[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-904812806c5bcc01-replace-cron-with-temporal-for-reliable-data-jobs-summary":3,"summaries-facets-categories":210,"summary-related-904812806c5bcc01-replace-cron-with-temporal-for-reliable-data-jobs-summary":7114},{"id":4,"title":5,"ai":6,"body":13,"categories":161,"created_at":163,"date_modified":163,"description":155,"extension":164,"faq":163,"featured":165,"kicker_label":163,"meta":166,"navigation":191,"path":192,"published_at":193,"question":163,"scraped_at":194,"seo":195,"sitemap":196,"source_id":197,"source_name":198,"source_type":199,"source_url":200,"stem":201,"tags":202,"thumbnail_url":163,"tldr":207,"tweet":163,"unknown_tags":208,"__hash__":209},"summaries\u002Fsummaries\u002F904812806c5bcc01-replace-cron-with-temporal-for-reliable-data-jobs-summary.md","Replace Cron with Temporal for Reliable Data Jobs",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8363,2075,37734,0.0022031,{"type":14,"value":15,"toc":154},"minimark",[16,21,38,46,50,89,100,104,144,151],[17,18,20],"h2",{"id":19},"crons-silent-failures-demand-better-orchestration","Cron's Silent Failures Demand Better Orchestration",[22,23,24,25,29,30,33,34,37],"p",{},"Cron provides one bit of feedback—exit zero or non-zero—leaving retries, overlaps, and data integrity to manual hacks. In a 15-line MLB stats fetch script run nightly at 2am, three failures emerge: (1) ",[26,27,28],"code",{},"requests.raise_for_status()"," exits on 429 rate limits or timeouts without retry, causing stale data (e.g., 9 missed runs led to dropping a hot player); (2) fixed ",[26,31,32],{},"latest.json"," output creates races if runs overlap (slow fetch > schedule interval); (3) non-atomic ",[26,35,36],{},"write_text()"," corrupts files on mid-write crashes (OOM, signals). Patching with loops bloats code, loses state on crashes, and forces log spelunking for history. Outcome: unreliable data for decisions, no audit trail for \"what ran at 3am Tuesday?\"",[22,39,40,41,45],{},"Temporal eliminates this by separating orchestration (Workflows: deterministic, own ",[42,43,44],"em",{},"when",") from side effects (Activities: fetch\u002Fparse\u002Fwrite). State persists in Temporal's history, not process memory, ensuring completion despite reboots.",[17,47,49],{"id":48},"workflows-activities-deliver-crash-proof-reliability","Workflows + Activities Deliver Crash-Proof Reliability",[22,51,52,53,56,57,60,61,64,65,68,69,72,73,76,77,80,81,84,85,88],{},"Define a ",[26,54,55],{},"StatsCollectionWorkflow"," that calls ",[26,58,59],{},"collect_stats"," activity with ",[26,62,63],{},"start_to_close_timeout=timedelta(minutes=10)"," and ",[26,66,67],{},"RetryPolicy(initial_interval=timedelta(seconds=3), backoff_coefficient=2.0, maximum_interval=timedelta(minutes=2), maximum_attempts=8)",". Retries survive worker crashes—e.g., die on attempt 3, resume at 4. Activity fetches MLB page (proxies optional via env vars for 429s\u002Fgeo-blocks), extracts ",[26,70,71],{},"statsDatatable"," JSON via string search (",[26,74,75],{},"needle='stats: {\"statsDatatable\"'","), sanitizes HTML tags, picks current season row, and writes atomically: tmp file + ",[26,78,79],{},"replace()"," prevents partial JSON. Filename uses ",[26,82,83],{},"workflow_id__run_id.json"," (e.g., ",[26,86,87],{},"stats-manual-abc123__run456.json","), enabling diffs across runs and eliminating races.",[22,90,91,92,95,96,99],{},"Sync activities (not async) suit blocking I\u002FO like ",[26,93,94],{},"requests.get(timeout=60)","; they run in thread pools without blocking event loops. Workers scale horizontally, polling ",[26,97,98],{},"task_queue"," without touching scheduling.",[17,101,103],{"id":102},"schedules-and-ui-provide-production-grade-control","Schedules and UI Provide Production-Grade Control",[22,105,106,109,110,113,114,117,118,121,122,125,126,129,130,133,134,113,137,113,140,143],{},[26,107,108],{},"Schedule"," with ",[26,111,112],{},"cron_expressions=[cron]",", ",[26,115,116],{},"ScheduleOverlapPolicy.SKIP"," prevents overlaps—if a 12min run bleeds into a 15min schedule, next tick skips until free. Idempotent create\u002Fupdate: ",[26,119,120],{},"describe()",", catch ",[26,123,124],{},"NOT_FOUND",", then ",[26,127,128],{},"create_schedule"," or ",[26,131,132],{},"update",". Local dev: ",[26,135,136],{},"temporal server start-dev",[26,138,139],{},"uv run temporal-cron-worker",[26,141,142],{},"uv run temporal-cron-schedule"," (default 15min cron).",[22,145,146,147,150],{},"UI at ",[26,148,149],{},"localhost:8233"," shows timelines: inputs\u002Foutputs per attempt, retry details (e.g., 429 on #2, success #3), full event history (schedule, activity start\u002Fcomplete, results). Replaces stdout guessing with searchable audits—debug failures without logs.",[22,152,153],{},"Production: Use Temporal Cloud\u002Fself-host, add secrets\u002Flogging\u002Fmetrics. Pairs with proxies (Bright Data) for flaky networks; Temporal owns retries\u002Ftimeouts, proxy hardens paths. Pattern scales to work ingest jobs: same Workflow\u002FActivity for more surface area.",{"title":155,"searchDepth":156,"depth":156,"links":157},"",2,[158,159,160],{"id":19,"depth":156,"text":20},{"id":48,"depth":156,"text":49},{"id":102,"depth":156,"text":103},[162],"DevOps & Cloud",null,"md",false,{"content_references":167,"triage":186},[168,173,177,180,183],{"type":169,"title":170,"url":171,"context":172},"tool","Temporal Python