{},"f-Strings make logs readable: ",[47,7147,7148],{},"user = \"qasim\"; action = \"login\"; print(f\"[INFO] User {user} performed {action}\")",[47,7150,7151],{},"print(f\"[DEBUG] processing={i} | status={status} | items={len(data)}\")",". They create narrative visibility, speeding automation fixes.",[22,7154,7155,7156,7159,7160,7105,7163,7166],{},"Swap ",[47,7157,7158],{},"print"," for ",[47,7161,7162],{},"logging",[47,7164,7165],{},"import logging; logging.basicConfig(level=logging.INFO); logging.info(\"Pipeline started\"); logging.warning(\"Missing values detected\")",". In pipelines, this enables observing systems, not just running code—essential for production debugging without flying blind.",[17,7168,7170],{"id":7169},"safety-nets-cli-tools-and-system-control-scale-automation","Safety Nets, CLI Tools, and System Control Scale Automation",[22,7172,7173,7174,7177,7178,7181],{},"Context managers prevent leaks: ",[47,7175,7176],{},"with open(\"data.txt\") as f: data = f.read()",". Custom ones add power: ",[47,7179,7180],{},"@contextmanager def timer(): start = time.time(); yield; print(\"Elapsed:\", time.time() - start); with timer(): sum(range(1_000_000))",". Automation becomes safe by default—no forgotten closes.",[22,7183,7184,7185,7105,7188,7191,7192,7195],{},"Make scripts tools with ",[47,7186,7187],{},"argparse",[47,7189,7190],{},"parser = argparse.ArgumentParser(); parser.add_argument(\"--input\"); parser.add_argument(\"--mode\"); args = parser.parse_args()"," lets you run ",[47,7193,7194],{},"python app.py --input data.csv --mode fast",", turning files into Linux-like CLI without editing code.",[22,7197,7198,7199,7105,7201,7204],{},"Access APIs via ",[47,7200,57],{},[47,7202,7203],{},"res = requests.get(\"https:\u002F\u002Fapi.github.com\u002Fevents\"); data = res.json(); print(len(data))",". Pair with scheduling\u002Ffiles for scrapers, pipelines, or monitoring—core of most tools, including AI via prompts.",[22,7206,7207,7208,7105,7211,7214],{},"Speed up with ",[47,7209,7210],{},"asyncio",[47,7212,7213],{},"async def task(i): await asyncio.sleep(1); return i; async def main(): results = await asyncio.gather(*(task(i) for i in range(5))); asyncio.run(main())"," cuts 5 sequential seconds to ~1 parallel, scaling APIs, scraping, or LLM calls.",[22,7216,7217,7218,7105,7221,7224],{},"Control OS with ",[47,7219,7220],{},"subprocess",[47,7222,7223],{},"subprocess.run([\"ls\", \"-l\"])"," for batch renames, CLI orchestration, or pipelines—Python as machine control layer.",[22,7226,7227],{},"Combined, these remove manual decisions: less thinking, repetition, friction. Good automation feels invisible, handling workflows in the background so you stop thinking about them.",{"title":76,"searchDepth":77,"depth":77,"links":7229},[7230,7231,7232],{"id":7097,"depth":77,"text":7098},{"id":7141,"depth":77,"text":7142},{"id":7169,"depth":77,"text":7170},[140],{"content_references":7235,"triage":7236},[],{"relevance":89,"novelty":90,"quality":89,"actionability":89,"composite":91,"reasoning":7237},"Category: AI Automation. The article provides practical Python tricks for building reliable automation systems, addressing the audience's need for actionable content. It includes specific code examples and techniques that can be directly applied to improve automation workflows.","\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary","2026-05-12 15:41:08","2026-05-13 19:01:05",{"title":7087,"description":76},{"loc":7238},"2213f25251a75094","https:\u002F\u002Fpython.plainenglish.io\u002F10-python-tricks-that-turn-beginners-into-builders-36c42288ffef?source=rss----78073def27b8---4","summaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary",[105,106,107],"Shift