[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-0a1b52565e4dece9-mastering-python-s-core-mental-models-summary":3,"summaries-facets-categories":91,"summary-related-0a1b52565e4dece9-mastering-python-s-core-mental-models-summary":6995},{"id":4,"title":5,"ai":6,"body":13,"categories":61,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":66,"navigation":73,"path":74,"published_at":75,"question":63,"scraped_at":76,"seo":77,"sitemap":78,"source_id":79,"source_name":80,"source_type":81,"source_url":82,"stem":83,"tags":84,"thumbnail_url":63,"tldr":88,"tweet":63,"unknown_tags":89,"__hash__":90},"summaries\u002Fsummaries\u002F0a1b52565e4dece9-mastering-python-s-core-mental-models-summary.md","Mastering Python's Core Mental Models",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",3926,427,2711,0.001622,{"type":14,"value":15,"toc":55},"minimark",[16,21,25,29,32],[17,18,20],"h2",{"id":19},"moving-beyond-syntax-to-intentional-design","Moving Beyond Syntax to Intentional Design",[22,23,24],"p",{},"Many intermediate developers experience a plateau where they can read and execute advanced Python code but struggle to write it themselves. The barrier is rarely a lack of knowledge regarding libraries or syntax; rather, it is a lack of grasp on the mental models that define idiomatic Python. Advanced code often appears 'magical' because it relies on language-specific patterns that prioritize readability, efficiency, and structure over brute-force logic.",[17,26,28],{"id":27},"the-shift-to-mental-models","The Shift to Mental Models",[22,30,31],{},"To bridge the gap between reading code and architecting it, developers must stop viewing Python as a collection of features and start viewing it as a set of design philosophies. The author suggests that true proficiency comes when a developer can predict how Python handles data, memory, and execution flow. This transition involves:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Deconstructing 'Magic':"," Recognizing that elegant code is not about clever tricks, but about using the language's built-in capabilities (like decorators, context managers, or generators) to solve problems in a way that aligns with Pythonic conventions.",[36,44,45,48],{},[39,46,47],{},"Focusing on Logic over Syntax:"," Once the underlying mechanics are understood, the 'why' behind a senior developer's implementation becomes clear. This allows for the transition from simply copying patterns to intentionally applying them to solve new problems.",[36,50,51,54],{},[39,52,53],{},"Continuous Refinement:"," The author emphasizes that the journey to advanced development is iterative. It requires moving past the 'I understand every line' phase to a state where the structure of a program feels intuitive and predictable.",{"title":56,"searchDepth":57,"depth":57,"links":58},"",2,[59,60],{"id":19,"depth":57,"text":20},{"id":27,"depth":57,"text":28},[62],"Software Engineering",null,"md",false,{"content_references":67,"triage":68},[],{"relevance":69,"novelty":70,"quality":69,"actionability":70,"composite":71,"reasoning":72},4,3,3.6,"Category: Software Engineering. The article addresses the pain point of intermediate developers struggling to advance their skills by focusing on mental models, which is relevant for those building AI-powered products. It provides insights into understanding Python's design philosophies, but lacks specific frameworks or tools that could be directly applied.",true,"\u002Fsummaries\u002F0a1b52565e4dece9-mastering-python-s-core-mental-models-summary","2026-05-19 16:24:47","2026-05-19 19:00:37",{"title":5,"description":56},{"loc":74},"0a1b52565e4dece9","Python in Plain English","article","https:\u002F\u002Fpython.plainenglish.io\u002F7-python-concepts-that-finally-made-advanced-code-feel-understandable-577a97cbf843?source=rss----78073def27b8---4","summaries\u002F0a1b52565e4dece9-mastering-python-s-core-mental-models-summary",[85,86,87],"python","coding","software-engineering","Moving from intermediate to advanced Python development requires shifting focus from syntax memorization to understanding the underlying mental models that drive elegant, intentional code.",[87],"3Ju8luOhXOHuCcCtttJhIsyAWbCd4lbAtMT8BRNWvtQ",[92,95,98,100,103,105,108,111,113,115,117,119,121,123,125,127,129,132,134,136,138,140,143,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,195,197,199,201,203,205,207,209,211,213,215,217,219,221,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,265,267,269,271,273,275,277,279,281,283,285,287,289,291,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,359,361,363,365,367,369,371,373,375,377,379,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,415,417,419,421,423,425,427,429,431,433,435,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,497,499,501,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,543,545,547,549,551,553,555,557,559,561,563,565,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,855,857,859,861,863,866,868,870,872,874,876,878,880,882,884,886,888,890,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993],{"categories":93},[94],"AI & LLMs",{"categories":96},[97],"Developer Productivity",{"categories":99},[94],{"categories":101},[102],"Business & SaaS",{"categories":104},[94],{"categories":106},[107],"AI Automation",{"categories":109},[110],"Product Strategy",{"categories":112},[107],{"categories":114},[94],{"categories":116},[97],{"categories":118},[107],{"categories":120},[62],{"categories":122},[94],{"categories":124},[102],{"categories":126},[],{"categories":128},[94],{"categories":130},[131],"Inference & Serving",{"categories":133},[94],{"categories":135},[94],{"categories":137},[107],{"categories":139},[],{"categories":141},[142],"AI News & Trends",{"categories":144},[145],"Data Science & Visualization",{"categories":147},[107],{"categories":149},[94],{"categories":151},[94],{"categories":153},[102],{"categories":155},[97],{"categories":157},[94],{"categories":159},[107],{"categories":161},[142],{"categories":163},[94],{"categories":165},[107],{"categories":167},[107],{"categories":169},[94],{"categories":171},[94],{"categories":173},[107],{"categories":175},[94],{"categories":177},[94],{"categories":179},[94],{"categories":181},[107],{"categories":183},[142],{"categories":185},[94],{"categories":187},[94],{"categories":189},[94],{"categories":191},[],{"categories":193},[194],"Design & Frontend",{"categories":196},[145],{"categories":198},[142],{"categories":200},[94],{"categories":202},[94],{"categories":204},[94],{"categories":206},[],{"categories":208},[94],{"categories":210},[94],{"categories":212},[107],{"categories":214},[62],{"categories":216},[94],{"categories":218},[107],{"categories":220},[94],{"categories":222},[223],"Marketing & Growth",{"categories":225},[194],{"categories":227},[94],{"categories":229},[107],{"categories":231},[94],{"categories":233},[94],{"categories":235},[62],{"categories":237},[94],{"categories":239},[],{"categories":241},[],{"categories":243},[194],{"categories":245},[94],{"categories":247},[107],{"categories":249},[97],{"categories":251},[62],{"categories":253},[107],{"categories":255},[194],{"categories":257},[110],{"categories":259},[94],{"categories":261},[62],{"categories":263},[264],"DevOps & Cloud",{"categories":266},[107],{"categories":268},[110],{"categories":270},[142],{"categories":272},[94],{"categories":274},[],{"categories":276},[94],{"categories":278},[94],{"categories":280},[],{"categories":282},[107],{"categories":284},[62],{"categories":286},[],{"categories":288},[62],{"categories":290},[94],{"categories":292},[293],"Governance & Standards",{"categories":295},[102],{"categories":297},[],{"categories":299},[],{"categories":301},[94],{"categories":303},[94],{"categories":305},[107],{"categories":307},[94],{"categories":309},[94],{"categories":311},[107],{"categories":313},[94],{"categories":315},[94],{"categories":317},[94],{"categories":319},[],{"categories":321},[62],{"categories":323},[],{"categories":325},[],{"categories":327},[94],{"categories":329},[62],{"categories":331},[],{"categories":333},[62],{"categories":335},[94],{"categories":337},[94],{"categories":339},[223],{"categories":341},[94],{"categories":343},[94],{"categories":345},[94],{"categories":347},[194],{"categories":349},[194],{"categories":351},[94],{"categories":353},[62],{"categories":355},[107],{"categories":357},[358],"GovTech & Public-Sector Adoption",{"categories":360},[62],{"categories":362},[94],{"categories":364},[94],{"categories":366},[94],{"categories":368},[107],{"categories":370},[107],{"categories":372},[145],{"categories":374},[94],{"categories":376},[142],{"categories":378},[107],{"categories":380},[381],"Legal AI Tools",{"categories":383},[94],{"categories":385},[107],{"categories":387},[94],{"categories":389},[223],{"categories":391},[107],{"categories":393},[110],{"categories":395},[94],{"categories":397},[62],{"categories":399},[358],{"categories":401},[],{"categories":403},[107],{"categories":405},[],{"categories":407},[102],{"categories":409},[107],{"categories":411},[107],{"categories":413},[414],"RAG & Retrieval",{"categories":416},[102],{"categories":418},[94],{"categories":420},[62],{"categories":422},[62],{"categories":424},[264],{"categories":426},[194],{"categories":428},[107],{"categories":430},[94],{"categories":432},[94],{"categories":434},[],{"categories":436},[437],"Agents & Orchestration",{"categories":439},[62],{"categories":441},[94],{"categories":443},[],{"categories":445},[107],{"categories":447},[102],{"categories":449},[],{"categories":451},[94],{"categories":453},[],{"categories":455},[94],{"categories":457},[97],{"categories":459},[62],{"categories":461},[102],{"categories":463},[94],{"categories":465},[107],{"categories":467},[94],{"categories":469},[142],{"categories":471},[94],{"categories":473},[],{"categories":475},[94],{"categories":477},[],{"categories":479},[94],{"categories":481},[62],{"categories":483},[94],{"categories":485},[107],{"categories":487},[145],{"categories":489},[],{"categories":491},[94],{"categories":493},[194],{"categories":495},[496],"Models & Frontier Labs",{"categories":498},[],{"categories":500},[194],{"categories":502},[503],"Regulation & Governance of AI",{"categories":505},[110],{"categories":507},[107],{"categories":509},[],{"categories":511},[94],{"categories":513},[94],{"categories":515},[107],{"categories":517},[107],{"categories":519},[142],{"categories":521},[94],{"categories":523},[102],{"categories":525},[94],{"categories":527},[107],{"categories":529},[],{"categories":531},[62],{"categories":533},[107],{"categories":535},[94],{"categories":537},[110],{"categories":539},[94],{"categories":541},[542],"AI Policy & Regulation",{"categories":544},[],{"categories":546},[94],{"categories":548},[107],{"categories":550},[110],{"categories":552},[107],{"categories":554},[94],{"categories":556},[94],{"categories":558},[94],{"categories":560},[107],{"categories":562},[],{"categories":564},[145],{"categories":566},[567],"Evals & Reliability",{"categories":569},[94],{"categories":571},[94],{"categories":573},[],{"categories":575},[97],{"categories":577},[358],{"categories":579},[542],{"categories":581},[94],{"categories":583},[102],{"categories":585},[94],{"categories":587},[107],{"categories":589},[94],{"categories":591},[107],{"categories":593},[437],{"categories":595},[94],{"categories":597},[62],{"categories":599},[94],{"categories":601},[],{"categories":603},[194],{"categories":605},[],{"categories":607},[94],{"categories":609},[358],{"categories":611},[94],{"categories":613},[94],{"categories":615},[94],{"categories":617},[],{"categories":619},[94],{"categories":621},[194],{"categories":623},[62],{"categories":625},[],{"categories":627},[94],{"categories":629},[],{"categories":631},[107],{"categories":633},[94],{"categories":635},[194],{"categories":637},[],{"categories":639},[94],{"categories":641},[94],{"categories":643},[145],{"categories":645},[107],{"categories":647},[94],{"categories":649},[102],{"categories":651},[107],{"categories":653},[94],{"categories":655},[94],{"categories":657},[62],{"categories":659},[194],{"categories":661},[94],{"categories":663},[107],{"categories":665},[],{"categories":667},[62],{"categories":669},[107],{"categories":671},[145],{"categories":673},[],{"categories":675},[94],{"categories":677},[142],{"categories":679},[94],{"categories":681},[],{"categories":683},[94],{"categories":685},[94],{"categories":687},[94],{"categories":689},[102,223],{"categories":691},[],{"categories":693},[62],{"categories":695},[94],{"categories":697},[94],{"categories":699},[107],{"categories":701},[94],{"categories":703},[],{"categories":705},[],{"categories":707},[94],{"categories":709},[194],{"categories":711},[94],{"categories":713},[],{"categories":715},[94],{"categories":717},[264],{"categories":719},[],{"categories":721},[107],{"categories":723},[142],{"categories":725},[94],{"categories":727},[94],{"categories":729},[194],{"categories":731},[],{"categories":733},[142],{"categories":735},[94],{"categories":737},[131],{"categories":739},[94],{"categories":741},[94],{"categories":743},[107],{"categories":745},[142],{"categories":747},[496],{"categories":749},[94],{"categories":751},[223],{"categories":753},[],{"categories":755},[107],{"categories":757},[102],{"categories":759},[62],{"categories":761},[94],{"categories":763},[107],{"categories":765},[],{"categories":767},[94,264],{"categories":769},[94],{"categories":771},[94],{"categories":773},[94],{"categories":775},[107],{"categories":777},[94,62],{"categories":779},[145],{"categories":781},[94],{"categories":783},[94],{"categories":785},[94],{"categories":787},[62],{"categories":789},[94],{"categories":791},[107],{"categories":793},[107],{"categories":795},[542],{"categories":797},[223],{"categories":799},[94],{"categories":801},[107],{"categories":803},[94],{"categories":805},[94],{"categories":807},[107],{"categories":809},[],{"categories":811},[107],{"categories":813},[94],{"categories":815},[94],{"categories":817},[107],{"categories":819},[94],{"categories":821},[94,102],{"categories":823},[94],{"categories":825},[102],{"categories":827},[],{"categories":829},[194],{"categories":831},[194],{"categories":833},[94],{"categories":835},[],{"categories":837},[],{"categories":839},[94],{"categories":841},[142],{"categories":843},[],{"categories":845},[97],{"categories":847},[94],{"categories":849},[62],{"categories":851},[94],{"categories":853},[854],"Generative