SDK","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Fpython\u002F","recommended",{"type":169,"title":174,"url":175,"context":176},"Temporal TypeScript SDK","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Ftypescript\u002F","mentioned",{"type":169,"title":178,"url":179,"context":176},"Temporal Web UI","https:\u002F\u002Fdocs.temporal.io\u002Fweb-ui",{"type":169,"title":181,"url":182,"context":176},"Bright Data Proxy","https:\u002F\u002Fget.brightdata.com\u002Fbd-what-is-a-residential-proxy",{"type":169,"title":184,"url":185,"context":176},"uv","https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002F",{"relevance":187,"novelty":188,"quality":188,"actionability":187,"composite":189,"reasoning":190},5,4,4.55,"Category: AI Automation. The article provides a detailed comparison of using Cron versus Temporal for managing data jobs, addressing specific pain points like reliability and observability, which are crucial for product builders. It offers actionable insights on implementing Temporal workflows with concrete examples, making it highly relevant and practical for the target audience.",true,"\u002Fsummaries\u002F904812806c5bcc01-replace-cron-with-temporal-for-reliable-data-jobs-summary","2026-05-05 16:00:05","2026-05-05 16:09:19",{"title":5,"description":155},{"loc":192},"904812806c5bcc01","Python in Plain English","article","https:\u002F\u002Fpython.plainenglish.io\u002Fhow-failing-at-fantasy-baseball-made-me-fix-my-cron-jobs-with-temporal-f6c20970e293?source=rss----78073def27b8---4","summaries\u002F904812806c5bcc01-replace-cron-with-temporal-for-reliable-data-jobs-summary",[203,204,205,206],"python","devops","automation","dev-productivity","Cron fails on retries, overlaps, and writes due to zero observability. Temporal workflows add retries (3s initial, 2x backoff, 8 max attempts), atomic writes, unique output files per run ID, SKIP overlap policy, and full execution history via UI—surviving crashes with state in Temporal.",[206],"I67_9L7cqRQE4VSguZn8s7Hk9G3Y7hQUM2bx6hblcAo",[211,214,217,219,222,224,227,230,232,234,236,238,241,243,245,247,249,252,254,256,258,260,263,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,315,317,319,321,323,325,327,329,331,333,335,337,339,341,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,478,480,482,484,486,488,490,492,494,496,498,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,534,536,538,540,542,544,546,548,550,552,554,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,616,618,620,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,662,664,666,668,670,672,674,676,678,680,682,684,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,974,976,978,980,982,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112],{"categories":212},[213],"AI & LLMs",{"categories":215},[216],"Developer Productivity",{"categories":218},[213],{"categories":220},[221],"Business & SaaS",{"categories":223},[213],{"categories":225},[226],"AI Automation",{"categories":228},[229],"Product Strategy",{"categories":231},[226],{"categories":233},[213],{"categories":235},[216],{"categories":237},[226],{"categories":239},[240],"Software Engineering",{"categories":242},[213],{"categories":244},[221],{"categories":246},[],{"categories":248},[213],{"categories":250},[251],"Inference & Serving",{"categories":253},[213],{"categories":255},[213],{"categories":257},[226],{"categories":259},[],{"categories":261},[262],"AI News & Trends",{"categories":264},[265],"Data Science & Visualization",{"categories":267},[226],{"categories":269},[213],{"categories":271},[213],{"categories":273},[221],{"categories":275},[216],{"categories":277},[213],{"categories":279},[226],{"categories":281},[262],{"categories":283},[213],{"categories":285},[226],{"categories":287},[226],{"categories":289},[213],{"categories":291},[213],{"categories":293},[226],{"categories":295},[213],{"categories":297},[213],{"categories":299},[213],{"categories":301},[226],{"categories":303},[262],{"categories":305},[213],{"categories":307},[213],{"categories":309},[213],{"categories":311},[],{"categories":313},[314],"Design & Frontend",{"categories":316},[265],{"categories":318},[262],{"categories":320},[213],{"categories":322},[213],{"categories":324},[213],{"categories":326},[],{"categories":328},[213],{"categories":330},[213],{"categories":332},[226],{"categories":334},[240],{"categories":336},[213],{"categories":338},[226],{"categories":340},[213],{"categories":342},[343],"Marketing & Growth",{"categories":345},[314],{"categories":347},[213],{"categories":349},[226],{"categories":351},[213],{"categories":353},[213],{"categories":355},[240],{"categories":357},[213],{"categories":359},[],{"categories":361},[],{"categories":363},[314],{"categories":365},[213],{"categories":367},[226],{"categories":369},[216],{"categories":371},[240],{"categories":373},[226],{"categories":375},[314],{"categories":377},[229],{"categories":379},[213],{"categories":381},[240],{"categories":383},[162],{"categories":385},[226],{"categories":387},[229],{"categories":389},[262],{"categories":391},[213],{"categories":393},[],{"categories":395},[213],{"categories":397},[213],{"categories":399},[],{"categories":401},[226],{"categories":403},[240],{"categories":405},[],{"categories":407},[240],{"categories":409},[213],{"categories":411},[412],"Governance & Standards",{"categories":414},[221],{"categories":416},[],{"categories":418},[],{"categories":420},[213],{"categories":422},[213],{"categories":424},[226],{"categories":426},[213],{"categories":428},[213],{"categories":430},[226],{"categories":432},[213],{"categories":434},[213],{"categories":436},[213],{"categories":438},[],{"categories":440},[240],{"categories":442},[],{"categories":444},[],{"categories":446},[213],{"categories":448},[240],{"categories":450},[],{"categories":452},[240],{"categories":454},[213],{"categories":456},[213],{"categories":458},[343],{"categories":460},[213],{"categories":462},[213],{"categories":464},[213],{"categories":466},[314],{"categories":468},[314],{"categories":470},[213],{"categories":472},[240],{"categories":474},[226],{"categories":476},[477],"GovTech & Public-Sector Adoption",{"categories":479},[240],{"categories":481},[213],{"categories":483},[213],{"categories":485},[213],{"categories":487},[226],{"categories":489},[226],{"categories":491},[265],{"categories":493},[213],{"categories":495},[262],{"categories":497},[226],{"categories":499},[500],"Legal AI Tools",{"categories":502},[213],{"categories":504},[226],{"categories":506},[213],{"categories":508},[343],{"categories":510},[226],{"categories":512},[229],{"categories":514},[213],{"categories":516},[240],{"categories":518},[477],{"categories":520},[],{"categories":522},[226],{"categories":524},[],{"categories":526},[221],{"categories":528},[226],{"categories":530},[226],{"categories":532},[533],"RAG & Retrieval",{"categories":535},[221],{"categories":537},[213],{"categories":539},[240],{"categories":541},[240],{"categories":543},[162],{"categories":545},[314],{"categories":547},[226],{"categories":549},[213],{"categories":551},[213],{"categories":553},[],{"categories":555},[556],"Agents & Orchestration",{"categories":558},[240],{"categories":560},[213],{"categories":562},[],{"categories":564},[226],{"categories":566},[221],{"categories":568},[],{"categories":570},[213],{"categories":572},[],{"categories":574},[213],{"categories":576},[216],{"categories":578},[240],{"categories":580},[221],{"categories":582},[213],{"categories":584},[226],{"categories":586},[213],{"categories":588},[262],{"categories":590},[213],{"categories":592},[],{"categories":594},[213],{"categories":596},[],{"categories":598},[213],{"categories":600},[240],{"categories":602},[213],{"categories":604},[226],{"categories":606},[265],{"categories":608},[],{"categories":610},[213],{"categories":612},[314],{"categories":614},[615],"Models & Frontier Labs",{"categories":617},[],{"categories":619},[314],{"categories":621},[622],"Regulation & Governance of AI",{"categories":624},[229],{"categories":626},[226],{"categories":628},[],{"categories":630},[213],{"categories":632},[213],{"categories":634},[226],{"categories":636},[226],{"categories":638},[262],{"categories":640},[213],{"categories":642},[221],{"categories":644},[213],{"categories":646},[226],{"categories":648},[],{"categories":650},[240],{"categories":652},[226],{"categories":654},[213],{"categories":656},[229],{"categories":658},[213],{"categories":660},[661],"AI Policy & Regulation",{"categories":663},[],{"categories":665},[213],{"categories":667},[226],{"categories":669},[229],{"categories":671},[226],{"categories":673},[213],{"categories":675},[213],{"categories":677},[213],{"categories":679},[226],{"categories":681},[],{"categories":683},[265],{"categories":685},[686],"Evals & Reliability",{"categories":688},[213],{"categories":690},[213],{"categories":692},[],{"categories":694},[216],{"categories":696},[477],{"categories":698},[661],{"categories":700},[213],{"categories":702},[221],{"categories":704},[213],{"categories":706},[226],{"categories":708},[213],{"categories":710},[226],{"categories":712},[556],{"categories":714},[213],{"categories":716},[240],{"categories":718},[213],{"categories":720},[],{"categories":722},[314],{"categories":724},[],{"categories":726},[213],{"categories":728},[477],{"categories":730},[213],{"categories":732},[213],{"categories":734},[213],{"categories":736},[],{"categories":738},[213],{"categories":740},[314],{"categories":742},[240],{"categories":744},[],{"categories":746},[213],{"categories":748},[],{"categories":750},[226],{"categories":752},[213],{"categories":754},[314],{"categories":756},[],{"categories":758},[213],{"categories":760},[213],{"categories":762},[265],{"categories":764},[226],{"categories":766},[213],{"categories":768},[221],{"categories":770},[226],{"categories":772},[213],{"categories":774},[213],{"categories":776},[240],{"categories":778},[314],{"categories":780},[213],{"categories":782},[226],{"categories":784},[],{"categories":786},[240],{"categories":788},[226],{"categories":790},[265],{"categories":792},[],{"categories":794},[213],{"categories":796},[262],{"categories":798},[213],{"categories":800},[],{"categories":802},[213],{"categories":804},[213],{"categories":806},[213],{"categories":808},[221,343],{"categories":810},[],{"categories":812},[240],{"categories":814},[213],{"categories":816},[213],{"categories":818},[226],{"categories":820},[213],{"categories":822},[],{"categories":824},[],{"categories":826},[213],{"categories":828},[314],{"categories":830},[213],{"categories":832},[],{"categories":834},[213],{"categories":836},[162],{"categories":838},[],{"categories":840},[226],{"categories":842},[262],{"categories":844},[213],{"categories":846},[213],{"categories":848},[314],{"categories":850},[],{"categories":852},[262],{"categories":854},[213],{"categories":856},[251],{"categories":858},[213],{"categories":860},[213],{"categories":862},[226],{"categories":864},[262],{"categories":866},[615],{"categories":868},[213],{"categories":870},[343],{"categories":872},[],{"categories":874},[226],{"categories":876},[221],{"categories":878},[240],{"categories":880},[213],{"categories":882},[226],{"categories":884},[],{"categories":886},[213,162],{"categories":888},[213],{"categories":890},[213],{"categories":892},[213],{"categories":894},[226],{"categories":896},[213,240],{"categories":898},[265],{"categories":900},[213],{"categories":902},[213],{"categories":904},[213],{"categories":906},[240],{"categories":908},[213],{"categories":910},[226],{"categories":912},[226],{"categories":914},[661],{"categories":916},[343],{"categories":918},[213],{"categories":920},[226],{"categories":922},[213],{"categories":924},[213],{"categories":926},[226],{"categories":928},[],{"categories":930},[226],{"categories":932},[213],{"categories":934},[213],{"categories":936},[226],{"categories":938},[213],{"categories":940},[213,221],{"categories":942},[213],{"categories":944},[221],{"categories":946},[],{"categories":948},[314],{"categories":950},[314],{"categories":952},[213],{"categories":954},[],{"categories":956},[],{"categories":958},[213],{"categories":960},[262],{"categories":962},[],{"categories":964},[216],{"categories":966},[213],{"categories":968},[240],{"categories":970},[213],{"categories":972},[973],"Generative UI & Design-to-Code",{"categories":975},[213],{"categories":977},[213],{"categories":979},[314],{"categories":981},[213],{"categories":983},[984],"Algorithmic Accountability",{"categories":986},[226],{"categories":988},[240],{"categories":990},[262],{"categories":992},[314],{"categories":994},[213],{"categories":996},[],{"categories":998},[229],{"categories":1000},[213],{"categories":1002},[213],{"categories":1004},[213],{"categories":1006},[213],{"categories":1008},[226],{"categories":1010},[1011],"MLOps & Infrastructure",{"categories":1013},[213],{"categories":1015},[213],{"categories":1017},[213],{"categories":1019},[213],{"categories":1021},[213],{"categories":1023},[240],{"categories":1025},[262],{"categories":1027},[213],{"categories":1029},[229],{"categories":1031},[216],{"categories":1033},[213],{"categories":1035},[226],{"categories":1037},[162],{"categories":1039},[213],{"categories":1041},[221],{"categories":1043},[213],{"categories":1045},[314],{"categories":1047},[213],{"categories":1049},[213],{"categories":1051},[226],{"categories":1053},[],{"categories":1055},[],{"categories":1057},[213],{"categories":1059},[251],{"categories":1061},[314],{"categories":1063},[262],{"categories":1065},[265],{"categories":1067},[],{"categories":1069},[213],{"categories":1071},[213],{"categories":1073},[221],{"categories":1075},[226],{"categories":1077},[213],{"categories":1079},[213],{"categories":1081},[213],{"categories":1083},[213],{"categories":1085},[262],{"categories":1087},[251],{"categories":1089},[213],{"categories":1091},[314],{"categories":1093},[213],{"categories":1095},[],{"categories":1097},[226],{"categories":1099},[240],{"categories":1101},[],{"categories":1103},[213],{"categories":1105},[213],{"categories":1107},[226],{"categories":1109},[240],{"categories":1111},[213],{"categories":1113},[265],{"categories":1115},[314],{"categories":1117},[],{"categories":1119},[213],{"categories":1121},[],{"categories":1123},[213],{"categories":1125},[],{"categories":1127},[213],{"categories":1129},[213],{"categories":1131},[229],{"categories":1133},[221],{"categories":1135},[226],{"categories":1137},[226],{"categories":1139},[],{"categories":1141},[213],{"categories":1143},[216],{"categories":1145},[213],{"categories":1147},[213],{"categories":1149},[221],{"categories":1151},[262],{"categories":1153},[216],{"categories":1155},[],{"categories":1157},[213],{"categories":1159},[],{"categories":1161},[213],{"categories":1163},[],{"categories":1165},[262],{"categories":1167},[262],{"categories":1169},[],{"categories":1171},[556],{"categories":1173},[213],{"categories":1175},[314],{"categories":1177},[240],{"categories":1179},[],{"categories":1181},[500],{"categories":1183},[226],{"categories":1185},[221],{"categories":1187},[],{"categories":1189},[],{"categories":1191},[216],{"categories":1193},[265],{"categories":1195},[],{"categories":1197},[343],{"categories":1199},[226],{"categories":1201},[221],{"categories":1203},[226],{"categories":1205},[213],{"categories":1207},[221],{"categories":1209},[213],{"categories":1211},[240],{"categories":1213},[],{"categories":1215},[251],{"categories":1217},[229],{"categories":1219},[213],{"categories":1221},[314],{"categories":1223},[240],{"categories":1225},[221],{"categories":1227},[213],{"categories":1229},[240],{"categories":1231},[213],{"categories":1233},[226],{"categories":1235},[221],{"categories":1237},[213],{"categories":1239},[213],{"categories":1241},[213],{"categories":1243},[213],{"categories":1245},[213],{"categories":1247},[],{"categories":1249},[],{"categories":1251},[240],{"categories":1253},[265],{"categories":1255},[229],{"categories":1257},[213],{"categories":1259},[226],{"categories":1261},[240],{"categories":1263},[240],{"categories":1265},[213],{"categories":1267},[],{"categories":1269},[262],{"categories":1271},[229],{"categories":1273},[229],{"categories":1275},[240],{"categories":1277},[213],{"categories":1279},[686],{"categories":1281},[162],{"categories":1283},[],{"categories":1285},[226],{"categories":1287},[213],{"categories":1289},[],{"categories":1291},[216],{"categories":1293},[],{"categories":1295},[213],{"categories":1297},[213],{"categories":1299},[213],{"categories":1301},[314],{"categories":1303},[343],{"categories":1305},[213],{"categories":1307},[240],{"categories":1309},[213],{"categories":1311},[226],{"categories":1313},[],{"categories":1315},[240],{"categories":1317},[213],{"categories":1319},[216],{"categories":1321},[],{"categories":1323},[221],{"categories":1325},[213],{"categories":1327},[213],{"categories":1329},[262],{"categories":1331},[213,162],{"categories":1333},[213],{"categories":1335},[1336],"Design