from one-off scripts to reliable systems using pathlib for paths, itertools for combinations, dataclasses for models, logging over print, context managers for safety, argparse for CLI, requests\u002Fasyncio for APIs, and subprocess for OS control—removing manual decisions entirely.",[107],"We0hU3wZU4j3_jCKrixA2VsGroJ-G8A5k73y7Lt-pZc",{"id":7251,"title":7252,"ai":7253,"body":7258,"categories":7377,"created_at":83,"date_modified":83,"description":76,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":7378,"navigation":93,"path":7384,"published_at":7385,"question":83,"scraped_at":7386,"seo":7387,"sitemap":7388,"source_id":7389,"source_name":7390,"source_type":101,"source_url":7391,"stem":7392,"tags":7393,"thumbnail_url":83,"tldr":7395,"tweet":83,"unknown_tags":7396,"__hash__":7397},"summaries\u002Fsummaries\u002F0085b3ca372682be-8-python-scripts-cut-power-bi-tasks-from-15h-to-3h-summary.md","8 Python Scripts Cut Power BI Tasks from 15h to 3h Weekly",{"provider":7,"model":8,"input_tokens":7254,"output_tokens":7255,"processing_time_ms":7256,"cost_usd":7257},3885,1598,14309,0.00155335,{"type":14,"value":7259,"toc":7372},[7260,7264,7267,7271,7283,7358,7361,7365],[17,7261,7263],{"id":7262},"replace-manual-checklists-with-scripted-monitoring","Replace Manual Checklists with Scripted Monitoring",[22,7265,7266],{},"Power BI teams waste 15+ hours weekly on repetitive Monday rituals: opening Power BI Service to verify overnight refreshes for 14 datasets (15 minutes), diagnosing failures via gateway status, connectivity, and logs (20-45 minutes), and manually re-triggering failed refreshes. Deepak's \"Checklist\" exemplifies this—colleagues dread it for its time sink and unreliability. Automate this by scripting API calls to Power BI endpoints: poll dataset refresh histories, parse error logs for common issues like gateway offline or source timeouts, and queue retries only for fixable failures. This eliminates 60-90 minutes per cycle, preventing overlooked issues that cascade into stakeholder escalations.",[17,7268,7270],{"id":7269},"core-8-scripts-target-high-impact-tasks","Core 8 Scripts Target High-Impact Tasks",[22,7272,7273,7274,7276,7277,7279,7280,7282],{},"Build a pipeline of 8 interconnected Python scripts using libraries like ",[47,7275,57],{}," for Power BI REST APIs, ",[47,7278,49],{}," for data handling, and ",[47,7281,61],{}," for notifications:",[7284,7285,7286,7296,7306,7316,7326,7336,7346,7352],"ol",{},[43,7287,7288,7291,7292,7295],{},[28,7289,7290],{},"Refresh Status Checker",": Queries ",[47,7293,7294],{},"\u002Fdatasets\u002F{id}\u002Frefreshes"," for all 14 datasets, flags failures, and logs details—runs in \u003C1 minute vs. 15+ manual.",[43,7297,7298,7301,7302,7305],{},[28,7299,7300],{},"Failure Investigator",": Automates log parsing and gateway checks via ",[47,7303,7304],{},"\u002Fgateways",", categorizing errors (e.g., 70% gateway-related).",[43,7307,7308,7311,7312,7315],{},[28,7309,7310],{},"Auto-Retriggers",": POSTs to ",[47,7313,7314],{},"\u002Frefreshes"," for non-critical failures, respecting rate limits.",[43,7317,7318,7321,7322,7325],{},[28,7319,7320],{},"Dataset Documenter",": Extracts metadata (tables, measures, relationships) into Markdown\u002FPDF reports via ",[47,7323,7324],{},"\u002Fdatasets\u002F{id}\u002Ftables",".",[43,7327,7328,7331,7332,7335],{},[28,7329,7330],{},"Data Quality Validator",": Samples rows post-refresh, runs