UI & Design-to-Code",{"categories":856},[94],{"categories":858},[94],{"categories":860},[194],{"categories":862},[94],{"categories":864},[865],"Algorithmic Accountability",{"categories":867},[107],{"categories":869},[62],{"categories":871},[142],{"categories":873},[194],{"categories":875},[94],{"categories":877},[],{"categories":879},[110],{"categories":881},[94],{"categories":883},[94],{"categories":885},[94],{"categories":887},[94],{"categories":889},[107],{"categories":891},[892],"MLOps & Infrastructure",{"categories":894},[94],{"categories":896},[94],{"categories":898},[94],{"categories":900},[94],{"categories":902},[94],{"categories":904},[62],{"categories":906},[142],{"categories":908},[94],{"categories":910},[110],{"categories":912},[97],{"categories":914},[94],{"categories":916},[107],{"categories":918},[264],{"categories":920},[94],{"categories":922},[102],{"categories":924},[94],{"categories":926},[194],{"categories":928},[94],{"categories":930},[94],{"categories":932},[107],{"categories":934},[],{"categories":936},[],{"categories":938},[94],{"categories":940},[131],{"categories":942},[194],{"categories":944},[142],{"categories":946},[145],{"categories":948},[],{"categories":950},[94],{"categories":952},[94],{"categories":954},[102],{"categories":956},[107],{"categories":958},[94],{"categories":960},[94],{"categories":962},[94],{"categories":964},[94],{"categories":966},[142],{"categories":968},[131],{"categories":970},[94],{"categories":972},[194],{"categories":974},[94],{"categories":976},[],{"categories":978},[107],{"categories":980},[62],{"categories":982},[],{"categories":984},[94],{"categories":986},[94],{"categories":988},[107],{"categories":990},[62],{"categories":992},[94],{"categories":994},[145],{"categories":996},[194],{"categories":998},[],{"categories":1000},[94],{"categories":1002},[],{"categories":1004},[94],{"categories":1006},[],{"categories":1008},[94],{"categories":1010},[94],{"categories":1012},[110],{"categories":1014},[102],{"categories":1016},[107],{"categories":1018},[107],{"categories":1020},[],{"categories":1022},[94],{"categories":1024},[97],{"categories":1026},[94],{"categories":1028},[94],{"categories":1030},[102],{"categories":1032},[142],{"categories":1034},[97],{"categories":1036},[],{"categories":1038},[94],{"categories":1040},[],{"categories":1042},[94],{"categories":1044},[],{"categories":1046},[142],{"categories":1048},[142],{"categories":1050},[],{"categories":1052},[437],{"categories":1054},[94],{"categories":1056},[194],{"categories":1058},[62],{"categories":1060},[],{"categories":1062},[381],{"categories":1064},[107],{"categories":1066},[102],{"categories":1068},[],{"categories":1070},[],{"categories":1072},[97],{"categories":1074},[145],{"categories":1076},[],{"categories":1078},[223],{"categories":1080},[107],{"categories":1082},[102],{"categories":1084},[107],{"categories":1086},[94],{"categories":1088},[102],{"categories":1090},[94],{"categories":1092},[62],{"categories":1094},[],{"categories":1096},[131],{"categories":1098},[110],{"categories":1100},[94],{"categories":1102},[194],{"categories":1104},[62],{"categories":1106},[102],{"categories":1108},[94],{"categories":1110},[62],{"categories":1112},[94],{"categories":1114},[107],{"categories":1116},[102],{"categories":1118},[94],{"categories":1120},[94],{"categories":1122},[94],{"categories":1124},[94],{"categories":1126},[94],{"categories":1128},[],{"categories":1130},[],{"categories":1132},[62],{"categories":1134},[145],{"categories":1136},[110],{"categories":1138},[94],{"categories":1140},[107],{"categories":1142},[62],{"categories":1144},[62],{"categories":1146},[94],{"categories":1148},[],{"categories":1150},[142],{"categories":1152},[110],{"categories":1154},[110],{"categories":1156},[62],{"categories":1158},[94],{"categories":1160},[567],{"categories":1162},[264],{"categories":1164},[],{"categories":1166},[107],{"categories":1168},[94],{"categories":1170},[],{"categories":1172},[97],{"categories":1174},[],{"categories":1176},[94],{"categories":1178},[94],{"categories":1180},[94],{"categories":1182},[194],{"categories":1184},[223],{"categories":1186},[94],{"categories":1188},[62],{"categories":1190},[94],{"categories":1192},[107],{"categories":1194},[],{"categories":1196},[62],{"categories":1198},[94],{"categories":1200},[97],{"categories":1202},[],{"categories":1204},[102],{"categories":1206},[94],{"categories":1208},[94],{"categories":1210},[142],{"categories":1212},[94,264],{"categories":1214},[94],{"categories":1216},[1217],"Design Systems for AI",{"categories":1219},[94],{"categories":1221},[94],{"categories":1223},[142],{"categories":1225},[94],{"categories":1227},[94],{"categories":1229},[94],{"categories":1231},[102],{"categories":1233},[94],{"categories":1235},[94],{"categories":1237},[94],{"categories":1239},[],{"categories":1241},[94],{"categories":1243},[94],{"categories":1245},[102],{"categories":1247},[94],{"categories":1249},[],{"categories":1251},[107],{"categories":1253},[107],{"categories":1255},[62],{"categories":1257},[142],{"categories":1259},[62],{"categories":1261},[94],{"categories":1263},[194],{"categories":1265},[142],{"categories":1267},[145],{"categories":1269},[94],{"categories":1271},[94],{"categories":1273},[107],{"categories":1275},[97],{"categories":1277},[542],{"categories":1279},[94],{"categories":1281},[107],{"categories":1283},[94],{"categories":1285},[62],{"categories":1287},[62],{"categories":1289},[],{"categories":1291},[],{"categories":1293},[94],{"categories":1295},[107],{"categories":1297},[110],{"categories":1299},[],{"categories":1301},[102],{"categories":1303},[94],{"categories":1305},[],{"categories":1307},[194],{"categories":1309},[62],{"categories":1311},[107],{"categories":1313},[62],{"categories":1315},[194],{"categories":1317},[94],{"categories":1319},[94],{"categories":1321},[194],{"categories":1323},[],{"categories":1325},[],{"categories":1327},[142],{"categories":1329},[107],{"categories":1331},[107],{"categories":1333},[94],{"categories":1335},[94],{"categories":1337},[94],{"categories":1339},[94],{"categories":1341},[102],{"categories":1343},[94],{"categories":1345},[94],{"categories":1347},[],{"categories":1349},[62],{"categories":1351},[62],{"categories":1353},[94],{"categories":1355},[62],{"categories":1357},[102],{"categories":1359},[],{"categories":1361},[94],{"categories":1363},[94],{"categories":1365},[94],{"categories":1367},[94],{"categories":1369},[94],{"categories":1371},[107],{"categories":1373},[97],{"categories":1375},[102],{"categories":1377},[94],{"categories":1379},[107],{"categories":1381},[142],{"categories":1383},[107],{"categories":1385},[131],{"categories":1387},[223],{"categories":1389},[94],{"categories":1391},[107],{"categories":1393},[94],{"categories":1395},[94],{"categories":1397},[94],{"categories":1399},[],{"categories":1401},[194],{"categories":1403},[],{"categories":1405},[94],{"categories":1407},[94],{"categories":1409},[],{"categories":1411},[94],{"categories":1413},[62],{"categories":1415},[102],{"categories":1417},[1418],"Visual & Generative Media",{"categories":1420},[107],{"categories":1422},[],{"categories":1424},[94],{"categories":1426},[94],{"categories":1428},[62],{"categories":1430},[264],{"categories":1432},[94],{"categories":1434},[145],{"categories":1436},[542],{"categories":1438},[62],{"categories":1440},[223],{"categories":1442},[94],{"categories":1444},[194],{"categories":1446},[94],{"categories":1448},[94],{"categories":1450},[62],{"categories":1452},[107],{"categories":1454},[94],{"categories":1456},[],{"categories":1458},[],{"categories":1460},[107],{"categories":1462},[62],{"categories":1464},[97],{"categories":1466},[107],{"categories":1468},[496],{"categories":1470},[94],{"categories":1472},[110],{"categories":1474},[94],{"categories":1476},[102],{"categories":1478},[],{"categories":1480},[94],{"categories":1482},[110],{"categories":1484},[94],{"categories":1486},[94],{"categories":1488},[94],{"categories":1490},[110],{"categories":1492},[94],{"categories":1494},[94],{"categories":1496},[223],{"categories":1498},[94],{"categories":1500},[437],{"categories":1502},[94],{"categories":1504},[107],{"categories":1506},[94],{"categories":1508},[94],{"categories":1510},[94],{"categories":1512},[94],{"categories":1514},[194],{"categories":1516},[107],{"categories":1518},[],{"categories":1520},[107],{"categories":1522},[],{"categories":1524},[264],{"categories":1526},[62],{"categories":1528},[],{"categories":1530},[496],{"categories":1532},[94],{"categories":1534},[107],{"categories":1536},[107],{"categories":1538},[94],{"categories":1540},[194,94],{"categories":1542},[97],{"categories":1544},[94],{"categories":1546},[194],{"categories":1548},[],{"categories":1550},[94],{"categories":1552},[97],{"categories":1554},[94],{"categories":1556},[1557],"Medical Imaging & Radiology",{"categories":1559},[94],{"categories":1561},[94],{"categories":1563},[94],{"categories":1565},[194],{"categories":1567},[107],{"categories":1569},[62],{"categories":1571},[],{"categories":1573},[94],{"categories":1575},[94],{"categories":1577},[94],{"categories":1579},[],{"categories":1581},[],{"categories":1583},[94],{"categories":1585},[94],{"categories":1587},[437],{"categories":1589},[94],{"categories":1591},[97],{"categories":1593},[94],{"categories":1595},[94],{"categories":1597},[],{"categories":1599},[107],{"categories":1601},[94],{"categories":1603},[110],{"categories":1605},[62],{"categories":1607},[94],{"categories":1609},[107],{"categories":1611},[437],{"categories":1613},[94],{"categories":1615},[107],{"categories":1617},[94],{"categories":1619},[94],{"categories":1621},[94],{"categories":1623},[194],{"categories":1625},[107],{"categories":1627},[264],{"categories":1629},[194],{"categories":1631},[102],{"categories":1633},[107],{"categories":1635},[142],{"categories":1637},[94],{"categories":1639},[94],{"categories":1641},[110],{"categories":1643},[94],{"categories":1645},[94],{"categories":1647},[94],{"categories":1649},[94],{"categories":1651},[107],{"categories":1653},[94],{"categories":1655},[62],{"categories":1657},[62],{"categories":1659},[94],{"categories":1661},[110],{"categories":1663},[],{"categories":1665},[142],{"categories":1667},[],{"categories":1669},[110],{"categories":1671},[107],{"categories":1673},[94],{"categories":1675},[107],{"categories":1677},[1217],{"categories":1679},[1217],{"categories":1681},[194],{"categories":1683},[94],{"categories":1685},[94],{"categories":1687},[94],{"categories":1689},[107],{"categories":1691},[62],{"categories":1693},[194],{"categories":1695},[107],{"categories":1697},[142],{"categories":1699},[],{"categories":1701},[94],{"categories":1703},[],{"categories":1705},[94],{"categories":1707},[94],{"categories":1709},[94],{"categories":1711},[94],{"categories":1713},[107],{"categories":1715},[1716],"Contract Review & E-Discovery",{"categories":1718},[94],{"categories":1720},[194],{"categories":1722},[94],{"categories":1724},[97],{"categories":1726},[94],{"categories":1728},[142],{"categories":1730},[94],{"categories":1732},[94],{"categories":1734},[223],{"categories":1736},[62],{"categories":1738},[94],{"categories":1740},[94],{"categories":1742},[107],{"categories":1744},[107],{"categories":1746},[865],{"categories":1748},[94],{"categories":1750},[94],{"categories":1752},[107],{"categories":1754},[107],{"categories":1756},[94],{"categories":1758},[94],{"categories":1760},[94],{"categories":1762},[107],{"categories":1764},[94],{"categories":1766},[94],{"categories":1768},[437],{"categories":1770},[414],{"categories":1772},[94],{"categories":1774},[107],{"categories":1776},[94],{"categories":1778},[1779],"Law-Firm Practice & Adoption",{"categories":1781},[94],{"categories":1783},[107],{"categories":1785},[194],{"categories":1787},[94],{"categories":1789},[94],{"categories":1791},[94],{"categories":1793},[],{"categories":1795},[],{"categories":1797},[62],{"categories":1799},[94],{"categories":1801},[],{"categories":1803},[107],{"categories":1805},[97],{"categories":1807},[264],{"categories":1809},[94],{"categories":1811},[],{"categories":1813},[97],{"categories":1815},[102],{"categories":1817},[94],{"categories":1819},[223],{"categories":1821},[],{"categories":1823},[102],{"categories":1825},[107],{"categories":1827},[102],{"categories":1829},[],{"categories":1831},[94],{"categories":1833},[110],{"categories":1835},[94],{"categories":1837},[62],{"categories":1839},[],{"categories":1841},[],{"categories":1843},[],{"categories":1845},[],{"categories":1847},[94],{"categories":1849},[110],{"categories":1851},[107],{"categories":1853},[264],{"categories":1855},[94],{"categories":1857},[97],{"categories":1859},[62],{"categories":1861},[94],{"categories":1863},[94],{"categories":1865},[62],{"categories":1867},[110],{"categories":1869},[94],{"categories":1871},[94],{"categories":1873},[94],{"categories":1875},[892],{"categories":1877},[94],{"categories":1879},[62],{"categories":1881},[94],{"categories":1883},[223],{"categories":1885},[62],{"categories":1887},[102],{"categories":1889},[94],{"categories":1891},[94],{"categories":1893},[94],{"categories":1895},[194],{"categories":1897},[94],{"categories":1899},[94],{"categories":1901},[94],{"categories":1903},[94],{"categories":1905},[102],{"categories":1907},[107],{"categories":1909},[94,97],{"categories":1911},[437],{"categories":1913},[94],{"categories":1915},[94],{"categories":1917},[62],{"categories":1919},[62],{"categories":1921},[194],{"categories":1923},[107],{"categories":1925},[107],{"categories":1927},[62],{"categories":1929},[94],{"categories":1931},[94],{"categories":1933},[94],{"categories":1935},[],{"categories":1937},[],{"categories":1939},[94],{"categories":1941},[145],{"categories":1943},[94],{"categories":1945},[107],{"categories":1947},[],{"categories":1949},[94],{"categories":1951},[94],{"categories":1953},[62],{"categories":1955},[145],{"categories":1957},[142],{"categories":1959},[194],{"categories":1961},[94],{"categories":1963},[107],{"categories":1965},[94],{"categories":1967},[62],{"categories":1969},[],{"categories":1971},[107],{"categories":1973},[94],{"categories":1975},[94],{"categories":1977},[94],{"categories":1979