Systems for AI",{"categories":1338},[213],{"categories":1340},[213],{"categories":1342},[262],{"categories":1344},[213],{"categories":1346},[213],{"categories":1348},[213],{"categories":1350},[221],{"categories":1352},[213],{"categories":1354},[213],{"categories":1356},[213],{"categories":1358},[],{"categories":1360},[213],{"categories":1362},[213],{"categories":1364},[221],{"categories":1366},[213],{"categories":1368},[],{"categories":1370},[226],{"categories":1372},[226],{"categories":1374},[240],{"categories":1376},[262],{"categories":1378},[240],{"categories":1380},[213],{"categories":1382},[314],{"categories":1384},[262],{"categories":1386},[265],{"categories":1388},[213],{"categories":1390},[213],{"categories":1392},[226],{"categories":1394},[216],{"categories":1396},[661],{"categories":1398},[213],{"categories":1400},[226],{"categories":1402},[213],{"categories":1404},[240],{"categories":1406},[240],{"categories":1408},[],{"categories":1410},[],{"categories":1412},[213],{"categories":1414},[226],{"categories":1416},[229],{"categories":1418},[],{"categories":1420},[221],{"categories":1422},[213],{"categories":1424},[],{"categories":1426},[314],{"categories":1428},[240],{"categories":1430},[226],{"categories":1432},[240],{"categories":1434},[314],{"categories":1436},[213],{"categories":1438},[213],{"categories":1440},[314],{"categories":1442},[],{"categories":1444},[],{"categories":1446},[262],{"categories":1448},[226],{"categories":1450},[226],{"categories":1452},[213],{"categories":1454},[213],{"categories":1456},[213],{"categories":1458},[213],{"categories":1460},[221],{"categories":1462},[213],{"categories":1464},[213],{"categories":1466},[],{"categories":1468},[240],{"categories":1470},[240],{"categories":1472},[213],{"categories":1474},[240],{"categories":1476},[221],{"categories":1478},[],{"categories":1480},[213],{"categories":1482},[213],{"categories":1484},[213],{"categories":1486},[213],{"categories":1488},[213],{"categories":1490},[226],{"categories":1492},[216],{"categories":1494},[221],{"categories":1496},[213],{"categories":1498},[226],{"categories":1500},[262],{"categories":1502},[226],{"categories":1504},[251],{"categories":1506},[343],{"categories":1508},[213],{"categories":1510},[226],{"categories":1512},[213],{"categories":1514},[213],{"categories":1516},[213],{"categories":1518},[],{"categories":1520},[314],{"categories":1522},[],{"categories":1524},[213],{"categories":1526},[213],{"categories":1528},[],{"categories":1530},[213],{"categories":1532},[240],{"categories":1534},[221],{"categories":1536},[1537],"Visual & Generative Media",{"categories":1539},[226],{"categories":1541},[],{"categories":1543},[213],{"categories":1545},[213],{"categories":1547},[240],{"categories":1549},[162],{"categories":1551},[213],{"categories":1553},[265],{"categories":1555},[661],{"categories":1557},[240],{"categories":1559},[343],{"categories":1561},[213],{"categories":1563},[314],{"categories":1565},[213],{"categories":1567},[213],{"categories":1569},[240],{"categories":1571},[226],{"categories":1573},[213],{"categories":1575},[],{"categories":1577},[],{"categories":1579},[226],{"categories":1581},[240],{"categories":1583},[216],{"categories":1585},[226],{"categories":1587},[615],{"categories":1589},[213],{"categories":1591},[229],{"categories":1593},[213],{"categories":1595},[221],{"categories":1597},[],{"categories":1599},[213],{"categories":1601},[229],{"categories":1603},[213],{"categories":1605},[213],{"categories":1607},[213],{"categories":1609},[229],{"categories":1611},[213],{"categories":1613},[213],{"categories":1615},[343],{"categories":1617},[213],{"categories":1619},[556],{"categories":1621},[213],{"categories":1623},[226],{"categories":1625},[213],{"categories":1627},[213],{"categories":1629},[213],{"categories":1631},[213],{"categories":1633},[314],{"categories":1635},[226],{"categories":1637},[],{"categories":1639},[226],{"categories":1641},[],{"categories":1643},[162],{"categories":1645},[240],{"categories":1647},[],{"categories":1649},[615],{"categories":1651},[213],{"categories":1653},[226],{"categories":1655},[226],{"categories":1657},[213],{"categories":1659},[314,213],{"categories":1661},[216],{"categories":1663},[213],{"categories":1665},[314],{"categories":1667},[],{"categories":1669},[213],{"categories":1671},[216],{"categories":1673},[213],{"categories":1675},[1676],"Medical Imaging & Radiology",{"categories":1678},[213],{"categories":1680},[213],{"categories":1682},[213],{"categories":1684},[314],{"categories":1686},[226],{"categories":1688},[240],{"categories":1690},[],{"categories":1692},[213],{"categories":1694},[213],{"categories":1696},[213],{"categories":1698},[],{"categories":1700},[],{"categories":1702},[213],{"categories":1704},[213],{"categories":1706},[556],{"categories":1708},[213],{"categories":1710},[216],{"categories":1712},[213],{"categories":1714},[213],{"categories":1716},[],{"categories":1718},[226],{"categories":1720},[213],{"categories":1722},[229],{"categories":1724},[240],{"categories":1726},[213],{"categories":1728},[226],{"categories":1730},[556],{"categories":1732},[213],{"categories":1734},[226],{"categories":1736},[213],{"categories":1738},[213],{"categories":1740},[213],{"categories":1742},[314],{"categories":1744},[226],{"categories":1746},[162],{"categories":1748},[314],{"categories":1750},[221],{"categories":1752},[226],{"categories":1754},[262],{"categories":1756},[213],{"categories":1758},[213],{"categories":1760},[229],{"categories":1762},[213],{"categories":1764},[213],{"categories":1766},[213],{"categories":1768},[213],{"categories":1770},[226],{"categories":1772},[213],{"categories":1774},[240],{"categories":1776},[240],{"categories":1778},[213],{"categories":1780},[229],{"categories":1782},[],{"categories":1784},[262],{"categories":1786},[],{"categories":1788},[229],{"categories":1790},[226],{"categories":1792},[213],{"categories":1794},[226],{"categories":1796},[1336],{"categories":1798},[1336],{"categories":1800},[314],{"categories":1802},[213],{"categories":1804},[213],{"categories":1806},[213],{"categories":1808},[226],{"categories":1810},[240],{"categories":1812},[314],{"categories":1814},[226],{"categories":1816},[262],{"categories":1818},[],{"categories":1820},[213],{"categories":1822},[],{"categories":1824},[213],{"categories":1826},[213],{"categories":1828},[213],{"categories":1830},[213],{"categories":1832},[226],{"categories":1834},[1835],"Contract Review & E-Discovery",{"categories":1837},[213],{"categories":1839},[314],{"categories":1841},[213],{"categories":1843},[216],{"categories":1845},[213],{"categories":1847},[262],{"categories":1849},[213],{"categories":1851},[213],{"categories":1853},[343],{"categories":1855},[240],{"categories":1857},[213],{"categories":1859},[213],{"categories":1861},[226],{"categories":1863},[226],{"categories":1865},[984],{"categories":1867},[213],{"categories":1869},[213],{"categories":1871},[226],{"categories":1873},[226],{"categories":1875},[213],{"categories":1877},[213],{"categories":1879},[213],{"categories":1881},[226],{"categories":1883},[213],{"categories":1885},[213],{"categories":1887},[556],{"categories":1889},[533],{"categories":1891},[213],{"categories":1893},[226],{"categories":1895},[213],{"categories":1897},[1898],"Law-Firm Practice & Adoption",{"categories":1900},[213],{"categories":1902},[226],{"categories":1904},[314],{"categories":1906},[213],{"categories":1908},[213],{"categories":1910},[213],{"categories":1912},[],{"categories":1914},[],{"categories":1916},[240],{"categories":1918},[213],{"categories":1920},[],{"categories":1922},[226],{"categories":1924},[216],{"categories":1926},[162],{"categories":1928},[213],{"categories":1930},[],{"categories":1932},[216],{"categories":1934},[221],{"categories":1936},[213],{"categories":1938},[343],{"categories":1940},[],{"categories":1942},[221],{"categories":1944},[226],{"categories":1946},[221],{"categories":1948},[],{"categories":1950},[213],{"categories":1952},[229],{"categories":1954},[213],{"categories":1956},[240],{"categories":1958},[],{"categories":1960},[],{"categories":1962},[],{"categories":1964},[],{"categories":1966},[213],{"categories":1968},[229],{"categories":1970},[226],{"categories":1972},[162],{"categories":1974},[213],{"categories":1976},[216],{"categories":1978},[240],{"categories":1980},[213],{"categories":1982},[213],{"categories":1984},[240],{"categories":1986},[229],{"categories":1988},[213],{"categories":1990},[213],{"categories":1992},[213],{"categories":1994},[1011],{"categories":1996},[213],{"categories":1998},[240],{"categories":2000},[213],{"categories":2002},[343],{"categories":2004},[240],{"categories":2006},[221],{"categories":2008},[213],{"categories":2010},[213],{"categories":2012},[213],{"categories":2014},[314],{"categories":2016},[213],{"categories":2018},[213],{"categories":2020},[213],{"categories":2022},[213],{"categories":2024},[221],{"categories":2026},[226],{"categories":2028},[213,216],{"categories":2030},[556],{"categories":2032},[213],{"categories":2034},[213],{"categories":2036},[240],{"categories":2038},[240],{"categories":2040},[314],{"categories":2042},[226],{"categories":2044},[226],{"categories":2046},[240],{"categories":2048},[213],{"categories":2050},[213],{"categories":2052},[213],{"categories":2054},[],{"categories":2056},[],{"categories":2058},[213],{"categories":2060},[265],{"categories":2062},[213],{"categories":2064},[226],{"categories":2066},[],{"categories":2068},[213],{"categories":2070},[213],{"categories":2072},[240],{"categories":2074},[265],{"categories":2076},[262],{"categories":2078},[314],{"categories":2080},[213],{"categories":2082},[226],{"categories":2084},[213],{"categories":2086},[240],{"categories":2088},[],{"categories":2090},[226],{"categories":2092},[213],{"categories":2094},[213],{"categories":2096},[213],{"categories":2098},[213],{"categories":2100},[],{"categories":2102},[226],{"categories":2104},[213],{"categories":2106},[213],{"categories":2108},[213],{"categories":2110},[],{"categories":2112},[226],{"categories":2114},[213],{"categories":2116},[213],{"categories":2118},[221],{"categories":2120},[213],{"categories":2122},[213],{"categories":2124},[],{"categories":2126},[216],{"categories":2128},[213],{"categories":2130},[213],{"categories":2132},[213],{"categories":2134},[314],{"categories":2136},[213],{"categories":2138},[240],{"categories":2140},[213],{"categories":2142},[216],{"categories":2144},[213],{"categories":2146},[240],