SQL-like checks for nulls\u002Fduplicates using ",[47,7333,7334],{},"pyodbc"," or DAX queries.",[43,7337,7338,7341,7342,7345],{},[28,7339,7340],{},"Report Exporter",": Downloads PBIX\u002FPDFs via ",[47,7343,7344],{},"\u002Freports\u002F{id}\u002FExport",", schedules for weekly stakeholder packs.",[43,7347,7348,7351],{},[28,7349,7350],{},"Stakeholder Updater",": Compiles summary email with pass\u002Ffail stats, attachments—sent via SMTP.",[43,7353,7354,7357],{},[28,7355,7356],{},"Orchestrator",": Cron-scheduled master script sequences the above, with logging to Slack\u002FTeams.",[22,7359,7360],{},"Scripts are copy-paste ready; authenticate via service principal (app registration in Azure AD) for unattended runs. Trade-off: Initial setup takes 4-6 hours for API permissions, but pays back in week 1.",[17,7362,7364],{"id":7363},"workflow-integration-yields-80-time-savings","Workflow Integration Yields 80% Time Savings",[22,7366,7367,7368,7371],{},"Chain scripts in a GitHub Actions or Airflow DAG: Trigger at 7 AM Mondays post-overnight refresh window. Output: Automated Slack dashboard shows 14\u002F14 green, auto-sent PDF reports to 20 stakeholders, zero manual intervention unless critical alert. For Ravi's 4-person team, 15 hours dropped to 3 (oversight only), freeing capacity for analysis over maintenance. Scale by parameterizing dataset IDs in ",[47,7369,7370],{},"config.yaml",". Pitfall: API quotas (200 calls\u002Fhour)—batch requests cut this risk. Result: 80% automation without custom dev, using open Power BI APIs directly.",{"title":76,"searchDepth":77,"depth":77,"links":7373},[7374,7375,7376],{"id":7262,"depth":77,"text":7263},{"id":7269,"depth":77,"text":7270},{"id":7363,"depth":77,"text":7364},[82],{"content_references":7379,"triage":7380},[],{"relevance":7381,"novelty":89,"quality":89,"actionability":7381,"composite":7382,"reasoning":7383},5,4.55,"Category: AI Automation. The article provides a detailed guide on automating Power BI tasks using Python scripts, directly addressing the pain points of developers looking to optimize their workflows. It includes specific scripts and practical applications that can be immediately implemented, making it highly actionable.","\u002Fsummaries\u002F0085b3ca372682be-8-python-scripts-cut-power-bi-tasks-from-15h-to-3h-summary","2026-04-13 12:31:02","2026-04-13 17:53:09",{"title":7252,"description":76},{"loc":7384},"0085b3ca372682be","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fhow-i-use-python-to-automate-80-of-my-power-bi-workflow-full-scripts-included-d04b23fe5fd5?source=rss----98111c9905da---4","summaries\u002F0085b3ca372682be-8-python-scripts-cut-power-bi-tasks-from-15h-to-3h-summary",[105,106,7394,107],"data-visualization","Replace manual Power BI checklist (15+ hours\u002Fweek) with 8 copy-paste Python scripts that automate refreshes, data quality checks, exports, and stakeholder updates—saving a 4-person team a full workday.",[107],"TbqF8S0pNhnCyYyhT35dukZ_Kk1wFAhPqIPPlfUYwak",{"id":7399,"title":7400,"ai":7401,"body":7406,"categories":8224,"created_at":83,"date_modified":83,"description":76,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":8225,"navigation":93,"path":8234,"published_at":83,"question":83,"scraped_at":8235,"seo":8236,"sitemap":8237,"source_id":8238,"source_name":8239,"source_type":101,"source_url":8240,"stem":8241,"tags":8242,"thumbnail_url":83,"tldr":8244,"tweet":83,"unknown_tags":8245,"__hash__":8246},"summaries\u002Fsummaries\u002Fefab013b4f2c3445-uv-install-script-cross-platform-rust-binary-deplo-summary.md","uv Install Script: Cross-Platform Rust Binary Deployer",{"provider":7,"model":8,"input_tokens":7402,"output_tokens":7403,"processing_time_ms":7404,"cost_usd":7405},10561,2426,11292,0.00303435,{"type":14,"value":7407,"toc":8217},[7408,7412,7438,7445,7586,7596,7606,7610,7627,7848,7866,7883,7887,7916,7931,8070,8085,8090,8094,8117,8144,8158,8163,8167,8200,8213],[17,7409,7411],{"id":7410},"robust-platform-detection-and-binary-selection","Robust Platform Detection and Binary Selection",[22,7413,7414,7415,7418,7419,7422,7423,54,7426,7429,7430,7433,7434,7437],{},"The script auto-detects the host architecture using ",[47,7416,7417],{},"uname -m"," and ",[47,7420,7421],{},"uname -s",", mapping to targets like ",[47,7424,7425],{},"aarch64-unknown-linux-gnu",[47,7427,7428],{},"x86_64-apple-darwin",". It prioritizes glibc-linked binaries only if the system meets minimum versions (e.g., glibc 2.17+ for x86_64-unknown-linux-gnu via ",[47,7431,7432],{},"check_glibc"," using ",[47,7435,7436],{},"ldd --version"," parsing).",[22,7439,7440,7441,7444],{},"Fallback logic in ",[47,7442,7443],{},"select_archive_for_arch"," tries glibc first, then musl static\u002Fdynamic variants:",[7446,7447,7451],"pre",{"className":7448,"code":7449,"language":7450,"meta":76,"style":76},"language-bash shiki shiki-themes github-light github-dark","case \"$true_arch\" in\n  \"x86_64-unknown-linux-gnu\")\n    _archive=\"uv-x86_64-unknown-linux-gnu.tar.gz\"\n    if ! check_glibc \"2\" \"17\"; then _archive=\"\"; fi\n    if [ -n \"$_archive\" ]; then echo \"$_archive\"; return 0; fi\n    _archive=\"uv-x86_64-unknown-linux-musl.tar.gz\"\n","bash",[47,7452,7453,7476,7484,7495,7532,7576],{"__ignoreMap":76},[7454,7455,7458,7462,7466,7470,7473],"span",{"class":7456,"line":7457},"line",1,[7454,7459,7461],{"class":7460},"szBVR","case",[7454,7463,7465],{"class":7464},"sZZnC"," \"",[7454,7467,7469],{"class":7468},"sVt8B","$true_arch",[7454,7471,7472],{"class":7464},"\"",[7454,7474,7475],{"class":7460}," in\n",[7454,7477,7478,7481],{"class":7456,"line":77},[7454,7479,7480],{"class":7464},"  \"x86_64-unknown-linux-gnu\"",[7454,7482,7483],{"class":7460},")\n",[7454,7485,7486,7489,7492],{"class":7456,"line":90},[7454,7487,7488],{"class":7468},"    _archive",[7454,7490,7491],{"class":7460},"=",[7454,7493,7494],{"class":7464},"\"uv-x86_64-unknown-linux-gnu.tar.gz\"\n",[7454,7496,7497,7500,7503,7507,7510,7513,7516,7519,7522,7524,7527,7529],{"class":7456,"line":89},[7454,7498,7499],{"class":7460},"    if",[7454,7501,7502],{"class":7460}," !",[7454,7504,7506],{"class":7505},"sScJk"," check_glibc",[7454,7508,7509],{"class":7464}," \"2\"",[7454,7511,7512],{"class":7464}," \"17\"",[7454,7514,7515],{"class":7468},"; ",[7454,7517,7518],{"class":7460},"then",[7454,7520,7521],{"class":7468}," _archive",[7454,7523,7491],{"class":7460},[7454,7525,7526],{"class":7464},"\"\"",[7454,7528,7515],{"class":7468},[7454,7530,7531],{"class":7460},"fi\n",[7454,7533,7534,7536,7539,7542,7544,7547,7549,7552,7554,7558,7560,7562,7564,7566,7569,7572,7574],{"class":7456,"line":7381},[7454,7535,7499],{"class":7460},[7454,7537,7538],{"class":7468}," [ ",[7454,7540,7541],{"class":7460},"-n",[7454,7543,7465],{"class":7464},[7454,7545,7546],{"class":7468},"$_archive",[7454,7548,7472],{"class":7464},[7454,7550,7551],{"class":7468}," ]; ",[7454,7553,7518],{"class":7460},[7454,7555,7557],{"class":7556},"sj4cs"," echo",[7454,7559,7465],{"class":7464},[7454,7561,7546],{"class":7468},[7454,7563,7472],{"class":7464},[7454,7565,7515],{"class":7468},[7454,7567,7568],{"class":7460},"return",[7454,7570,7571],{"class":7556}," 0",[7454,7573,7515],{"class":7468},[7454,7575,7531],{"class":7460},[7454,7577,7579,7581,7583],{"class":7456,"line":7578},6,[7454,7580,7488],{"class":7468},[7454,7582,7491],{"class":7460},[7454,7584,7585],{"class":7464},"\"uv-x86_64-unknown-linux-musl.tar.gz\"\n",[22,7587,7588,7589,7418,7592,7595],{},"This ensures compatibility on older distros by preferring static musl builds. Empty ",[47,7590,7591],{},"json_binary_aliases",[47,7593,7594],{},"aliases_for_binary"," indicate no symlinks needed, simplifying deployment.",[7597,7598,7599],"blockquote",{},[22,7600,7601,7602,7605],{},"\"System glibc version (",[47,7603,7604],{},"$_local_glibc",") is too old; checking alternatives\"",[17,7607,7609],{"id":7608},"resilient-download-with-checksums-and-fallback-urls","Resilient Download with Checksums and Fallback URLs",[22,7611,7612,7613,7134,7616,7134,7619,7622,7623,7626],{},"Downloads from multiple sources via env vars: ",[47,7614,7615],{},"UV_DOWNLOAD_URL",[47,7617,7618],{},"INSTALLER_DOWNLOAD_URL",[47,7620,7621],{},"UV_INSTALLER_GHE_BASE_URL",", or defaults to ",[47,7624,7625],{},"https:\u002F\u002Freleases.astral.sh\u002Fgithub\u002Fuv\u002Freleases\u002Fdownload\u002F0.11.7"," and GitHub mirror. Tries URLs sequentially:",[7446,7628,7630],{"className":7448,"code":7629,"language":7450,"meta":76,"style":76},"for _base_url in $ARTIFACT_DOWNLOAD_URLS; do\n  _url=\"$_base_url\u002F$_artifact_name\"\n  _dir=\"$(ensure mktemp -d)\"\n  _file=\"$_dir\u002Finput$_zip_ext\"\n  if ! downloader \"$_url\" \"$_file\"; then\n    say \"failed to download $_url\" 1>&2\n    continue\n  fi\n  # Verify checksum if provided\n  if [ -n \"$_checksum_style\" ]; then\n    verify_checksum \"$_file\" \"$_checksum_style\" \"$_checksum_value\"\n  fi\n  _download_result=1\n  break\ndone\n",[47,7631,7632,7649,7670,7692,7712,7741,7756,7762,7768,7775,7795,7820,7825,7836,7842],{"__ignoreMap":76},[7454,7633,7634,7637,7640,7643,7646],{"class":7456,"line":7457},[7454,7635,7636],{"class":7460},"for",[7454,7638,7639],{"class":7468}," _base_url ",[7454,7641,7642],{"class":7460},"in",[7454,7644,7645],{"class":7468}," $ARTIFACT_DOWNLOAD_URLS; ",[7454,7647,7648],{"class":7460},"do\n",[7454,7650,7651,7654,7656,7658,7661,7664,7667],{"class":7456,"line":77},[7454,7652,7653],{"class":7468},"  _url",[7454,7655,7491],{"class":7460},[7454,7657,7472],{"class":7464},[7454,7659,7660],{"class":7468},"$_base_url",[7454,7662,7663],{"class":7464},"\u002F",[7454,7665,7666],{"class":7468},"$_artifact_name",[7454,7668,7669],{"class":7464},"\"\n",[7454,7671,7672,7675,7677,7680,7683,7686,7689],{"class":7456,"line":90},[7454,7673,7674],{"class":7468},"  _dir",[7454,7676,7491],{"class":7460},[7454,7678,7679],{"class":7464},"\"$(",[7454,7681,7682],{"class":7505},"ensure",[7454,7684,7685],{"class":7464}," mktemp ",[7454,7687,7688],{"class":7556},"-d",[7454,7690,7691],{"class":7464},")\"\n",[7454,7693,7694,7697,7699,7701,7704,7707,7710],{"class":7456,"line":89},[7454,7695,7696],{"class":7468},"  _file",[7454,7698,7491],{"class":7460},[7454,7700,7472],{"class":7464},[7454,7702,7703],{"class":7468},"$_dir",[7454,7705,7706],{"class":7464},"\u002Finput",[7454,7708,7709],{"class":7468},"$_zip_ext",[7454,7711,7669],{"class":7464},[7454,7713,7714,7717,7719,7722,7724,7727,7729,7731,7734,7736,7738],{"class":7456,"line":7381},[7454,7715,7716],{"class":7460},"  