},[94],{"categories":1981},[],{"categories":1983},[107],{"categories":1985},[94],{"categories":1987},[94],{"categories":1989},[94],{"categories":1991},[],{"categories":1993},[107],{"categories":1995},[94],{"categories":1997},[94],{"categories":1999},[102],{"categories":2001},[94],{"categories":2003},[94],{"categories":2005},[],{"categories":2007},[97],{"categories":2009},[94],{"categories":2011},[94],{"categories":2013},[94],{"categories":2015},[194],{"categories":2017},[94],{"categories":2019},[62],{"categories":2021},[94],{"categories":2023},[97],{"categories":2025},[94],{"categories":2027},[62],{"categories":2029},[223],{"categories":2031},[107],{"categories":2033},[107],{"categories":2035},[94],{"categories":2037},[94],{"categories":2039},[94,194],{"categories":2041},[94],{"categories":2043},[107],{"categories":2045},[142],{"categories":2047},[94],{"categories":2049},[142],{"categories":2051},[107],{"categories":2053},[194],{"categories":2055},[94],{"categories":2057},[],{"categories":2059},[62],{"categories":2061},[264],{"categories":2063},[194],{"categories":2065},[62],{"categories":2067},[94],{"categories":2069},[110],{"categories":2071},[94],{"categories":2073},[94],{"categories":2075},[107],{"categories":2077},[],{"categories":2079},[],{"categories":2081},[94],{"categories":2083},[],{"categories":2085},[],{"categories":2087},[110],{"categories":2089},[62],{"categories":2091},[94],{"categories":2093},[107],{"categories":2095},[107],{"categories":2097},[102],{"categories":2099},[107],{"categories":2101},[264],{"categories":2103},[94],{"categories":2105},[94],{"categories":2107},[94],{"categories":2109},[131],{"categories":2111},[94],{"categories":2113},[94],{"categories":2115},[94],{"categories":2117},[62],{"categories":2119},[107],{"categories":2121},[94],{"categories":2123},[94],{"categories":2125},[62],{"categories":2127},[381],{"categories":2129},[107],{"categories":2131},[865],{"categories":2133},[],{"categories":2135},[194],{"categories":2137},[1779],{"categories":2139},[62],{"categories":2141},[],{"categories":2143},[],{"categories":2145},[94],{"categories":2147},[107],{"categories":2149},[],{"categories":2151},[],{"categories":2153},[94],{"categories":2155},[223],{"categories":2157},[94],{"categories":2159},[223],{"categories":2161},[107],{"categories":2163},[94],{"categories":2165},[94],{"categories":2167},[62],{"categories":2169},[110],{"categories":2171},[],{"categories":2173},[94],{"categories":2175},[94],{"categories":2177},[62],{"categories":2179},[1716],{"categories":2181},[194],{"categories":2183},[194],{"categories":2185},[94],{"categories":2187},[107],{"categories":2189},[97],{"categories":2191},[94],{"categories":2193},[94],{"categories":2195},[94],{"categories":2197},[94],{"categories":2199},[194],{"categories":2201},[194],{"categories":2203},[107],{"categories":2205},[107],{"categories":2207},[107],{"categories":2209},[94],{"categories":2211},[94],{"categories":2213},[],{"categories":2215},[94],{"categories":2217},[],{"categories":2219},[2220],"Interaction & Product Design",{"categories":2222},[94],{"categories":2224},[107],{"categories":2226},[62],{"categories":2228},[293],{"categories":2230},[142],{"categories":2232},[62],{"categories":2234},[94],{"categories":2236},[94],{"categories":2238},[94],{"categories":2240},[62],{"categories":2242},[94],{"categories":2244},[97],{"categories":2246},[107],{"categories":2248},[94],{"categories":2250},[],{"categories":2252},[107],{"categories":2254},[107],{"categories":2256},[107],{"categories":2258},[],{"categories":2260},[62],{"categories":2262},[94],{"categories":2264},[107],{"categories":2266},[97],{"categories":2268},[2220],{"categories":2270},[94],{"categories":2272},[97],{"categories":2274},[97],{"categories":2276},[],{"categories":2278},[107],{"categories":2280},[62],{"categories":2282},[],{"categories":2284},[107],{"categories":2286},[142],{"categories":2288},[94],{"categories":2290},[107],{"categories":2292},[94],{"categories":2294},[107],{"categories":2296},[107],{"categories":2298},[94],{"categories":2300},[94],{"categories":2302},[142],{"categories":2304},[145],{"categories":2306},[94],{"categories":2308},[110],{"categories":2310},[62],{"categories":2312},[2313],"Coding Agents & Dev Productivity",{"categories":2315},[142],{"categories":2317},[194],{"categories":2319},[94],{"categories":2321},[94],{"categories":2323},[],{"categories":2325},[94],{"categories":2327},[865],{"categories":2329},[],{"categories":2331},[94],{"categories":2333},[94],{"categories":2335},[264],{"categories":2337},[94],{"categories":2339},[142],{"categories":2341},[],{"categories":2343},[],{"categories":2345},[94],{"categories":2347},[],{"categories":2349},[107],{"categories":2351},[94],{"categories":2353},[],{"categories":2355},[62],{"categories":2357},[62],{"categories":2359},[94],{"categories":2361},[145],{"categories":2363},[],{"categories":2365},[94],{"categories":2367},[94],{"categories":2369},[94],{"categories":2371},[145],{"categories":2373},[62],{"categories":2375},[107],{"categories":2377},[],{"categories":2379},[],{"categories":2381},[94],{"categories":2383},[94],{"categories":2385},[107],{"categories":2387},[107],{"categories":2389},[358],{"categories":2391},[62],{"categories":2393},[62],{"categories":2395},[107],{"categories":2397},[142],{"categories":2399},[142],{"categories":2401},[107],{"categories":2403},[107],{"categories":2405},[94],{"categories":2407},[97],{"categories":2409},[2220],{"categories":2411},[110],{"categories":2413},[94,264],{"categories":2415},[145],{"categories":2417},[],{"categories":2419},[194],{"categories":2421},[107],{"categories":2423},[62],{"categories":2425},[97],{"categories":2427},[94],{"categories":2429},[107],{"categories":2431},[2432],"The Designer's Role & Craft",{"categories":2434},[194],{"categories":2436},[],{"categories":2438},[107],{"categories":2440},[94],{"categories":2442},[107],{"categories":2444},[107],{"categories":2446},[94],{"categories":2448},[223],{"categories":2450},[94],{"categories":2452},[62],{"categories":2454},[94],{"categories":2456},[194],{"categories":2458},[94],{"categories":2460},[],{"categories":2462},[107],{"categories":2464},[194],{"categories":2466},[110],{"categories":2468},[94],{"categories":2470},[94],{"categories":2472},[94],{"categories":2474},[2475],"AI UX Patterns",{"categories":2477},[107],{"categories":2479},[107],{"categories":2481},[107],{"categories":2483},[107],{"categories":2485},[223],{"categories":2487},[145],{"categories":2489},[94],{"categories":2491},[107],{"categories":2493},[94],{"categories":2495},[1217],{"categories":2497},[],{"categories":2499},[223],{"categories":2501},[107],{"categories":2503},[142],{"categories":2505},[62],{"categories":2507},[94],{"categories":2509},[107],{"categories":2511},[],{"categories":2513},[],{"categories":2515},[94],{"categories":2517},[94],{"categories":2519},[107],{"categories":2521},[94],{"categories":2523},[107],{"categories":2525},[358],{"categories":2527},[194],{"categories":2529},[94],{"categories":2531},[142],{"categories":2533},[62],{"categories":2535},[94],{"categories":2537},[107],{"categories":2539},[107],{"categories":2541},[],{"categories":2543},[94],{"categories":2545},[],{"categories":2547},[94],{"categories":2549},[],{"categories":2551},[94],{"categories":2553},[94],{"categories":2555},[94],{"categories":2557},[107],{"categories":2559},[62],{"categories":2561},[],{"categories":2563},[],{"categories":2565},[145],{"categories":2567},[131],{"categories":2569},[94],{"categories":2571},[94],{"categories":2573},[94],{"categories":2575},[145],{"categories":2577},[94],{"categories":2579},[94],{"categories":2581},[142],{"categories":2583},[94],{"categories":2585},[94],{"categories":2587},[94],{"categories":2589},[107],{"categories":2591},[94],{"categories":2593},[107],{"categories":2595},[94],{"categories":2597},[94],{"categories":2599},[94],{"categories":2601},[107],{"categories":2603},[],{"categories":2605},[94],{"categories":2607},[],{"categories":2609},[94],{"categories":2611},[94],{"categories":2613},[264],{"categories":2615},[94],{"categories":2617},[],{"categories":2619},[],{"categories":2621},[194],{"categories":2623},[892],{"categories":2625},[107],{"categories":2627},[97],{"categories":2629},[2432],{"categories":2631},[],{"categories":2633},[],{"categories":2635},[94],{"categories":2637},[],{"categories":2639},[],{"categories":2641},[62],{"categories":2643},[142],{"categories":2645},[223],{"categories":2647},[107],{"categories":2649},[102],{"categories":2651},[94],{"categories":2653},[94],{"categories":2655},[102],{"categories":2657},[],{"categories":2659},[194],{"categories":2661},[110],{"categories":2663},[94],{"categories":2665},[94],{"categories":2667},[107],{"categories":2669},[102],{"categories":2671},[94],{"categories":2673},[94],{"categories":2675},[97],{"categories":2677},[94],{"categories":2679},[94],{"categories":2681},[],{"categories":2683},[97],{"categories":2685},[94],{"categories":2687},[223],{"categories":2689},[107],{"categories":2691},[142],{"categories":2693},[94],{"categories":2695},[62],{"categories":2697},[94],{"categories":2699},[94],{"categories":2701},[102],{"categories":2703},[94],{"categories":2705},[94],{"categories":2707},[94],{"categories":2709},[107],{"categories":2711},[94],{"categories":2713},[],{"categories":2715},[94],{"categories":2717},[62],{"categories":2719},[97],{"categories":2721},[94],{"categories":2723},[94],{"categories":2725},[94],{"categories":2727},[],{"categories":2729},[94],{"categories":2731},[437],{"categories":2733},[107],{"categories":2735},[102],{"categories":2737},[142],{"categories":2739},[94],{"categories":2741},[94],{"categories":2743},[],{"categories":2745},[102],{"categories":2747},[102],{"categories":2749},[94],{"categories":2751},[94],{"categories":2753},[110],{"categories":2755},[94],{"categories":2757},[94],{"categories":2759},[94],{"categories":2761},[94],{"categories":2763},[62],{"categories":2765},[62],{"categories":2767},[94],{"categories":2769},[],{"categories":2771},[62],{"categories":2773},[94],{"categories":2775},[62],{"categories":2777},[107],{"categories":2779},[542],{"categories":2781},[],{"categories":2783},[],{"categories":2785},[94],{"categories":2787},[142],{"categories":2789},[],{"categories":2791},[264],{"categories":2793},[94],{"categories":2795},[94],{"categories":2797},[94],{"categories":2799},[194],{"categories":2801},[854],{"categories":2803},[],{"categories":2805},[94],{"categories":2807},[94],{"categories":2809},[94],{"categories":2811},[62],{"categories":2813},[94],{"categories":2815},[94],{"categories":2817},[94,264],{"categories":2819},[94],{"categories":2821},[94],{"categories":2823},[194],{"categories":2825},[107],{"categories":2827},[],{"categories":2829},[107],{"categories":2831},[107],{"categories":2833},[94],{"categories":2835},[94],{"categories":2837},[94],{"categories":2839},[94],{"categories":2841},[145],{"categories":2843},[94],{"categories":2845},[2475],{"categories":2847},[97],{"categories":2849},[145],{"categories":2851},[97],{"categories":2853},[62],{"categories":2855},[194],{"categories":2857},[107],{"categories":2859},[94],{"categories":2861},[],{"categories":2863},[102],{"categories":2865},[94],{"categories":2867},[94],{"categories":2869},[142],{"categories":2871},[94],{"categories":2873},[94],{"categories":2875},[94],{"categories":2877},[107],{"categories":2879},[94],{"categories":2881},[94],{"categories":2883},[94],{"categories":2885},[102],{"categories":2887},[],{"categories":2889},[264],{"categories":2891},[94],{"categories":2893},[358],{"categories":2895},[194],{"categories":2897},[194],{"categories":2899},[62],{"categories":2901},[107],{"categories":2903},[94],{"categories":2905},[102],{"categories":2907},[142],{"categories":2909},[94],{"categories":2911},[94],{"categories":2913},[94],{"categories":2915},[194],{"categories":2917},[107],{"categories":2919},[107],{"categories":2921},[94],{"categories":2923},[94],{"categories":2925},[496],{"categories":2927},[107],{"categories":2929},[],{"categories":2931},[94],{"categories":2933},[94],{"categories":2935},[94],{"categories":2937},[],{"categories":2939},[],{"categories":2941},[94],{"categories":2943},[94],{"categories":2945},[107],{"categories":2947},[94],{"categories":2949},[94],{"categories":2951},[94],{"categories":2953},[62],{"categories":2955},[94],{"categories":2957},[94],{"categories":2959},[107],{"categories":2961},[94],{"categories":2963},[94],{"categories":2965},[94],{"categories":2967},[94],{"categories":2969},[94],{"categories":2971},[],{"categories":2973},[62],{"categories":2975},[145],{"categories":2977},[94],{"categories":2979},[107],{"categories":2981},[107],{"categories":2983},[94],{"categories":2985},[94],{"categories":2987},[],{"categories":2989},[],{"categories":2991},[94],{"categories":2993},[94],{"categories":2995},[94],{"categories":2997},[142],{"categories":2999},[145],{"categories":3001},[],{"categories":3003},[94],{"categories":3005},[194],{"categories":3007},[94],{"categories":3009},[264],{"categories":3011},[1779],{"categories":3013},[142],{"categories":3015},[62],{"categories":3017},[94],{"categories":3019},[62],{"categories":3021},[62],{"categories":3023},[94],{"categories":3025},[94],{"categories":3027},[62],{"categories":3029},[142],{"categories":3031},[142],{"categories":3033},[264],{"categories":3035},[107],{"categories":3037},[],{"categories":3039},[142],{"categories":3041},[94],{"categories":3043},[107],{"categories":3045},[97],{"categories":3047},[62],{"categories":3049},[94],{"categories":3051},[142],{"categories":3053},[],{"categories":3055},[94],{"categories":3057},[62],{"categories":3059},[62],{"categories":3061},[145],{"categories":3063},[94],{"categories":3065},[142],{"categories":3067},[94],{"categories":3069},[62],{"categories":3071},[107],{"categories":3073},[107],{"categories":3075},[142],{"categories":3077},[107],{"categories":3079},[264],{"categories":3081},[107],{"categories":3083},[94],{"categories":3085},[94],{"categories":3087},[94],{"categories":3089},[94],{"categories":3091},[62],{"categories":3093},[94],{"categories":3095},[],{"categories":3097},[107],{"categories":3099},[102],{"categories":3101},[62],{"categories":3103},[],{"categories":3105},[],{"categories":3107},[94],{"categories":3109},[107],{"categories":3111},[94],{"categories":3113},[94],{"categories":3115},[3116],"Frameworks & Tooling",{"categories":3118},[94],{"categories":3120},[94],{"categories":3122},[62],{"categories":3124},[94],{"categories":3126},[94],{"categories":3128},[],{"categories":3130},[145],{"categories":3132},[145],{"categories":3134},[97],{"categories":3136},[94],{"categories":3138},[107],{"categories":3140},[94],{"categories":3142},[194],{"categories":3144},[],{"categories":3146},[1779],{"categories":3148},[94],{"categories":3150},[62],{"categories":3152},[94],{"categories":3154},[264],{"categories":3156},[264],{"categories":3158},[],{"categories":3160},[107],{"categories":3162},[107],{"categories":3164},[94],{"categories":3166},[94],{"categories":3168},[142],{"categories":3170},[107],{"categories":3172},[142],{"categories":3174},[94],{"categories":3176},[107],{"categories":3178},[],{"categories":3180},[194],{"categories":3182},[94],{"categories":3184},[94],{"categories":3186},[],{"categories":3188},[94],{"categories":3190},[107],{"categories":3192},[94],{"categories":3194},[94],{"categories":3196},[94],{"categories":3198},[],{"categories":3200},[62],{"categories":3202},[94],{"categories":3204},[62],{"categories":3206},[264],{"categories":3208},[94],{"categories":3210},[94],{"categories":3212},[94],{"categories":3214},[62],{"categories":3216},[102],{"categories":3218},[94],{"categories":3220},[1779],{"categories":3222},[],{"categories":3224},[107],{"categories":3226},[97],{"categories":3228},[94],{"categories":3230},[97],{"categories":3232},[94],{"categories":3234},[],{"categories":3236},[107],{"categories":3238},[94],{"categories":3240},[94],{"categories":3242},[3243],"AI Design Tooling",{"categories":3245},[194],{"categories":3247},[94],{"categories":3249},[94],{"categories":3251},[62],{"categories":3253},[194],{"categories":3255},[94],{"categories":3257},[94],{"categories":3259},[62],{"categories":3261},[142],{"categories":3263},[110],{"categories":3265},[62],{"categories":3267},[94],{"categories":3269},[94],{"categories":3271},[94],{"categories":3273},[107],{"categories":3275},[94],{"categories":3277},[],{"categories":3279},[107],{"categories":3281},[94],{"categories":3283},[94],{"categories":3285},[107],{"categories":3287},[94],{"categories":3289},[94],{"categories":3291},[94],{"categories":3293},[107],{"categories":3295},[],{"categories":3297},[107],{"categories":3299},[3116],{"categories":3301},[94],{"categories":3303},[94],{"categories":3305},[107],{"categories":3307},[107],{"categories":3309},[62],{"categories":3311},[62],{"categories":3313},[94],{"categories":3315},[],{"categories":3317},[62],{"categories":3319},[94],{"categories":3321},[94],{"categories":3323},[107],{"categories":3325},[102],{"categories":3327},[94],{"categories":3329},[],{"categories":3331},[94],{"categories":3333},[94],{"categories":3335},[2220],{"categories":3337},[],{"categories":3339},[94],{"categories":3341},[94],{"categories":3343},[94],{"categories":3345},[94],{"categories":3347},[194],{"categories":3349},[94],{"categories":3351},[],{"categories":3353},[94],{"categories":3355},[94],{"categories":3357},[94],{"categories":3359},[94],{"categories":3361},[223],{"categories":3363},[142],{"categories":3365},[94],{"categories":3367},[94],{"categories":3369},[1779],{"categories":3371},[97],{"categories":3373},[94],{"categories":3375},[94],{"categories":3377},[145],{"categories":3379},[94],{"categories":3381},[94],{"categories":3383},[142],{"categories":3385},[107],{"categories":3387},[],{"categories":3389},[94],{"categories":3391},[94],{"categories":3393},[194],{"categories":3395},[94],{"categories":3397},[223],{"categories":3399},[107],{"categories":3401},[94],{"categories":3403},[107],{"categories":3405},[],{"categories":3407},[],{"categories":3409},[],{"categories":3411},[97],{"categories":3413},[142],{"categories":3415},[107],{"categories":3417},[94],{"categories":3419},[94],{"categories":3421},[94],{"categories":3423},[94],{"categories":3425},[381],{"categories":3427},[194],{"categories":3429},[107],{"categories":3431},[94],{"categories":3433},[],{"categories":3435},[107],{"categories":3437},[107],{"categories":3439},[],{"categories":3441},[94],{"categories":3443},[107],{"categories":3445},[94],{"categories":3447},[],{"categories":3449},[94],{"categories":3451},[94],{"categories":3453},[94],{"categories":3455},[142],{"categories":3457},[194],{"categories":3459},[107],{"categories":3461},[194],{"categories":3463},[107],{"categories":3465},[94],{"categories":3467},[102],{"categories":3469},[],{"categories":3471},[],{"categories":3473},[94],{"categories":3475},[94],{"categories":3477},[94],{"categories":3479},[97],{"categories":3481},[107],{"categories":3483},[142],{"categories":3485},[],{"categories":3487},[194],{"categories":3489},[],{"categories":3491},[62],{"categories":3493},[94],{"categories":3495},[62],{"categories":3497},[194],{"categories":3499},[62],{"categories":3501},[94],{"categories":3503},[],{"categories":3505},[94],{"categories":3507},[94],{"categories":3509},[],{"categories":3511},[94],{"categories":3513},[94],{"categories":3515},[223],{"categories":3517},[94],{"categories":3519},[94],{"categories":3521},[264],{"categories":3523},[62],{"categories":3525},[94],{"categories":3527},[],{"categories":3529},[107],{"categories":3531},[94],{"categories":3533},[97],{"categories":3535},[496],{"categories":3537},[94],{"categories":3539},[94],{"categories":3541},[107],{"categories":3543},[94],{"categories":3545},[107],{"categories":3547},[94],{"categories":3549},[94],{"categories":3551},[94],{"categories":3553},[94],{"categories":3555},[],{"categories":3557},[94],{"categories":3559},[97],{"categories":3561},[94],{"categories":3563},[102],{"categories":3565},[62],{"categories":3567},[194],{"categories":3569},[],{"categories":3571},[94],{"categories":3573},[],{"categories":3575},[107],{"categories":3577},[94],{"categories":3579},[],{"categories":3581},[107],{"categories":3583},[94],{"categories":3585},[62],{"categories":3587},[194],{"categories":3589},[142],{"categories":3591},[94],{"categories":3593},[142],{"categories":3595},[107],{"categories":3597},[194],{"categories":3599},[94],{"categories":3601},[],{"categories":3603},[94],{"categories":3605},[131],{"categories":3607},[107],{"categories":3609},[94],{"categories":3611},[194],{"categories":3613},[142],{"categories":3615},[102],{"categories":3617},[62],{"categories":3619},[94],{"categories":3621},[94],{"categories":3623},[94],{"categories":3625},[94],{"categories":3627},[142],{"categories":3629},[223],{"categories":3631},[],{"categories":3633},[],{"categories":3635},[145],{"categories":3637},[437],{"categories":3639},[94],{"categories":3641},[107],{"categories":3643},[94,62],{"categories":3645},[142],{"categories":3647},[94],{"categories":3649},[94],{"categories":3651},[94],{"categories":3653},[94],{"categories":3655},[94],{"categories":3657},[94],{"categories":3659},[94],{"categories":3661},[107],{"categories":3663},[94],{"categories":3665},[107],{"categories":3667},[94],{"categories":3669},[94],{"categories":3671},[94],{"categories":3673},[],{"categories":3675},[94],{"categories":3677},[1217],{"categories":3679},[62],{"categories":3681},[194],{"categories":3683},[94],{"categories":3685},[94],{"categories":3687},[94],{"categories":3689},[145],{"categories":3691},[107],{"categories":3693},[223],{"categories":3695},[264],{"categories":3697},[],{"categories":3699},[62],{"categories":3701},[94],{"categories":3703},[102],{"categories":3705},[107],{"categories":3707},[97],{"categories":3709},[107],{"categories":3711},[94],{"categories":3713},[107],{"categories":3715},[107],{"categories":3717},[110],{"categories":3719},[62],{"categories":3721},[94],{"categories":3723},[94],{"categories":3725},[],{"categories":3727},[],{"categories":3729},[],{"categories":3731},[264],{"categories":3733},[94],{"categories":3735},[142],{"categories":3737},[94],{"categories":3739},[94],{"categories":3741},[94],{"categories":3743},[94],{"categories":3745},[],{"categories":3747},[94],{"categories":3749},[145],{"categories":3751},[102],{"categories":3753},[107],{"categories":3755},[94],{"categories":3757},[],{"categories":3759},[94],{"categories":3761},[107],{"categories":3763},[94],{"categories":3765},[264],{"categories":3767},[],{"categories":3769},[194],{"categories":3771},[194],{"categories":3773},[94],{"categories":3775},[107],{"categories":3777},[],{"categories":3779},[62],{"categories":3781},[94],{"categories":3783},[194],{"categories":3785},[94],{"categories":3787},[102],{"categories":3789},[107],{"categories":3791},[94],{"categories":3793},[],{"categories":3795},[142],{"categories":3797},[94],{"categories":3799},[94],{"categories":3801},[94],{"categories":3803},[194],{"categories":3805},[107],{"categories":3807},[142],{"categories":3809},[],{"categories":3811},[107],{"categories":3813},[102],{"categories":3815},[107],{"categories":3817},[194],{"categories":3819},[94],{"categories":3821},[94],{"categories":3823},[94],{"categories":3825},[437],{"categories":3827},[94],{"categories":3829},[107],{"categories":3831},[],{"categories":3833},[94],{"categories":3835},[94],{"categories":3837},[264],{"categories":3839},[142],{"categories":3841},[145],{"categories":3843},[542],{"categories":3845},[145],{"categories":3847},[145],{"categories":3849},[94],{"categories":3851},[],{"categories":3853},[],{"categories":3855},[],{"categories":3857},[107],{"categories":3859},[94],{"categories":3861},[107],{"categories":3863},[107],{"categories":3865},[62],{"categories":3867},[94],{"categories":3869},[414],{"categories":3871},[62],{"categories":3873},[107],{"categories":3875},[94],{"categories":3877},[94],{"categories":3879},[94],{"categories":3881},[94],{"categories":3883},[94],{"categories":3885},[107],{"categories":3887},[94],{"categories":3889},[],{"categories":3891},[],{"categories":3893},[94],{"categories":3895},[],{"categories":3897},[94],{"categories":3899},[107],{"categories":3901},[194],{"categories":3903},[94],{"categories":3905},[94],{"categories":3907},[],{"categories":3909},[107],{"categories":3911},[94],{"categories":3913},[94],{"categories":3915},[110],{"categories":3917},[94],{"categories":3919},[194],{"categories":3921},[94],{"categories":3923},[107],{"categories":3925},[102],{"categories":3927},[94],{"categories":3929},[94],{"categories":3931},[223],{"categories":3933},[107],{"categories":3935},[94],{"categories":3937},[94],{"categories":3939},[854],{"categories":3941},[94],{"categories":3943},[107],{"categories":3945},[94],{"categories":3947},[62],{"categories":3949},[94],{"categories":3951},[496],{"categories":3953},[194],{"categories":3955},[],{"categories":3957},[94],{"categories":3959},[94],{"categories":3961},[142],{"categories":3963},[437],{"categories":3965},[107],{"categories":3967},[94],{"categories":3969},[],{"categories":3971},[142],{"categories":3973},[358],{"categories":3975},[107],{"categories":3977},[107],{"categories":3979},[107],{"categories":3981},[94],{"categories":3983},[94],{"categories":3985},[107],{"categories":3987},[],{"categories":3989},[102],{"categories":3991},[94],{"categories":3993},[102],{"categories":3995},[107],{"categories":3997},[],{"categories":3999},[62],{"categories":4001},[94],{"categories":4003},[94],{"categories":4005},[97],{"categories":4007},[94],{"categories":4009},[142],{"categories":4011},[264],{"categories":4013},[131],{"categories":4015},[107],{"categories":4017},[107],{"categories":4019},[94],{"categories":4021},[94],{"categories":4023},[107],{"categories":4025},[94],{"categories":4027},[97],{"categories":4029},[],{"categories":4031},[107],{"categories":4033},[94],{"categories":4035},[94],{"categories":4037},[94],{"categories":4039},[107],{"categories":4041},[94],{"categories":4043},[],{"categories":4045},[94],{"categories":4047},[],{"categories":4049},[194],{"categories":4051},[107],{"categories":4053},[94,102],{"categories":4055},[107],{"categories":4057},[94],{"categories":4059},[],{"categories":4061},[97],{"categories":4063},[145],{"categories":4065},[102],{"categories":4067},[94],{"categories":4069},[62],{"categories":4071},[94],{"categories":4073},[94],{"categories":4075},[107],{"categories":4077},[94],{"categories":4079},[94],{"categories":4081},[94],{"categories":4083},[142],{"categories":4085},[1217],{"categories":4087},[107],{"categories":4089},[94],{"categories":4091},[],{"categories":4093},[],{"categories":4095},[94],{"categories":4097},[107],{"categories":4099},[94],{"categories":4101},[94],{"categories":4103},[264],{"categories":4105},[],{"categories":4107},[94],{"categories":4109},[107],{"categories":4111},[131],{"categories":4113},[107],{"categories":4115},[437],{"categories":4117},[],{"categories":4119},[381],{"categories":4121},[107],{"categories":4123},[94],{"categories":4125},[94],{"categories":4127},[223],{"categories":4129},[107],{"categories":4131},[94],{"categories":4133},[145],{"categories":4135},[110],{"categories":4137},[107],{"categories":4139},[94],{"categories":4141},[437],{"categories":4143},[94],{"categories":4145},[264],{"categories":4147},[102],{"categories":4149},[],{"categories":4151},[94],{"categories":4153},[94],{"categories":4155},[223],{"categories":4157},[194],{"categories":4159},[94],{"categories":4161},[94],{"categories":4163},[94],{"categories":4165},[],{"categories":4167},[223],{"categories":4169},[142],{"categories":4171},[94],{"categories":4173},[94],{"categories":4175},[94],{"categories":4177},[542],{"categories":4179},[97],{"categories":4181},[94],{"categories":4183},[110],{"categories":4185},[94],{"categories":4187},[],{"categories":4189},[],{"categories":4191},[194],{"categories":4193},[94],{"categories":4195},[145],{"categories":4197},[223],{"categories":4199},[107],{"categories":4201},[94],{"categories":4203},[94],{"categories":4205},[223],{"categories":4207},[142],{"categories":4209},[94],{"categories":4211},[],{"categories":4213},[94],{"categories":4215},[94],{"categories":4217},[],{"categories":4219},[94],{"categories":4221},[94],{"categories":4223},[567],{"categories":4225},[94],{"categories":4227},[94],{"categories":4229},[107],{"categories":4231},[62],{"categories":4233},[437],{"categories":4235},[94],{"categories":4237},[94],{"categories":4239},[94],{"categories":4241},[],{"categories":4243},[94,62],{"categories":4245},[142],{"categories":4247},[107],{"categories":4249},[62],{"categories":4251},[107],{"categories":4253},[892],{"categories":4255},[62],{"categories":4257},[62],{"categories":4259},[107],{"categories":4261},[94],{"categories":4263},[97],{"categories":4265},[],{"categories":4267},[],{"categories":4269},[107],{"categories":4271},[94],{"categories":4273},[62],{"categories":4275},[94],{"categories":4277},[97],{"categories":4279},[62],{"categories":4281},[62],{"categories":4283},[94],{"categories":4285},[223],{"categories":4287},[94],{"categories":4289},[62],{"categories":4291},[94],{"categories":4293},[],{"categories":4295},[94],{"categories":4297},[94],{"categories":4299},[194,94],{"categories":4301},[264],{"categories":4303},[97],{"categories":4305},[94],{"categories":4307},[],{"categories":4309},[94],{"categories":4311},[94],{"categories":4313},[102],{"categories":4315},[94],{"categories":4317},[102],{"categories":4319},[94],{"categories":4321},[94],{"categories":4323},[358],{"categories":4325},[94],{"categories":4327},[102],{"categories":4329},[62],{"categories":4331},[145],{"categories":4333},[107],{"categories":4335},[94],{"categories":4337},[62],{"categories":4339},[94],{"categories":4341},[94],{"categories":4343},[142],{"categories":4345},[223],{"categories":4347},[194],{"categories":4349},[94],{"categories":4351},[94],{"categories":4353},[94],{"categories":4355},[94],{"categories":4357},[97],{"categories":4359},[94],{"categories":4361},[107],{"categories":4363},[107],{"categories":4365},[62],{"categories":4367},[142],{"categories":4369},[62],{"categories":4371},[62],{"categories":4373},[94],{"categories":4375},[94],{"categories":4377},[],{"categories":4379},[],{"categories":4381},[145],{"categories":4383},[94],{"categories":4385},[62],{"categories":4387},[94],{"categories":4389},[194],{"categories":4391},[437],{"categories":4393},[381],{"categories":4395},[358],{"categories":4397},[94],{"categories":4399},[94],{"categories":4401},[94],{"categories":4403},[145],{"categories":4405},[94],{"categories":4407},[94],{"categories":4409},[94],{"categories":4411},[94],{"categories":4413},[94],{"categories":4415},[94],{"categories":4417},[94],{"categories":4419},[107],{"categories":4421},[97],{"categories":4423},[107],{"categories":4425},[94,102],{"categories":4427},[],{"categories":4429},[194],{"categories":4431},[],{"categories":4433},[110],{"categories":4435},[94],{"categories":4437},[142],{"categories":4439},[97],{"categories":4441},[94],{"categories":4443},[97],{"categories":4445},[107],{"categories":4447},[145],{"categories":4449},[107],{"categories":4451},[110],{"categories":4453},[107],{"categories":4455},[94],{"categories":4457},[94],{"categories":4459},[102],{"categories":4461},[107],{"categories":4463},[62],{"categories":4465},[223],{"categories":4467},[94],{"categories":4469},[94],{"categories":4471},[],{"categories":4473},[142],{"categories":4475},[94],{"categories":4477},[94],{"categories":4479},[94],{"categories":4481},[94],{"categories":4483},[94],{"categories":4485},[94],{"categories":4487},[62],{"categories":4489},[142],{"categories":4491},[62],{"categories":4493},[62],{"categories":4495},[94],{"categories":4497},[94],{"categories":4499},[94],{"categories":4501},[94],{"categories":4503},[381],{"categories":4505},[94],{"categories":4507},[107],{"categories":4509},[142],{"categories":4511},[94],{"categories":4513},[94],{"categories":4515},[94],{"categories":4517},[107],{"categories":4519},[94],{"categories":4521},[94],{"categories":4523},[94],{"categories":4525},[3116],{"categories":4527},[4528],"Clinical AI",{"categories":4530},[194],{"categories":4532},[94],{"categories":4534},[94],{"categories":4536},[94],{"categories":4538},[94],{"categories":4540},[264],{"categories":4542},[2475],{"categories":4544},[94],{"categories":4546},[110],{"categories":4548},[194],{"categories":4550},[94],{"categories":4552},[107],{"categories":4554},[94],{"categories":4556},[94],{"categories":4558},[142],{"categories":4560},[94],{"categories":4562},[107],{"categories":4564},[62],{"categories":4566},[223],{"categories":4568},[94],{"categories":4570},[94],{"categories":4572},[102],{"categories":4574},[94],{"categories":4576},[94],{"categories":4578},[496],{"categories":4580},[94],{"categories":4582},[],{"categories":4584},[107],{"categories":4586},[94],{"categories":4588},[62],{"categories":4590},[97],{"categories":4592},[94],{"categories":4594},[],{"categories":4596},[],{"categories":4598},[94],{"categories":4600},[],{"categories":4602},[102],{"categories":4604},[94],{"categories":4606},[94],{"categories":4608},[107],{"categories":4610},[94],{"categories":4612},[142],{"categories":4614},[142],{"categories":4616},[142],{"categories":4618},[142],{"categories":4620},[],{"categories":4622},[97],{"categories":4624},[107],{"categories":4626},[142],{"categories":4628},[94],{"categories":4630},[567],{"categories":4632},[110],{"categories":4634},[107],{"categories":4636},[94],{"categories":4638},[97],{"categories":4640},[94],{"categories":4642},[107],{"categories":4644},[94],{"categories":4646},[94],{"categories":4648},[94],{"categories":4650},[94,107],{"categories":4652},[107],{"categories":4654},[264],{"categories":4656},[142],{"categories":4658},[107],{"categories":4660},[142],{"categories":4662},[107],{"categories":4664},[94],{"categories":4666},[],{"categories":4668},[142],{"categories":4670},[223],{"categories":4672},[97],{"categories":4674},[94],{"categories":4676},[94],{"categories":4678},[],{"categories":4680},[62],{"categories":4682},[],{"categories":4684},[97],{"categories":4686},[107],{"categories":4688},[142],{"categories":4690},[94],{"categories":4692},[142],{"categories":4694},[97],{"categories":4696},[142],{"categories":4698},[142],{"categories":4700},[],{"categories":4702},[102],{"categories":4704},[107],{"categories":4706},[142],{"categories":4708},[142],{"categories":4710},[142],{"categories":4712},[142],{"categories":4714},[142],{"categories":4716},[142],{"categories":4718},[142],{"categories":4720},[142],{"categories":4722},[142],{"categories":4724},[142],{"categories":4726},[145],{"categories":4728},[97],{"categories":4730},[94],{"categories":4732},[94],{"categories":4734},[107],{"categories":4736},[107],{"categories":4738},[],{"categories":4740},[94],{"categories":4742},[94,97],{"categories":4744},[],{"categories":4746},[107],{"categories":4748},[94],{"categories":4750},[142],{"categories":4752},[107],{"categories":4754},[892],{"categories":4756},[94],{"categories":4758},[94],{"categories":4760},[94],{"categories":4762},[94],{"categories":4764},[94],{"categories":4766},[358],{"categories":4768},[94],{"categories":4770},[94],{"categories":4772},[107],{"categories":4774},[94],{"categories":4776},[94],{"categories":4778},[102],{"categories":4780},[110],{"categories":4782},[107],{"categories":4784},[107],{"categories":4786},[],{"categories":4788},[107],{"categories":4790},[194],{"categories":4792},[142],{"categories":4794},[94],{"categories":4796},[],{"categories":4798},[110],{"categories":4800},[],{"categories":4802},[62],{"categories":4804},[94],{"categories":4806},[107],{"categories":4808},[194],{"categories":4810},[94],{"categories":4812},[],{"categories":4814},[94],{"categories":4816},[94],{"categories":4818},[],{"categories":4820},[223],{"categories":4822},[94],{"categories":4824},[107],{"categories":4826},[],{"categories":4828},[],{"categories":4830},[142],{"categories":4832},[97],{"categories":4834},[94],{"categories":4836},[94],{"categories":4838},[102],{"categories":4840},[94],{"categories":4842},[94],{"categories":4844},[107],{"categories":4846},[94],{"categories":4848},[102],{"categories":4850},[102],{"categories":4852},[194],{"categories":4854},[],{"categories":4856},[94],{"categories":4858},[142],{"categories":4860},[],{"categories":4862},[94],{"categories":4864},[94],{"categories":4866},[194],{"categories":4868},[94],{"categories":4870},[94],{"categories":4872},[223],{"categories":4874},[94],{"categories":4876},[264],{"categories":4878},[],{"categories":4880},[107],{"categories":4882},[94],{"categories":4884},[223],{"categories":4886},[62],{"categories":4888},[],{"categories":4890},[94],{"categories":4892},[],{"categories":4894},[107],{"categories":4896},[194],{"categories":4898},[62],{"categories":4900},[],{"categories":4902},[3116],{"categories":4904},[102],{"categories":4906},[97],{"categories":4908},[94],{"categories":4910},[145],{"categories":4912},[107],{"categories":4914},[194],{"categories":4916},[94],{"categories":4918},[62],{"categories":4920},[],{"categories":4922},[],{"categories":4924},[94],{"categories":4926},[97],{"categories":4928},[94],{"categories":4930},[223],{"categories":4932},[],{"categories":4934},[107],{"categories":4936},[107],{"categories":4938},[94],{"categories":4940},[107],{"categories":4942},[94],{"categories":4944},[142],{"categories":4946},[62],{"categories":4948},[94],{"categories":4950},[107],{"categories":4952},[110],{"categories":4954},[94],{"categories":4956},[94],{"categories":4958},[94],{"categories":4960},[107],{"categories":4962},[94],{"categories":4964},[110],{"categories":4966},[223],{"categories":4968},[142],{"categories":4970},[],{"categories":4972},[223],{"categories":4974},[94],{"categories":4976},[],{"categories":4978},[62],{"categories":4980},[107],{"categories":4982},[],{"categories":4984},[94],{"categories":4986},[94],{"categories":4988},[94],{"categories":4990},[94],{"categories":4992},[94],{"categories":4994},[107],{"categories":4996},[102],{"categories":4998},[97],{"categories":5000},[107],{"categories":5002},[94],{"categories":5004},[194],{"categories":5006},[62],{"categories":5008},[62],{"categories":5010},[94],{"categories":5012},[145],{"categories":5014},[107],{"categories":5016},[94],{"categories":5018},[94],{"categories":5020},[107],{"categories":5022},[94],{"categories":5024},[94],{"categories":5026},[107],{"categories":5028},[102],{"categories":5030},[94],{"categories":5032},[194],{"categories":5034},[62],{"categories":5036},[107],{"categories":5038},[94],{"categories":5040},[110],{"categories":5042},[94],{"categories":5044},[107],{"categories":5046},[94],{"categories":5048},[94],{"categories":5050},[142],{"categories":5052},[94],{"categories":5054},[],{"categories":5056},[97],{"categories":5058},[94],{"categories":5060},[94],{"categories":5062},[94],{"categories":5064},[62],{"categories":5066},[62],{"categories":5068},[94],{"categories":5070},[62],{"categories":5072},[94],{"categories":5074},[107],{"categories":5076},[94],{"categories":5078},[94],{"categories":5080},[94],{"categories":5082},[94],{"categories":5084},[94],{"categories":5086},[],{"categories":5088},[94],{"categories":5090},[194],{"categories":5092},[107],{"categories":5094},[102],{"categories":5096},[142],{"categories":5098},[94],{"categories":5100},[107],{"categories":5102},[94],{"categories":5104},[107],{"categories":5106},[94],{"categories":5108},[94],{"categories":5110},[194],{"categories":5112},[107],{"categories":5114},[94],{"categories":5116},[223],{"categories":5118},[94],{"categories":5120},[145],{"categories":5122},[94],{"categories":5124},[94],{"categories":5126},[142],{"categories":5128},[94],{"categories":5130},[94],{"categories":5132},[94],{"categories":5134},[94],{"categories":5136},[107],{"categories":5138},[264],{"categories":5140},[94],{"categories":5142},[62],{"categories":5144},[107],{"categories":5146},[145],{"categories":5148},[],{"categories":5150},[107],{"categories":5152},[62],{"categories":5154},[94],{"categories":5156},[94],{"categories":5158},[2313],{"categories":5160},[194],{"categories":5162},[293],{"categories":5164},[94],{"categories":5166},[94],{"categories":5168},[94],{"categories":5170},[94],{"categories":5172},[97],{"categories":5174},[94],{"categories":5176},[94],{"categories":5178},[62],{"categories":5180},[102],{"categories":5182},[94],{"categories":5184},[62],{"categories":5186},[94],{"categories":5188},[],{"categories":5190},[107],{"categories":5192},[107],{"categories":5194},[94],{"categories":5196},[94],{"categories":5198},[94],{"categories":5200},[145],{"categories":5202},[],{"categories":5204},[142],{"categories":5206},[],{"categories":5208},[142],{"categories":5210},[94],{"categories":5212},[94],{"categories":5214},[107],{"categories":5216},[94],{"categories":5218},[107],{"categories":5220},[107],{"categories":5222},[],{"categories":5224},[94],{"categories":5226},[142],{"categories":5228},[94],{"categories":5230},[],{"categories":5232},[94],{"categories":5234},[94],{"categories":5236},[],{"categories":5238},[94],{"categories":5240},[94],{"categories":5242},[194],{"categories":5244},[62],{"categories":5246},[107],{"categories":5248},[94],{"categories":5250},[94],{"categories":5252},[94],{"categories":5254},[94],{"categories":5256},[223],{"categories":5258},[94],{"categories":5260},[94],{"categories":5262},[94],{"categories":5264},[97],{"categories":5266},[94],{"categories":5268},[94],{"categories":5270},[],{"categories":5272},[94],{"categories":5274},[94],{"categories":5276},[94],{"categories":5278},[],{"categories":5280},[97],{"categories":5282},[94],{"categories":5284},[94],{"categories":5286},[142],{"categories":5288},[62],{"categories":5290},[110],{"categories":5292},[107],{"categories":5294},[437],{"categories":5296},[94],{"categories":5298},[94],{"categories":5300},[94],{"categories":5302},[62],{"categories":5304},[142],{"categories":5306},[194],{"categories":5308},[94],{"categories":5310},[94],{"categories":5312},[94],{"categories":5314},[94],{"categories":5316},[142],{"categories":5318},[94],{"categories":5320},[194],{"categories":5322},[94],{"categories":5324},[94],{"categories":5326},[142],{"categories":5328},[194],{"categories":5330},[94],{"categories":5332},[142],{"categories":5334},[94],{"categories":5336},[107],{"categories":5338},[107],{"categories":5340},[107],{"categories":5342},[62],{"categories":5344},[142],{"categories":5346},[107],{"categories":5348},[107],{"categories":5350},[94],{"categories":5352},[62],{"categories":5354},[194],{"categories":5356},[94],{"categories":5358},[94],{"categories":5360},[107],{"categories":5362},[94],{"categories":5364},[],{"categories":5366},[107],{"categories":5368},[],{"categories":5370},[94],{"categories":5372},[94],{"categories":5374},[],{"categories":5376},[],{"categories":5378},[107],{"categories":5380},[102],{"categories":5382},[107],{"categories":5384},[5385],"Liability & Ethics",{"categories":5387},[94],{"categories":5389},[94],{"categories":5391},[94],{"categories":5393},[107],{"categories":5395},[97],{"categories":5397},[107],{"categories":5399},[102],{"categories":5401},[223],{"categories":5403},[107],{"categories":5405},[94],{"categories":5407},[94],{"categories":5409},[],{"categories":5411},[542],{"categories":5413},[107],{"categories":5415},[],{"categories":5417},[94],{"categories":5419},[97],{"categories":5421},[107],{"categories":5423},[],{"categories":5425},[107],{"categories":5427},[94],{"categories":5429},[94],{"categories":5431},[62],{"categories":5433},[94],{"categories":5435},[142],{"categories":5437},[94],{"categories":5439},[94],{"categories":5441},[110],{"categories":5443},[107],{"categories":5445},[94],{"categories":5447},[94],{"categories":5449},[94],{"categories":5451},[142],{"categories":5453},[107],{"categories":5455},[62],{"categories":5457},[194],{"categories":5459},[97],{"categories":5461},[94],{"categories":5463},[94],{"categories":5465},[94],{"categories":5467},[],{"categories":5469},[107],{"categories":5471},[107],{"categories":5473},[107],{"categories":5475},[437],{"categories":5477},[194],{"categories":5479},[107],{"categories":5481},[264],{"categories":5483},[62],{"categories":5485},[142],{"categories":5487},[94],{"categories":5489},[194],{"categories":5491},[94],{"categories":5493},[97],{"categories":5495},[],{"categories":5497},[107],{"categories":5499},[94],{"categories":5501},[94],{"categories":5503},[94],{"categories":5505},[94],{"categories":5507},[107],{"categories":5509},[94],{"categories":5511},[94],{"categories":5513},[194],{"categories":5515},[],{"categories":5517},[107],{"categories":5519},[110],{"categories":5521},[142],{"categories":5523},[107],{"categories":5525},[102],{"categories":5527},[],{"categories":5529},[94],{"categories":5531},[94],{"categories":5533},[110],{"categories":5535},[94],{"categories":5537},[107],{"categories":5539},[142],{"categories":5541},[97],{"categories":5543},[264],{"categories":5545},[94],{"categories":5547},[94],{"categories":5549},[94],{"categories":5551},[142],{"categories":5553},[102],{"categories":5555},[94],{"categories":5557},[194],{"categories":5559},[142],{"categories":5561},[264],{"categories":5563},[94],{"categories":5565},[107],{"categories":5567},[],{"categories":5569},[496],{"categories":5571},[],{"categories":5573},[94],{"categories":5575},[264],{"categories":5577},[94],{"categories":5579},[145],{"categories":5581},[94],{"categories":5583},[107],{"categories":5585},[107],{"categories":5587},[5588],"Design News & Tools",{"categories":5590},[94],{"categories":5592},[94],{"categories":5594},[142],{"categories":5596},[94],{"categories":5598},[94],{"categories":5600},[97],{"categories":5602},[107],{"categories":5604},[94],{"categories":5606},[194],{"categories":5608},[107],{"categories":5610},[107],{"categories":5612},[194],{"categories":5614},[94],{"categories":5616},[94],{"categories":5618},[437],{"categories":5620},[107],{"categories":5622},[94],{"categories":5624},[94],{"categories":5626},[437],{"categories":5628},[94],{"categories":5630},[223],{"categories":5632},[94],{"categories":5634},[107],{"categories":5636},[],{"categories":5638},[94],{"categories":5640},[94],{"categories":5642},[94],{"categories":5644},[142],{"categories":5646},[94],{"categories":5648},[97],{"categories":5650},[],{"categories":5652},[94],{"categories":5654},[94],{"categories":5656},[94],{"categories":5658},[62],{"categories":5660},[567],{"categories":5662},[62],{"categories":5664},[194],{"categories":5666},[94],{"categories":5668},[94,107],{"categories":5670},[223,102],{"categories":5672},[62],{"categories":5674},[94],{"categories":5676},[94],{"categories":5678},[94],{"categories":5680},[94],{"categories":5682},[],{"categories":5684},[107],{"categories":5686},[94],{"categories":5688},[],{"categories":5690},[94],{"categories":5692},[62],{"categories":5694},[94],{"categories":5696},[62],{"categories":5698},[],{"categories":5700},[107],{"categories":5702},[94],{"categories":5704},[102],{"categories":5706},[94],{"categories":5708},[142],{"categories":5710},[94],{"categories":5712},[],{"categories":5714},[107],{"categories":5716},[94],{"categories":5718},[],{"categories":5720},[194],{"categories":5722},[94],{"categories":5724},[94],{"categories":5726},[107],{"categories":5728},[94],{"categories":5730},[94],{"categories":5732},[97],{"categories":5734},[107],{"categories":5736},[94],{"categories":5738},[],{"categories":5740},[94],{"categories":5742},[264],{"categories":5744},[223],{"categories":5746},[102],{"categories":5748},[102],{"categories":5750},[94],{"categories":5752},[97],{"categories":5754},[97],{"categories":5756},[94],{"categories":5758},[107],{"categories":5760},[94],{"categories":5762},[94],{"categories":5764},[94],{"categories":5766},[94],{"categories":5768},[62],{"categories":5770},[94],{"categories":5772},[97],{"categories":5774},[94],{"categories":5776},[94],{"categories":5778},[107],{"categories":5780},[94],{"categories":5782},[223],{"categories":5784},[94],{"categories":5786},[142],{"categories":5788},[94],{"categories":5790},[94],{"categories":5792},[107],{"categories":5794},[110],{"categories":5796},[94],{"categories":5798},[94],{"categories":5800},[107],{"categories":5802},[],{"categories":5804},[62],{"categories":5806},[],{"categories":5808},[62],{"categories":5810},[107],{"categories":5812},[97],{"categories":5814},[94],{"categories":5816},[],{"categories":5818},[145],{"categories":5820},[264],{"categories":5822},[94],{"categories":5824},[62],{"categories":5826},[94],{"categories":5828},[],{"categories":5830},[142],{"categories":5832},[107],{"categories":5834},[62],{"categories":5836},[194],{"categories":5838},[102],{"categories":5840},[94],{"categories":5842},[94],{"categories":5844},[107],{"categories":5846},[62],{"categories":5848},[107],{"categories":5850},[142],{"categories":5852},[94],{"categories":5854},[110],{"categories":5856},[97],{"categories":5858},[110],{"categories":5860},[142],{"categories":5862},[94],{"categories":5864},[62],{"categories":5866},[94],{"categories":5868},[194],{"categories":5870},[102],{"categories":5872},[94],{"categories":5874},[94],{"categories":5876},[94],{"categories":5878},[94],{"categories":5880},[94],{"categories":5882},[94],{"categories":5884},[107],{"categories":5886},[94],{"categories":5888},[107],{"categories":5890},[94],{"categories":5892},[94],{"categories":5894},[97],{"categories":5896},[94],{"categories":5898},[107],{"categories":5900},[107],{"categories":5902},[194],{"categories":5904},[107],{"categories":5906},[107],{"categories":5908},[94],{"categories":5910},[97],{"categories":5912},[107],{"categories":5914},[194],{"categories":5916},[],{"categories":5918},[94],{"categories":5920},[145],{"categories":5922},[437],{"categories":5924},[94],{"categories":5926},[107],{"categories":5928},[94],{"categories":5930},[94],{"categories":5932},[62],{"categories":5934},[94],{"categories":5936},[],{"categories":5938},[94],{"categories":5940},[107],{"categories":5942},[94],{"categories":5944},[223],{"categories":5946},[94],{"categories":5948},[62],{"categories":5950},[94],{"categories":5952},[142],{"categories":5954},[107],{"categories":5956},[94],{"categories":5958},[223],{"categories":5960},[107],{"categories":5962},[102],{"categories":5964},[102],{"categories":5966},[94],{"categories":5968},[94],{"categories":5970},[94],{"categories":5972},[94],{"categories":5974},[94],{"categories":5976},[94],{"categories":5978},[97],{"categories":5980},[],{"categories":5982},[94],{"categories":5984},[94],{"categories":5986},[107],{"categories":5988},[107],{"categories":5990},[94],{"categories":5992},[94],{"categories":5994},[94],{"categories":5996},[94],{"categories":5998},[94],{"categories":6000},[62],{"categories":6002},[],{"categories":6004},[97],{"categories":6006},[94],{"categories":6008},[94],{"categories":6010},[107],{"categories":6012},[107],{"categories":6014},[],{"categories":6016},[62],{"categories":6018},[62],{"categories":6020},[94],{"categories":6022},[223],{"categories":6024},[102],{"categories":6026},[194],{"categories":6028},[],{"categories":6030},[94],{"categories":6032},[107],{"categories":6034},[97],{"categories":6036},[94],{"categories":6038},[94],{"categories":6040},[62],{"categories":6042},[97],{"categories":6044},[94],{"categories":6046},[94],{"categories":6048},[142],{"categories":6050},[145],{"categories":6052},[94],{"categories":6054},[142],{"categories":6056},[107],{"categories":6058},[94],{"categories":6060},[],{"categories":6062},[142],{"categories":6064},[107],{"categories":6066},[194],{"categories":6068},[145],{"categories":6070},[94],{"categories":6072},[94],{"categories":6074},[],{"categories":6076},[107],{"categories":6078},[107],{"categories":6080},[107],{"categories":6082},[3116],{"categories":6084},[142],{"categories":6086},[94],{"categories":6088},[62],{"categories":6090},[94],{"categories":6092},[94],{"categories":6094},[94],{"categories":6096},[94],{"categories":6098},[94],{"categories":6100},[102],{"categories":6102},[94],{"categories":6104},[97],{"categories":6106},[1779],{"categories":6108},[264],{"categories":6110},[97],{"categories":6112},[],{"categories":6114},[94],{"categories":6116},[],{"categories":6118},[142],{"categories":6120},[107],{"categories":6122},[194],{"categories":6124},[94],{"categories":6126},[94],{"categories":6128},[94],{"categories":6130},[142],{"categories":6132},[],{"categories":6134},[107],{"categories":6136},[94],{"categories":6138},[107],{"categories":6140},[107],{"categories":6142},[],{"categories":6144},[94],{"categories":6146},[],{"categories":6148},[142],{"categories":6150},[97],{"categories":6152},[194],{"categories":6154},[94],{"categories":6156},[107],{"categories":6158},[142],{"categories":6160},[94],{"categories":6162},[142],{"categories":6164},[],{"categories":6166},[142],{"categories":6168},[94],{"categories":6170},[97],{"categories":6172},[437],{"categories":6174},[107],{"categories":6176},[94],{"categories":6178},[],{"categories":6180},[62],{"categories":6182},[107],{"categories":6184},[110],{"categories":6186},[107],{"categories":6188},[97],{"categories":6190},[94],{"categories":6192},[94],{"categories":6194},[],{"categories":6196},[],{"categories":6198},[],{"categories":6200},[194],{"categories":6202},[94],{"categories":6204},[107],{"categories":6206},[94],{"categories":6208},[94],{"categories":6210},[],{"categories":6212},[],{"categories":6214},[],{"categories":6216},[94],{"categories":6218},[107],{"categories":6220},[194],{"categories":6222},[94],{"categories":6224},[],{"categories":6226},[107],{"categories":6228},[94],{"categories":6230},[94],{"categories":6232},[97],{"categories":6234},[],{"categories":6236},[],{"categories":6238},[94],{"categories":6240},[94],{"categories":6242},[107],{"categories":6244},[194],{"categories":6246},[94],{"categories":6248},[142],{"categories":6250},[],{"categories":6252},[94],{"categories":6254},[94],{"categories":6256},[223],{"categories":6258},[142],{"categories":6260},[223],{"categories":6262},[145],{"categories":6264},[94],{"categories":6266},[94],{"categories":6268},[],{"categories":6270},[],{"categories":6272},[107],{"categories":6274},[],{"categories":6276},[94],{"categories":6278},[437],{"categories":6280},[94],{"categories":6282},[94],{"categories":6284},[94],{"categories":6286},[94],{"categories":6288},[],{"categories":6290},[107],{"categories":6292},[94],{"categories":6294},[94],{"categories":6296},[],{"categories":6298},[107],{"categories":6300},[94],{"categories":6302},[142],{"categories":6304},[94],{"categories":6306},[223],{"categories":6308},[102],{"categories":6310},[110],{"categories":6312},[94],{"categories":6314},[94],{"categories":6316},[107],{"categories":6318},[145],{"categories":6320},[107],{"categories":6322},[107],{"categories":6324},[],{"categories":6326},[94],{"categories":6328},[107],{"categories":6330},[],{"categories":6332},[94],{"categories":6334},[],{"categories":6336},[142],{"categories":6338},[102],{"categories":6340},[],{"categories":6342},[94],{"categories":6344},[94],{"categories":6346},[94],{"categories":6348},[],{"categories":6350},[107],{"categories":6352},[194],{"categories":6354},[97],{"categories":6356},[94],{"categories":6358},[],{"categories":6360},[102],{"categories":6362},[223],{"categories":6364},[94],{"categories":6366},[62],{"categories":6368},[97],{"categories":6370},[145],{"categories":6372},[102],{"categories":6374},[62],{"categories":6376},[107],{"categories":6378},[62],{"categories":6380},[],{"categories":6382},[94],{"categories":6384},[110],{"categories":6386},[94],{"categories":6388},[],{"categories":6390},[107],{"categories":6392},[97],{"categories":6394},[194],{"categories":6396},[94],{"categories":6398},[97],{"categories":6400},[107],{"categories":6402},[264],{"categories":6404},[94],{"categories":6406},[94],{"categories":6408},[94],{"categories":6410},[94],{"categories":6412},[94],{"categories":6414},[97],{"categories":6416},[94],{"categories":6418},[62],{"categories":6420},[145],{"categories":6422},[107],{"categories":6424},[],{"categories":6426},[94],{"categories":6428},[94],{"categories":6430},[94],{"categories":6432},[62],{"categories":6434},[107],{"categories":6436},[142],{"categories":6438},[62],{"categories":6440},[94],{"categories":6442},[110],{"categories":6444},[],{"categories":6446},[194],{"categories":6448},[62],{"categories":6450},[142],{"categories":6452},[94],{"categories":6454},[97],{"categories":6456},[107],{"categories":6458},[94],{"categories":6460},[94],{"categories":6462},[107],{"categories":6464},[110],{"categories":6466},[94],{"categories":6468},[107],{"categories":6470},[94],{"categories":6472},[102],{"categories":6474},[107],{"categories":6476},[107,264],{"categories":6478},[94],{"categories":6480},[94],{"categories":6482},[107],{"categories":6484},[62],{"categories":6486},[94],{"categories":6488},[94],{"categories":6490},[145],{"categories":6492},[107],{"categories":6494},[223],{"categories":6496},[107],{"categories":6498},[102],{"categories":6500},[],{"categories":6502},[107],{"categories":6504},[94],{"categories":6506},[102],{"categories":6508},[],{"categories":6510},[],{"categories":6512},[62],{"categories":6514},[94],{"categories":6516},[94],{"categories":6518},[107],{"categories":6520},[145],{"categories":6522},[223],{"categories":6524},[94],{"categories":6526},[94],{"categories":6528