if",[7454,7718,7502],{"class":7460},[7454,7720,7721],{"class":7505}," downloader",[7454,7723,7465],{"class":7464},[7454,7725,7726],{"class":7468},"$_url",[7454,7728,7472],{"class":7464},[7454,7730,7465],{"class":7464},[7454,7732,7733],{"class":7468},"$_file",[7454,7735,7472],{"class":7464},[7454,7737,7515],{"class":7468},[7454,7739,7740],{"class":7460},"then\n",[7454,7742,7743,7746,7749,7751,7753],{"class":7456,"line":7578},[7454,7744,7745],{"class":7505},"    say",[7454,7747,7748],{"class":7464}," \"failed to download ",[7454,7750,7726],{"class":7468},[7454,7752,7472],{"class":7464},[7454,7754,7755],{"class":7460}," 1>&2\n",[7454,7757,7759],{"class":7456,"line":7758},7,[7454,7760,7761],{"class":7460},"    continue\n",[7454,7763,7765],{"class":7456,"line":7764},8,[7454,7766,7767],{"class":7460},"  fi\n",[7454,7769,7771],{"class":7456,"line":7770},9,[7454,7772,7774],{"class":7773},"sJ8bj","  # Verify checksum if provided\n",[7454,7776,7778,7780,7782,7784,7786,7789,7791,7793],{"class":7456,"line":7777},10,[7454,7779,7716],{"class":7460},[7454,7781,7538],{"class":7468},[7454,7783,7541],{"class":7460},[7454,7785,7465],{"class":7464},[7454,7787,7788],{"class":7468},"$_checksum_style",[7454,7790,7472],{"class":7464},[7454,7792,7551],{"class":7468},[7454,7794,7740],{"class":7460},[7454,7796,7798,7801,7803,7805,7807,7809,7811,7813,7815,7818],{"class":7456,"line":7797},11,[7454,7799,7800],{"class":7505},"    verify_checksum",[7454,7802,7465],{"class":7464},[7454,7804,7733],{"class":7468},[7454,7806,7472],{"class":7464},[7454,7808,7465],{"class":7464},[7454,7810,7788],{"class":7468},[7454,7812,7472],{"class":7464},[7454,7814,7465],{"class":7464},[7454,7816,7817],{"class":7468},"$_checksum_value",[7454,7819,7669],{"class":7464},[7454,7821,7823],{"class":7456,"line":7822},12,[7454,7824,7767],{"class":7460},[7454,7826,7828,7831,7833],{"class":7456,"line":7827},13,[7454,7829,7830],{"class":7468},"  _download_result",[7454,7832,7491],{"class":7460},[7454,7834,7835],{"class":7464},"1\n",[7454,7837,7839],{"class":7456,"line":7838},14,[7454,7840,7841],{"class":7460},"  break\n",[7454,7843,7845],{"class":7456,"line":7844},15,[7454,7846,7847],{"class":7460},"done\n",[22,7849,7850,7851,54,7854,7857,7858,7861,7862,7865],{},"Supports ",[47,7852,7853],{},"curl",[47,7855,7856],{},"wget"," via ",[47,7859,7860],{},"downloader",", with optional updater binary (",[47,7863,7864],{},"uv-update","). Failures prompt issue reporting: \"this may be a standard network error, but it may also indicate that uv's release process is not working.\"",[22,7867,7868,7869,7872,7873,54,7876,7872,7879,7882],{},"Unpacks ",[47,7870,7871],{},".zip"," with ",[47,7874,7875],{},"unzip -q",[47,7877,7878],{},".tar.*",[47,7880,7881],{},"tar xf --no-same-owner --strip-components 1",", avoiding permission issues.",[17,7884,7886],{"id":7885},"flexible-installation-layouts-and-atomic-moves","Flexible Installation Layouts and Atomic Moves",[22,7888,7889,7890,7893,7894,7134,7897,7134,7900,7903,7904,7907,7908,7911,7912,7915],{},"Prioritizes locations: ",[47,7891,7892],{},"UV_INSTALL_DIR"," override, ",[47,7895,7896],{},"XDG_BIN_HOME",[47,7898,7899],{},"XDG_DATA_HOME\u002F..\u002Fbin",[47,7901,7902],{},"~\u002F.local\u002Fbin",". Supports layouts: ",[47,7905,7906],{},"flat"," (binaries\u002Flibs flat), ",[47,7909,7910],{},"hierarchical"," (bin\u002Flib split), ",[47,7913,7914],{},"cargo-home"," (for Cargo integration).",[22,7917,7918,7919,7922,7923,7926,7927,7930],{},"Uses late-bound expressions (e.g., ",[47,7920,7921],{},"'$HOME\u002F.local\u002Fbin'",") for receipts and shell snippets, rewriting ",[47,7924,7925],{},"$HOME"," for readability via ",[47,7928,7929],{},"replace_home",". Atomic install via temp dirs:",[7446,7932,7934],{"className":7448,"code":7933,"language":7450,"meta":76,"style":76},"_install_temp=$(mktemp -d \"$_install_dir\u002Ftmp.XXXXXXXXXX\")\nfor _bin_name in $_bins; do\n  ensure mv \"$_src_dir\u002F$_bin_name\" \"$_install_temp\"\n  ensure chmod +x \"$_install_temp\u002F$_bin_name\"\ndone\n# Final fast mv to live dir\nfor _bin_name in $_bins; do\n  ensure mv \"$_install_temp\u002F$_bin_name\" \"$_install_dir\"\ndone\n",[47,7935,7936,7962,7976,8003,8023,8027,8032,8044,8066],{"__ignoreMap":76},[7454,7937,7938,7941,7943,7946,7949,7952,7954,7957,7960],{"class":7456,"line":7457},[7454,7939,7940],{"class":7468},"_install_temp",[7454,7942,7491],{"class":7460},[7454,7944,7945],{"class":7468},"$(",[7454,7947,7948],{"class":7505},"mktemp",[7454,7950,7951],{"class":7556}," -d",[7454,7953,7465],{"class":7464},[7454,7955,7956],{"class":7468},"$_install_dir",[7454,7958,7959],{"class":7464},"\u002Ftmp.XXXXXXXXXX\"",[7454,7961,7483],{"class":7468},[7454,7963,7964,7966,7969,7971,7974],{"class":7456,"line":77},[7454,7965,7636],{"class":7460},[7454,7967,7968],{"class":7468}," _bin_name ",[7454,7970,7642],{"class":7460},[7454,7972,7973],{"class":7468}," $_bins; ",[7454,7975,7648],{"class":7460},[7454,7977,7978,7981,7984,7986,7989,7991,7994,7996,7998,8001],{"class":7456,"line":90},[7454,7979,7980],{"class":7505},"  ensure",[7454,7982,7983],{"class":7464}," mv",[7454,7985,7465],{"class":7464},[7454,7987,7988],{"class":7468},"$_src_dir",[7454,7990,7663],{"class":7464},[7454,7992,7993],{"class":7468},"$_bin_name",[7454,7995,7472],{"class":7464},[7454,7997,7465],{"class":7464},[7454,7999,8000],{"class":7468},"$_install_temp",[7454,8002,7669],{"class":7464},[7454,8004,8005,8007,8010,8013,8015,8017,8019,8021],{"class":7456,"line":89},[7454,8006,7980],{"class":7505},[7454,8008,8009],{"class":7464}," chmod",[7454,8011,8012],{"class":7464}," +x",[7454,8014,7465],{"class":7464},[7454,8016,8000],{"class":7468},[7454,8018,7663],{"class":7464},[7454,8020,7993],{"class":7468},[7454,8022,7669],{"class":7464},[7454,8024,8025],{"class":7456,"line":7381},[7454,8026,7847],{"class":7460},[7454,8028,8029],{"class":7456,"line":7578},[7454,8030,8031],{"class":7773},"# Final fast mv to live dir\n",[7454,8033,8034,8036,8038,8040,8042],{"class":7456,"line":7758},[7454,8035,7636],{"class":7460},[7454,8037,7968],{"class":7468},[7454,8039,7642],{"class":7460},[7454,8041,7973],{"class":7468},[7454,8043,7648],{"class":7460},[7454,8045,8046,8048,8050,8052,8054,8056,8058,8060,8062,8064],{"class":7456,"line":7764},[7454,8047,7980],{"class":7505},[7454,8049,7983],{"class":7464},[7454,8051,7465],{"class":7464},[7454,8053,8000],{"class":7468},[7454,8055,7663],{"class":7464},[7454,8057,7993],{"class":7468},[7454,8059,7472],{"class":7464},[7454,8061,7465],{"class":7464},[7454,8063,7956],{"class":7468},[7454,8065,7669],{"class":7464},[7454,8067,8068],{"class":7456,"line":7770},[7454,8069,7847],{"class":7460},[22,8071,8072,8073,8076,8077,8080,8081,8084],{},"Libs\u002Fstaticlibs go to ",[47,8074,8075],{},"lib_install_dir",". Receipts (",[47,8078,8079],{},"$HOME\u002F.local\u002Fshare\u002Fuv\u002Fuv-receipt.json",") log prefix, layout, ",[47,8082,8083],{},"modify_path",", aliases.",[7597,8086,8087],{},[22,8088,8089],{},"\"early-bound: export PATH=\"\u002Fhome\u002Fmyuser\u002F.myapp:$PATH\" * late-bound: export PATH=\"$HOME\u002F.myapp:$PATH\"\"",[17,8091,8093],{"id":8092},"path-integration-across-shells-without-duplicates","PATH Integration Across Shells Without Duplicates",[22,8095,8096,8097,8100,8101,8104,8105,8108,8109,8112,8113,8116],{},"Skips if ",[47,8098,8099],{},"NO_MODIFY_PATH=1"," or dir already in ",[47,8102,8103],{},"$PATH",". Creates ",[47,8106,8107],{},"env"," script prepending ",[47,8110,8111],{},"install_dir"," to PATH. Injects via ",[47,8114,8115],{},"add_install_dir_to_path"," into profiles:",[40,8118,8119,8126,8132,8138],{},[43,8120,8121,8122,8125],{},"Primary: ",[47,8123,8124],{},".profile"," (sh-compatible)",[43,8127,8128,8129],{},"Shotgun: ",[47,8130,8131],{},".profile .bashrc .bash_profile .bash_login",[43,8133,8134,8135],{},"Zsh: ",[47,8136,8137],{},".zshrc .zshenv",[43,8139,8140,8141],{},"Fish: ",[47,8142,8143],{},".config\u002Ffish\u002Fconf.d\u002Fuv.fish",[22,8145,8146,8147,8149,8150,8153,8154,8157],{},"Functions like ",[47,8148,8115],{}," append only if absent, using ",[47,8151,8152],{},"grep -q",". CI variant (",[47,8155,8156],{},"add_install_dir_to_ci_path",") for ephemeral envs.",[7597,8159,8160],{},[22,8161,8162],{},"\"This code needs to both compute certain paths for itself to write to, and also write them to shell\u002Frc files so that they can look them up\"",[17,8164,8166],{"id":8165},"updater-and-unmanaged-mode","Updater and Unmanaged Mode",[22,8168,8169,8170,8173,8174,8177,8178,8180,8181,8184,8185,8188,8189,7159,8192,8195,8196,8199],{},"If ",[47,8171,8172],{},"INSTALL_UPDATER=1"," (default, unless ",[47,8175,8176],{},"UV_DISABLE_UPDATE=1","), downloads ",[47,8179,7864],{},", installs alongside ",[47,8182,8183],{},"uv",". ",[47,8186,8187],{},"UNMANAGED_INSTALL"," forces no PATH mods\u002Fupdater. Shellcheck directives ensure POSIX+ compatibility: ",[47,8190,8191],{},"shellcheck disable=SC2039",[47,8193,8194],{},"local",", aliases ",[47,8197,8198],{},"local=typeset"," for ksh\u002Fmksh.",[22,8201,8202,8203,8206,8207,7663,8210,7325],{},"Receipt enables ",[47,8204,8205],{},"uv self update",". Verbose\u002Fquiet via ",[47,8208,8209],{},"UV_PRINT_VERBOSE",[47,8211,8212],{},"UV_PRINT_QUIET",[8214,8215,8216],"style",{},"html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}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);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":76,"searchDepth":77,"depth":77,"links":8218},[8219,8220,8221,8222,8223],{"id":7410,"depth":77,"text":7411},{"id":7608,"depth":77,"text":7609},{"id":7885,"depth":77,"text":7886},{"id":8092,"depth":77,"text":8093},{"id":8165,"depth":77,"text":8166},[82],{"content_references":8226,"triage":8231},[8227],{"type":8228,"title":8183,"url":8229,"context":8230},"tool","https:\u002F\u002Fgithub.com\u002Fastral-sh\u002Fuv","mentioned",{"relevance":90,"novelty":77,"quality":89,"actionability":90,"composite":8232,"reasoning":8233},3.05,"Category: Automation. The article provides a detailed overview of a shell installer script for deploying a Rust binary, which is relevant for developers looking to automate deployment processes. While it offers some practical insights, it lacks a broader context on how this fits into AI product development or specific actionable steps for the audience.","\u002Fsummaries\u002Fefab013b4f2c3445-uv-install-script-cross-platform-rust-binary-deplo-summary","2026-04-16 03:06:36",{"title":7400,"description":76},{"loc":8234},"efab013b4f2c3445","__oneoff__","https:\u002F\u002Fastral.sh\u002Fuv\u002Finstall.sh","summaries\u002Fefab013b4f2c3445-uv-install-script-cross-platform-rust-binary-deplo-summary",[105,8243,106,107],"devops","Single-file shell installer for uv 0.11.7 detects arch, downloads platform-specific binaries, handles glibc checks, installs to XDG\u002F~\u002Flocal paths, auto-adds to PATH via shell profiles, and sets up self-updater with receipts.",[107],"JWuMoQbf5DVXAIqAymSNPn3_q2oa9_5wbDaokLT2344"]