},[94],{"categories":6530},[107],{"categories":6532},[],{"categories":6534},[107],{"categories":6536},[142],{"categories":6538},[94],{"categories":6540},[107],{"categories":6542},[107],{"categories":6544},[94],{"categories":6546},[],{"categories":6548},[142],{"categories":6550},[62],{"categories":6552},[3116],{"categories":6554},[97],{"categories":6556},[62],{"categories":6558},[94],{"categories":6560},[107],{"categories":6562},[94],{"categories":6564},[94],{"categories":6566},[223],{"categories":6568},[62],{"categories":6570},[145],{"categories":6572},[],{"categories":6574},[142],{"categories":6576},[94],{"categories":6578},[94],{"categories":6580},[],{"categories":6582},[107],{"categories":6584},[94],{"categories":6586},[94],{"categories":6588},[94],{"categories":6590},[94],{"categories":6592},[107],{"categories":6594},[94],{"categories":6596},[94],{"categories":6598},[94],{"categories":6600},[110],{"categories":6602},[94],{"categories":6604},[107],{"categories":6606},[94],{"categories":6608},[94],{"categories":6610},[94],{"categories":6612},[94],{"categories":6614},[94],{"categories":6616},[94],{"categories":6618},[94],{"categories":6620},[102],{"categories":6622},[],{"categories":6624},[110],{"categories":6626},[142],{"categories":6628},[107],{"categories":6630},[94],{"categories":6632},[62],{"categories":6634},[],{"categories":6636},[62],{"categories":6638},[62],{"categories":6640},[107],{"categories":6642},[62],{"categories":6644},[94],{"categories":6646},[94],{"categories":6648},[94],{"categories":6650},[107],{"categories":6652},[62],{"categories":6654},[94],{"categories":6656},[94],{"categories":6658},[94],{"categories":6660},[107],{"categories":6662},[142],{"categories":6664},[94],{"categories":6666},[94],{"categories":6668},[94],{"categories":6670},[102],{"categories":6672},[94],{"categories":6674},[107],{"categories":6676},[194],{"categories":6678},[],{"categories":6680},[94],{"categories":6682},[145],{"categories":6684},[107],{"categories":6686},[94],{"categories":6688},[94],{"categories":6690},[],{"categories":6692},[94],{"categories":6694},[94],{"categories":6696},[142],{"categories":6698},[94],{"categories":6700},[94],{"categories":6702},[107],{"categories":6704},[223],{"categories":6706},[],{"categories":6708},[],{"categories":6710},[62],{"categories":6712},[94],{"categories":6714},[94],{"categories":6716},[142],{"categories":6718},[94],{"categories":6720},[62],{"categories":6722},[142],{"categories":6724},[94],{"categories":6726},[94],{"categories":6728},[223],{"categories":6730},[145],{"categories":6732},[94],{"categories":6734},[94],{"categories":6736},[97],{"categories":6738},[107],{"categories":6740},[94],{"categories":6742},[94],{"categories":6744},[107],{"categories":6746},[102],{"categories":6748},[107],{"categories":6750},[62],{"categories":6752},[94],{"categories":6754},[102],{"categories":6756},[],{"categories":6758},[94],{"categories":6760},[145],{"categories":6762},[94],{"categories":6764},[94],{"categories":6766},[],{"categories":6768},[142],{"categories":6770},[94],{"categories":6772},[107],{"categories":6774},[145],{"categories":6776},[94],{"categories":6778},[62],{"categories":6780},[62],{"categories":6782},[62],{"categories":6784},[94],{"categories":6786},[107],{"categories":6788},[107],{"categories":6790},[94],{"categories":6792},[107],{"categories":6794},[94],{"categories":6796},[94],{"categories":6798},[194],{"categories":6800},[145],{"categories":6802},[145],{"categories":6804},[],{"categories":6806},[142],{"categories":6808},[94],{"categories":6810},[94],{"categories":6812},[62],{"categories":6814},[],{"categories":6816},[142],{"categories":6818},[142],{"categories":6820},[142],{"categories":6822},[],{"categories":6824},[107],{"categories":6826},[94],{"categories":6828},[],{"categories":6830},[97],{"categories":6832},[102],{"categories":6834},[],{"categories":6836},[94],{"categories":6838},[94],{"categories":6840},[],{"categories":6842},[62],{"categories":6844},[],{"categories":6846},[],{"categories":6848},[],{"categories":6850},[],{"categories":6852},[94],{"categories":6854},[142],{"categories":6856},[],{"categories":6858},[],{"categories":6860},[94],{"categories":6862},[94],{"categories":6864},[94],{"categories":6866},[145],{"categories":6868},[94],{"categories":6870},[145],{"categories":6872},[],{"categories":6874},[145],{"categories":6876},[145],{"categories":6878},[264],{"categories":6880},[107],{"categories":6882},[62],{"categories":6884},[],{"categories":6886},[],{"categories":6888},[145],{"categories":6890},[62],{"categories":6892},[62],{"categories":6894},[62],{"categories":6896},[],{"categories":6898},[97],{"categories":6900},[62],{"categories":6902},[62],{"categories":6904},[97],{"categories":6906},[62],{"categories":6908},[102],{"categories":6910},[62],{"categories":6912},[62],{"categories":6914},[62],{"categories":6916},[145],{"categories":6918},[142],{"categories":6920},[142],{"categories":6922},[94],{"categories":6924},[62],{"categories":6926},[145],{"categories":6928},[264],{"categories":6930},[145],{"categories":6932},[145],{"categories":6934},[145],{"categories":6936},[],{"categories":6938},[102],{"categories":6940},[],{"categories":6942},[264],{"categories":6944},[62],{"categories":6946},[62],{"categories":6948},[62],{"categories":6950},[107],{"categories":6952},[142,102],{"categories":6954},[145],{"categories":6956},[],{"categories":6958},[],{"categories":6960},[145],{"categories":6962},[],{"categories":6964},[145],{"categories":6966},[142],{"categories":6968},[107],{"categories":6970},[],{"categories":6972},[62],{"categories":6974},[94],{"categories":6976},[194],{"categories":6978},[],{"categories":6980},[94],{"categories":6982},[],{"categories":6984},[142],{"categories":6986},[97],{"categories":6988},[145],{"categories":6990},[],{"categories":6992},[62],{"categories":6994},[142],[6996,7258,7327,7475],{"id":6997,"title":6998,"ai":6999,"body":7005,"categories":7239,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":7240,"navigation":73,"path":7245,"published_at":7246,"question":63,"scraped_at":7247,"seo":7248,"sitemap":7249,"source_id":7250,"source_name":7251,"source_type":81,"source_url":7252,"stem":7253,"tags":7254,"thumbnail_url":63,"tldr":7255,"tweet":63,"unknown_tags":7256,"__hash__":7257},"summaries\u002Fsummaries\u002F565cd461d5e56e35-python-variables-sticky-notes-on-shared-objects-summary.md","Python Variables: Sticky Notes on Shared Objects",{"provider":7,"model":7000,"input_tokens":7001,"output_tokens":7002,"processing_time_ms":7003,"cost_usd":7004},"x-ai\u002Fgrok-4.1-fast",5293,1238,13529,0.0016551,{"type":14,"value":7006,"toc":7234},[7007,7011,7023,7026,7031,7073,7078,7112,7115,7119,7134,7139,7179,7186,7190,7197,7225,7230],[17,7008,7010],{"id":7009},"names-bind-to-objects-not-values","Names Bind to Objects, Not Values",[22,7012,7013,7014,7018,7019,7022],{},"Python lacks variables as fixed memory boxes like in C or Java. Instead, everything is an object in memory, and variables are labels (sticky notes) pointing to those objects. Assigning ",[7015,7016,7017],"code",{},"x = [1, 2, 3]"," creates a list object (e.g., at address 0x1234) and binds the name ",[7015,7020,7021],{},"x"," to it. Passing to a function creates a new local label bound to the same object—no copy occurs.",[22,7024,7025],{},"This 'call by sharing' means mutations to mutable objects (lists, dicts) affect all bound names, but rebinding a local name inside a function doesn't alter the caller's object.",[22,7027,7028],{},[39,7029,7030],{},"mutate example:",[7032,7033,7036],"pre",{"className":7034,"code":7035,"language":85,"meta":56,"style":56},"language-python shiki shiki-themes github-light github-dark","def mutate(lst):\n    lst.append(99)  # Mutates shared object\n\nx = [10, 20]\nmutate(x)\n# x now [10, 20, 99]—original object changed\n",[7015,7037,7038,7046,7051,7056,7061,7067],{"__ignoreMap":56},[7039,7040,7043],"span",{"class":7041,"line":7042},"line",1,[7039,7044,7045],{},"def mutate(lst):\n",[7039,7047,7048],{"class":7041,"line":57},[7039,7049,7050],{},"    lst.append(99)  # Mutates shared object\n",[7039,7052,7053],{"class":7041,"line":70},[7039,7054,7055],{"emptyLinePlaceholder":73},"\n",[7039,7057,7058],{"class":7041,"line":69},[7039,7059,7060],{},"x = [10, 20]\n",[7039,7062,7064],{"class":7041,"line":7063},5,[7039,7065,7066],{},"mutate(x)\n",[7039,7068,7070],{"class":7041,"line":7069},6,[7039,7071,7072],{},"# x now [10, 20, 99]—original object changed\n",[22,7074,7075],{},[39,7076,7077],{},"rebind example:",[7032,7079,7081],{"className":7034,"code":7080,"language":85,"meta":56,"style":56},"def rebind(lst):\n    lst = [1, 2, 3]  # Local label now points to new object\n\nx = [10, 20, 99]\nrebind(x)\n# x unchanged—original object untouched\n",[7015,7082,7083,7088,7093,7097,7102,7107],{"__ignoreMap":56},[7039,7084,7085],{"class":7041,"line":7042},[7039,7086,7087],{},"def rebind(lst):\n",[7039,7089,7090],{"class":7041,"line":57},[7039,7091,7092],{},"    lst = [1, 2, 3]  # Local label now points to new object\n",[7039,7094,7095],{"class":7041,"line":70},[7039,7096,7055],{"emptyLinePlaceholder":73},[7039,7098,7099],{"class":7041,"line":69},[7039,7100,7101],{},"x = [10, 20, 99]\n",[7039,7103,7104],{"class":7041,"line":7063},[7039,7105,7106],{},"rebind(x)\n",[7039,7108,7109],{"class":7041,"line":7069},[7039,7110,7111],{},"# x unchanged—original object untouched\n",[22,7113,7114],{},"Rebinding peels the local label off the shared object and attaches it to a new one, leaving external references intact.",[17,7116,7118],{"id":7117},"mutable-defaults-create-permanent-shared-state","Mutable Defaults Create Permanent Shared State",[22,7120,7121,7122,7125,7126,7129,7130,7133],{},"Functions are objects with defaults evaluated ",[39,7123,7124],{},"once at definition time",", stored in ",[7015,7127,7128],{},".__defaults__",". A mutable default like ",[7015,7131,7132],{},"items=[]"," creates one list object bound to the function forever—GC can't reclaim it while the function lives.",[22,7135,7136],{},[39,7137,7138],{},"Buggy example:",[7032,7140,7142],{"className":7034,"code":7141,"language":85,"meta":56,"style":56},"def add_item(item, items=[]):\n    items.append(item)\n    return items\n\nprint(add_item(1))      # [1]—mutates function's default\nprint(add_item(2, []))  # [2]—uses new list\nprint(add_item(\"a\"))   # [1, 'a']—reuses mutated default\n",[7015,7143,7144,7149,7154,7159,7163,7168,7173],{"__ignoreMap":56},[7039,7145,7146],{"class":7041,"line":7042},[7039,7147,7148],{},"def add_item(item, items=[]):\n",[7039,7150,7151],{"class":7041,"line":57},[7039,7152,7153],{},"    items.append(item)\n",[7039,7155,7156],{"class":7041,"line":70},[7039,7157,7158],{},"    return items\n",[7039,7160,7161],{"class":7041,"line":69},[7039,7162,7055],{"emptyLinePlaceholder":73},[7039,7164,7165],{"class":7041,"line":7063},[7039,7166,7167],{},"print(add_item(1))      # [1]—mutates function's default\n",[7039,7169,7170],{"class":7041,"line":7069},[7039,7171,7172],{},"print(add_item(2, []))  # [2]—uses new list\n",[7039,7174,7176],{"class":7041,"line":7175},7,[7039,7177,7178],{},"print(add_item(\"a\"))   # [1, 'a']—reuses mutated default\n",[22,7180,7181,7182,7185],{},"First call mutates the shared default list. Later calls without ",[7015,7183,7184],{},"items"," reuse it, accumulating data across invocations. In servers or workers, this leaks state between requests\u002Fjobs, manifesting as ghost bugs like User B seeing User A's data.",[17,7187,7189],{"id":7188},"defensive-fix-none-instantiation-prevents-shared-state","Defensive Fix: None + Instantiation Prevents Shared State",[22,7191,7192,7193,7196],{},"Replace mutable defaults with ",[7015,7194,7195],{},"None",", then create fresh objects inside the function at call time:",[7032,7198,7200],{"className":7034,"code":7199,"language":85,"meta":56,"style":56},"def add_item(item, items=None):\n    if items is None:\n        items = []  # New list per call\n    items.append(item)\n    return items\n",[7015,7201,7202,7207,7212,7217,7221],{"__ignoreMap":56},[7039,7203,7204],{"class":7041,"line":7042},[7039,7205,7206],{},"def add_item(item, items=None):\n",[7039,7208,7209],{"class":7041,"line":57},[7039,7210,7211],{},"    if items is None:\n",[7039,7213,7214],{"class":7041,"line":70},[7039,7215,7216],{},"        items = []  # New list per call\n",[7039,7218,7219],{"class":7041,"line":69},[7039,7220,7153],{},[7039,7222,7223],{"class":7041,"line":7063},[7039,7224,7158],{},[22,7226,7227,7229],{},[7015,7228,7195],{}," is immutable\u002Fsafe. Instantiation happens on the heap each run, ensuring no shared state. Enforce via linters like Flake8's B006 banning mutable defaults. This model resolves 90% of Python's 'weirdness' for production code.",[7231,7232,7233],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":56,"searchDepth":57,"depth":57,"links":7235},[7236,7237,7238],{"id":7009,"depth":57,"text":7010},{"id":7117,"depth":57,"text":7118},{"id":7188,"depth":57,"text":7189},[62],{"content_references":7241,"triage":7242},[],{"relevance":69,"novelty":70,"quality":69,"actionability":69,"composite":7243,"reasoning":7244},3.8,"Category: Software Engineering. The article provides a deep dive into Python's variable handling, addressing a common pain point for developers regarding mutable defaults and shared state. It offers practical solutions to avoid bugs, making it actionable for developers looking to improve their code quality.","\u002Fsummaries\u002F565cd461d5e56e35-python-variables-sticky-notes-on-shared-objects-summary","2026-05-05 09:11:46","2026-05-05 16:09:35",{"title":6998,"description":56},{"loc":7245},"565cd461d5e56e35","Data and Beyond","https:\u002F\u002Fmedium.com\u002Fdata-and-beyond\u002Fpythons-silent-production-killer-why-pass-by-reference-is-a-lie-b7f1f5ce7930?source=rss----b680b860beb1---4","summaries\u002F565cd461d5e56e35-python-variables-sticky-notes-on-shared-objects-summary",[85,86,87],"Forget 'pass-by-reference'—Python variables are labels binding to objects via 'call by sharing'. Mutable defaults like [] create shared state across calls, causing ghost bugs; fix by using None and instantiating inside functions.",[87],"fzEeWz1c9LJmn1gZgGIJuMZGoHMLOUzv4UIryNTNhfk",{"id":7259,"title":7260,"ai":7261,"body":7266,"categories":7309,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":7310,"navigation":73,"path":7314,"published_at":7315,"question":63,"scraped_at":7316,"seo":7317,"sitemap":7318,"source_id":7319,"source_name":80,"source_type":81,"source_url":7320,"stem":7321,"tags":7322,"thumbnail_url":63,"tldr":7324,"tweet":63,"unknown_tags":7325,"__hash__":7326},"summaries\u002Fsummaries\u002F804cc577d4ca0a9e-why-building-projects-outperforms-tutorial-based-l-summary.md","Why Building Projects Outperforms Tutorial-Based Learning",{"provider":7,"model":8,"input_tokens":7262,"output_tokens":7263,"processing_time_ms":7264,"cost_usd":7265},3939,380,2438,0.00155475,{"type":14,"value":7267,"toc":7305},[7268,7272,7275,7279,7282,7302],[17,7269,7271],{"id":7270},"the-trap-of-passive-learning","The Trap of Passive Learning",[22,7273,7274],{},"Many developers fall into the cycle of 'tutorial hell,' where they constantly consume courses, bookmark tutorials, and follow structured learning paths. While this provides a sense of productivity, it fails to build actual engineering capability. Courses are designed to teach isolated concepts in a controlled environment, whereas real-world software development is defined by ambiguity, edge cases, and problems that tutorials rarely address.",[17,7276,7278],{"id":7277},"engineering-through-struggle","Engineering Through Struggle",[22,7280,7281],{},"The author argues that true skill acquisition occurs only when a developer moves beyond theory and into the 'struggle' of building. By working on independent projects, developers are forced to:",[33,7283,7284,7290,7296],{},[36,7285,7286,7289],{},[39,7287,7288],{},"Debug unpredictable errors:"," Unlike course exercises, real projects don't come with pre-vetted solutions.",[36,7291,7292,7295],{},[39,7293,7294],{},"Integrate disparate systems:"," Learning how to connect APIs, databases, and frontend interfaces requires a deeper understanding of architecture than following a single-topic video series.",[36,7297,7298,7301],{},[39,7299,7300],{},"Manage complexity:"," Building from scratch teaches how to structure code, manage dependencies, and handle state—skills that are rarely emphasized in introductory tutorials.",[22,7303,7304],{},"Ultimately, the shift from student to engineer happens when you stop looking for the 'right' way to do something in a video and start building something that works, even if it is messy. The act of solving problems that no tutorial prepared you for is the most effective way to internalize programming concepts.",{"title":56,"searchDepth":57,"depth":57,"links":7306},[7307,7308],{"id":7270,"depth":57,"text":7271},{"id":7277,"depth":57,"text":7278},[62],{"content_references":7311,"triage":7312},[],{"relevance":69,"novelty":70,"quality":69,"actionability":70,"composite":71,"reasoning":7313},"Category: Developer Productivity. The article addresses a specific pain point for developers who feel stuck in tutorial hell and emphasizes the importance of building real projects to gain practical skills. It provides insights into the challenges faced when transitioning from theory to practice, which is relevant for the target audience.","\u002Fsummaries\u002F804cc577d4ca0a9e-why-building-projects-outperforms-tutorial-based-l-summary","2026-06-04 16:25:46","2026-06-06 16:11:40",{"title":7260,"description":56},{"loc":7314},"804cc577d4ca0a9e","https:\u002F\u002Fpython.plainenglish.io\u002F7-python-projects-that-taught-me-more-than-any-course-ever-did-ce424b907657?source=rss----78073def27b8---4","summaries\u002F804cc577d4ca0a9e-why-building-projects-outperforms-tutorial-based-l-summary",[85,86,87,7323],"developer-productivity","Passive consumption of courses creates a false sense of progress; true engineering competency is developed by building projects that force developers to solve unpredictable, real-world problems.",[87,7323],"EA9DPPtHw0gGKSnH1-gP1qSFzkNIQxjwpYDt08PMaP0",{"id":7328,"title":7329,"ai":7330,"body":7335,"categories":7452,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":7453,"navigation":73,"path":7462,"published_at":7463,"question":63,"scraped_at":7464,"seo":7465,"sitemap":7466,"source_id":7467,"source_name":80,"source_type":81,"source_url":7468,"stem":7469,"tags":7470,"thumbnail_url":63,"tldr":7472,"tweet":63,"unknown_tags":7473,"__hash__":7474},"summaries\u002Fsummaries\u002Fb6af0451acaab20c-python-t-strings-preserving-intent-over-flattened-summary.md","Python T-Strings: Preserving Intent Over Flattened Text",{"provider":7,"model":8,"input_tokens":7331,"output_tokens":7332,"processing_time_ms":7333,"cost_usd":7334},8782,690,3929,0.0032305,{"type":14,"value":7336,"toc":7446},[7337,7341,7348,7352,7366,7377,7381,7417,7421],[17,7338,7340],{"id":7339},"the-problem-with-early-flattening","The Problem with Early Flattening",[22,7342,7343,7344,7347],{},"F-strings are excellent for human-readable display but suffer from a fundamental limitation: they collapse structured information into a plain ",[7015,7345,7346],{},"str"," immediately upon evaluation. Once interpolated, the boundary between static text and dynamic data is lost. This makes it impossible for downstream processes to distinguish between trusted markup and untrusted runtime values, leading to common vulnerabilities like SQL injection or HTML\u002Fscript injection.",[17,7349,7351],{"id":7350},"how-t-strings-preserve-structure","How T-Strings Preserve Structure",[22,7353,7354,7355,7357,7358,7361,7362,7365],{},"Unlike f-strings, which return a ",[7015,7356,7346],{},", t-strings (using the ",[7015,7359,7360],{},"t"," prefix) return a ",[7015,7363,7364],{},"string.templatelib.Template"," object. This object preserves the literal text, the evaluated interpolation values, the original expression text, and any format specifications.",[22,7367,7368,7369,7372,7373,7376],{},"Crucially, t-strings are ",[39,7370,7371],{},"not lazy",". Expressions inside the braces are evaluated eagerly, just like f-strings. The innovation is not in deferred execution, but in ",[39,7374,7375],{},"delayed combination",". By keeping the pieces separate, developers can write custom renderers that apply domain-specific logic—such as context-aware HTML escaping or parameterizing SQL queries—before the final string is produced.",[17,7378,7380],{"id":7379},"practical-applications-for-library-design","Practical Applications for Library Design",[33,7382,7383,7389,7403],{},[36,7384,7385,7388],{},[39,7386,7387],{},"SQL Construction:"," Instead of concatenating values into a query string, a t-string renderer can extract values as parameters, allowing the database driver to handle them safely.",[36,7390,7391,7394,7395,7398,7399,7402],{},[39,7392,7393],{},"Structured Logging:"," Renderers can extract interpolation expressions as structured fields (e.g., ",[7015,7396,7397],{},"user_id",") while simultaneously generating a human-readable message, eliminating the need for redundant ",[7015,7400,7401],{},"extra"," dictionaries.",[36,7404,7405,7408,7409,7412,7413,7416],{},[39,7406,7407],{},"Domain-Specific Formatting:"," Because format specifications (like ",[7015,7410,7411],{},".2f",") are preserved as data, library authors can define custom formatters (e.g., ",[7015,7414,7415],{},":currency",") that go beyond standard Python numeric formatting.",[17,7418,7420],{"id":7419},"when-to-use-and-avoid-t-strings","When to Use (and Avoid) T-Strings",[33,7422,7423,7429,7435],{},[36,7424,7425,7428],{},[39,7426,7427],{},"Use for:"," Boundary-sensitive code where the target domain requires specific handling of data (HTML, SQL, shell commands, audit logs, LLM prompts).",[36,7430,7431,7434],{},[39,7432,7433],{},"Avoid for:"," Ordinary human-readable messages. If the goal is simply to produce a string, f-strings remain the superior, more readable choice.",[36,7436,7437,7440,7441,7445],{},[39,7438,7439],{},"Security Warning:"," T-strings are not a security panacea. They do not magically secure your code; they provide the ",[7442,7443,7444],"em",{},"structure"," necessary for a well-written renderer to enforce security policies. Furthermore, they are Python expressions, not sandboxed templates; they should never be used for untrusted user-authored templates.",{"title":56,"searchDepth":57,"depth":57,"links":7447},[7448,7449,7450,7451],{"id":7339,"depth":57,"text":7340},{"id":7350,"depth":57,"text":7351},{"id":7379,"depth":57,"text":7380},{"id":7419,"depth":57,"text":7420},[62],{"content_references":7454,"triage":7460},[7455],{"type":7456,"title":7457,"author":7458,"context":7459},"other","PEP 750","Python Steering Council","cited",{"relevance":69,"novelty":70,"quality":69,"actionability":70,"composite":71,"reasoning":7461},"Category: Software Engineering. The article discusses the introduction of T-strings in Python and their advantages over f-strings, addressing a specific audience pain point regarding safe string handling in software development. It provides practical applications for library design, which can help developers implement these concepts, though it lacks detailed step-by-step guidance.","\u002Fsummaries\u002Fb6af0451acaab20c-python-t-strings-preserving-intent-over-flattened-summary","2026-06-04 12:43:01","2026-06-06 16:11:43",{"title":7329,"description":56},{"loc":7462},"b6af0451acaab20c","https:\u002F\u002Fpython.plainenglish.io\u002Fpythons-new-template-strings-are-not-better-f-strings-5d466ee85b2c?source=rss----78073def27b8---4","summaries\u002Fb6af0451acaab20c-python-t-strings-preserving-intent-over-flattened-summary",[85,86,87,7471],"api-design","T-strings (introduced in PEP 750) are not replacements for f-strings; they are primitives for structured interpolation that delay string flattening, allowing libraries to handle values and syntax separately for improved safety and domain-specific rendering.",[87,7471],"5fe2Rf6kLOfjR-Hp8xhW4MBQFwwrPzw5dYM_N7YakKc",{"id":7476,"title":7477,"ai":7478,"body":7483,"categories":7548,"created_at":63,"date_modified":63,"description":56,"extension":64,"faq":63,"featured":65,"kicker_label":63,"meta":7549,"navigation":73,"path":7553,"published_at":7554,"question":63,"scraped_at":7555,"seo":7556,"sitemap":7557,"source_id":7558,"source_name":80,"source_type":81,"source_url":7559,"stem":7560,"tags":7561,"thumbnail_url":63,"tldr":7563,"tweet":63,"unknown_tags":7564,"__hash__":7565},"summaries\u002Fsummaries\u002F40b7f0408b61e60f-stop-swallowing-errors-why-silent-failures-are-wor-summary.md","Stop Swallowing Errors: Why Silent Failures Are Worse Than Crashes",{"provider":7,"model":8,"input_tokens":7479,"output_tokens":7480,"processing_time_ms":7481,"cost_usd":7482},4082,468,3291,0.0017225,{"type":14,"value":7484,"toc":7544},[7485,7489,7496,7500,7503,7506],[17,7486,7488],{"id":7487},"the-danger-of-silent-failure","The Danger of Silent Failure",[22,7490,7491,7492,7495],{},"Over-reliance on broad ",[7015,7493,7494],{},"try\u002Fexcept"," blocks creates a false sense of security. While these blocks prevent application crashes, they often do so at the expense of data integrity. When a system is instructed to catch all exceptions and continue, it effectively ignores edge cases or malformed data that should have triggered an alert. This leads to 'silent failures'—where pipelines appear healthy but are actually dropping records or corrupting state, making debugging significantly more difficult and time-consuming.",[17,7497,7499],{"id":7498},"shift-from-crash-prevention-to-truth-preservation","Shift from Crash Prevention to Truth Preservation",[22,7501,7502],{},"Effective error handling is not about keeping the process alive at all costs; it is about maintaining the 'truth' of the system. If an operation fails, the system should either handle the specific error explicitly or fail loudly.",[22,7504,7505],{},"Instead of wrapping large chunks of logic in generic try\u002Fexcept blocks, adopt these practices:",[33,7507,7508,7526,7532,7538],{},[36,7509,7510,7513,7514,7517,7518,7521,7522,7525],{},[39,7511,7512],{},"Be Specific:"," Only catch the specific exceptions you expect (e.g., ",[7015,7515,7516],{},"ValueError",", ",[7015,7519,7520],{},"ConnectionError","). Catching the base ",[7015,7523,7524],{},"Exception"," class is almost always an anti-pattern.",[36,7527,7528,7531],{},[39,7529,7530],{},"Fail Loudly:"," If a failure indicates an invalid state or a data integrity issue, allow the program to crash or raise an error. A visible crash is easier to debug than a silent data loss.",[36,7533,7534,7537],{},[39,7535,7536],{},"Log with Context:"," When you do catch an error, ensure the logs contain enough metadata to reconstruct the failure. Swallowing an error without logging the input payload or the specific context makes it impossible to diagnose intermittent issues.",[36,7539,7540,7543],{},[39,7541,7542],{},"Validate Early:"," Move validation logic to the boundaries of your system. Catching errors during ingestion is better than allowing bad data to propagate deep into your business logic where it becomes harder to trace.",{"title":56,"searchDepth":57,"depth":57,"links":7545},[7546,7547],{"id":7487,"depth":57,"text":7488},{"id":7498,"depth":57,"text":7499},[62],{"content_references":7550,"triage":7551},[],{"relevance":69,"novelty":70,"quality":69,"actionability":69,"composite":7243,"reasoning":7552},"Category: Software Engineering. The article addresses a specific pain point regarding error handling in software development, which is crucial for maintaining data integrity and debugging. It provides actionable practices for error handling, such as being specific with exceptions and logging context, which can directly improve the audience's coding practices.","\u002Fsummaries\u002F40b7f0408b61e60f-stop-swallowing-errors-why-silent-failures-are-wor-summary","2026-05-20 11:23:06","2026-05-20 15:00:29",{"title":7477,"description":56},{"loc":7553},"40b7f0408b61e60f","https:\u002F\u002Fpython.plainenglish.io\u002Fwhy-i-stopped-using-try-except-everywhere-and-what-i-do-instead-5dcc7715cb51?source=rss----78073def27b8---4","summaries\u002F40b7f0408b61e60f-stop-swallowing-errors-why-silent-failures-are-wor-summary",[85,86,87,7562],"best-practices","Broad try\u002Fexcept blocks often mask critical data integrity issues by swallowing exceptions. Instead of suppressing errors to prevent crashes, use explicit error handling to preserve system truth and ensure failures are visible and actionable.",[87,7562],"3TslHc0MOjrN3IP2vuEcuyyZGNaVzG6ILCz0kKDk6IU"]