{"categories":2148},[343],{"categories":2150},[226],{"categories":2152},[226],{"categories":2154},[213],{"categories":2156},[213],{"categories":2158},[213,314],{"categories":2160},[213],{"categories":2162},[226],{"categories":2164},[262],{"categories":2166},[213],{"categories":2168},[262],{"categories":2170},[226],{"categories":2172},[314],{"categories":2174},[213],{"categories":2176},[],{"categories":2178},[240],{"categories":2180},[162],{"categories":2182},[314],{"categories":2184},[240],{"categories":2186},[213],{"categories":2188},[229],{"categories":2190},[213],{"categories":2192},[213],{"categories":2194},[226],{"categories":2196},[],{"categories":2198},[],{"categories":2200},[213],{"categories":2202},[],{"categories":2204},[],{"categories":2206},[229],{"categories":2208},[240],{"categories":2210},[213],{"categories":2212},[226],{"categories":2214},[226],{"categories":2216},[221],{"categories":2218},[226],{"categories":2220},[162],{"categories":2222},[213],{"categories":2224},[213],{"categories":2226},[213],{"categories":2228},[251],{"categories":2230},[213],{"categories":2232},[213],{"categories":2234},[213],{"categories":2236},[240],{"categories":2238},[226],{"categories":2240},[213],{"categories":2242},[213],{"categories":2244},[240],{"categories":2246},[500],{"categories":2248},[226],{"categories":2250},[984],{"categories":2252},[],{"categories":2254},[314],{"categories":2256},[1898],{"categories":2258},[240],{"categories":2260},[],{"categories":2262},[],{"categories":2264},[213],{"categories":2266},[226],{"categories":2268},[],{"categories":2270},[],{"categories":2272},[213],{"categories":2274},[343],{"categories":2276},[213],{"categories":2278},[343],{"categories":2280},[226],{"categories":2282},[213],{"categories":2284},[213],{"categories":2286},[240],{"categories":2288},[229],{"categories":2290},[],{"categories":2292},[213],{"categories":2294},[213],{"categories":2296},[240],{"categories":2298},[1835],{"categories":2300},[314],{"categories":2302},[314],{"categories":2304},[213],{"categories":2306},[226],{"categories":2308},[216],{"categories":2310},[213],{"categories":2312},[213],{"categories":2314},[213],{"categories":2316},[213],{"categories":2318},[314],{"categories":2320},[314],{"categories":2322},[226],{"categories":2324},[226],{"categories":2326},[226],{"categories":2328},[213],{"categories":2330},[213],{"categories":2332},[],{"categories":2334},[213],{"categories":2336},[],{"categories":2338},[2339],"Interaction & Product Design",{"categories":2341},[213],{"categories":2343},[226],{"categories":2345},[240],{"categories":2347},[412],{"categories":2349},[262],{"categories":2351},[240],{"categories":2353},[213],{"categories":2355},[213],{"categories":2357},[213],{"categories":2359},[240],{"categories":2361},[213],{"categories":2363},[216],{"categories":2365},[226],{"categories":2367},[213],{"categories":2369},[],{"categories":2371},[226],{"categories":2373},[226],{"categories":2375},[226],{"categories":2377},[],{"categories":2379},[240],{"categories":2381},[213],{"categories":2383},[226],{"categories":2385},[216],{"categories":2387},[2339],{"categories":2389},[213],{"categories":2391},[216],{"categories":2393},[216],{"categories":2395},[],{"categories":2397},[226],{"categories":2399},[240],{"categories":2401},[],{"categories":2403},[226],{"categories":2405},[262],{"categories":2407},[213],{"categories":2409},[226],{"categories":2411},[213],{"categories":2413},[226],{"categories":2415},[226],{"categories":2417},[213],{"categories":2419},[213],{"categories":2421},[262],{"categories":2423},[265],{"categories":2425},[213],{"categories":2427},[229],{"categories":2429},[240],{"categories":2431},[2432],"Coding Agents & Dev Productivity",{"categories":2434},[262],{"categories":2436},[314],{"categories":2438},[213],{"categories":2440},[213],{"categories":2442},[],{"categories":2444},[213],{"categories":2446},[984],{"categories":2448},[],{"categories":2450},[213],{"categories":2452},[213],{"categories":2454},[162],{"categories":2456},[213],{"categories":2458},[262],{"categories":2460},[],{"categories":2462},[],{"categories":2464},[213],{"categories":2466},[],{"categories":2468},[226],{"categories":2470},[213],{"categories":2472},[],{"categories":2474},[240],{"categories":2476},[240],{"categories":2478},[213],{"categories":2480},[265],{"categories":2482},[],{"categories":2484},[213],{"categories":2486},[213],{"categories":2488},[213],{"categories":2490},[265],{"categories":2492},[240],{"categories":2494},[226],{"categories":2496},[],{"categories":2498},[],{"categories":2500},[213],{"categories":2502},[213],{"categories":2504},[226],{"categories":2506},[226],{"categories":2508},[477],{"categories":2510},[240],{"categories":2512},[240],{"categories":2514},[226],{"categories":2516},[262],{"categories":2518},[262],{"categories":2520},[226],{"categories":2522},[226],{"categories":2524},[213],{"categories":2526},[216],{"categories":2528},[2339],{"categories":2530},[229],{"categories":2532},[213,162],{"categories":2534},[265],{"categories":2536},[],{"categories":2538},[314],{"categories":2540},[226],{"categories":2542},[240],{"categories":2544},[216],{"categories":2546},[213],{"categories":2548},[226],{"categories":2550},[2551],"The Designer's Role & Craft",{"categories":2553},[314],{"categories":2555},[],{"categories":2557},[226],{"categories":2559},[213],{"categories":2561},[226],{"categories":2563},[226],{"categories":2565},[213],{"categories":2567},[343],{"categories":2569},[213],{"categories":2571},[240],{"categories":2573},[213],{"categories":2575},[314],{"categories":2577},[213],{"categories":2579},[],{"categories":2581},[226],{"categories":2583},[314],{"categories":2585},[229],{"categories":2587},[213],{"categories":2589},[213],{"categories":2591},[213],{"categories":2593},[2594],"AI UX Patterns",{"categories":2596},[226],{"categories":2598},[226],{"categories":2600},[226],{"categories":2602},[226],{"categories":2604},[343],{"categories":2606},[265],{"categories":2608},[213],{"categories":2610},[226],{"categories":2612},[213],{"categories":2614},[1336],{"categories":2616},[],{"categories":2618},[343],{"categories":2620},[226],{"categories":2622},[262],{"categories":2624},[240],{"categories":2626},[213],{"categories":2628},[226],{"categories":2630},[],{"categories":2632},[],{"categories":2634},[213],{"categories":2636},[213],{"categories":2638},[226],{"categories":2640},[213],{"categories":2642},[226],{"categories":2644},[477],{"categories":2646},[314],{"categories":2648},[213],{"categories":2650},[262],{"categories":2652},[240],{"categories":2654},[213],{"categories":2656},[226],{"categories":2658},[226],{"categories":2660},[],{"categories":2662},[213],{"categories":2664},[],{"categories":2666},[213],{"categories":2668},[],{"categories":2670},[213],{"categories":2672},[213],{"categories":2674},[213],{"categories":2676},[226],{"categories":2678},[240],{"categories":2680},[],{"categories":2682},[],{"categories":2684},[265],{"categories":2686},[251],{"categories":2688},[213],{"categories":2690},[213],{"categories":2692},[213],{"categories":2694},[265],{"categories":2696},[213],{"categories":2698},[213],{"categories":2700},[262],{"categories":2702},[213],{"categories":2704},[213],{"categories":2706},[213],{"categories":2708},[226],{"categories":2710},[213],{"categories":2712},[226],{"categories":2714},[213],{"categories":2716},[213],{"categories":2718},[213],{"categories":2720},[226],{"categories":2722},[],{"categories":2724},[213],{"categories":2726},[],{"categories":2728},[213],{"categories":2730},[213],{"categories":2732},[162],{"categories":2734},[213],{"categories":2736},[],{"categories":2738},[],{"categories":2740},[314],{"categories":2742},[1011],{"categories":2744},[226],{"categories":2746},[216],{"categories":2748},[2551],{"categories":2750},[],{"categories":2752},[],{"categories":2754},[213],{"categories":2756},[],{"categories":2758},[],{"categories":2760},[240],{"categories":2762},[262],{"categories":2764},[343],{"categories":2766},[226],{"categories":2768},[221],{"categories":2770},[213],{"categories":2772},[213],{"categories":2774},[221],{"categories":2776},[],{"categories":2778},[314],{"categories":2780},[229],{"categories":2782},[213],{"categories":2784},[213],{"categories":2786},[226],{"categories":2788},[221],{"categories":2790},[213],{"categories":2792},[213],{"categories":2794},[216],{"categories":2796},[213],{"categories":2798},[213],{"categories":2800},[],{"categories":2802},[216],{"categories":2804},[213],{"categories":2806},[343],{"categories":2808},[226],{"categories":2810},[262],{"categories":2812},[213],{"categories":2814},[240],{"categories":2816},[213],{"categories":2818},[213],{"categories":2820},[221],{"categories":2822},[213],{"categories":2824},[213],{"categories":2826},[213],{"categories":2828},[226],{"categories":2830},[213],{"categories":2832},[],{"categories":2834},[213],{"categories":2836},[240],{"categories":2838},[216],{"categories":2840},[213],{"categories":2842},[213],{"categories":2844},[213],{"categories":2846},[],{"categories":2848},[213],{"categories":2850},[556],{"categories":2852},[226],{"categories":2854},[221],{"categories":2856},[262],{"categories":2858},[213],{"categories":2860},[213],{"categories":2862},[],{"categories":2864},[221],{"categories":2866},[221],{"categories":2868},[213],{"categories":2870},[213],{"categories":2872},[229],{"categories":2874},[213],{"categories":2876},[213],{"categories":2878},[213],{"categories":2880},[213],{"categories":2882},[240],{"categories":2884},[240],{"categories":2886},[213],{"categories":2888},[],{"categories":2890},[240],{"categories":2892},[213],{"categories":2894},[240],{"categories":2896},[226],{"categories":2898},[661],{"categories":2900},[],{"categories":2902},[],{"categories":2904},[213],{"categories":2906},[262],{"categories":2908},[],{"categories":2910},[162],{"categories":2912},[213],{"categories":2914},[213],{"categories":2916},[213],{"categories":2918},[314],{"categories":2920},[973],{"categories":2922},[],{"categories":2924},[213],{"categories":2926},[213],{"categories":2928},[213],{"categories":2930},[240],{"categories":2932},[213],{"categories":2934},[213],{"categories":2936},[213,162],{"categories":2938},[213],{"categories":2940},[213],{"categories":2942},[314],{"categories":2944},[226],{"categories":2946},[],{"categories":2948},[226],{"categories":2950},[226],{"categories":2952},[213],{"categories":2954},[213],{"categories":2956},[213],{"categories":2958},[213],{"categories":2960},[265],{"categories":2962},[213],{"categories":2964},[2594],{"categories":2966},[216],{"categories":2968},[265],{"categories":2970},[216],{"categories":2972},[240],{"categories":2974},[314],{"categories":2976},[226],{"categories":2978},[213],{"categories":2980},[],{"categories":2982},[221],{"categories":2984},[213],{"categories":2986},[213],{"categories":2988},[262],{"categories":2990},[213],{"categories":2992},[213],{"categories":2994},[213],{"categories":2996},[226],{"categories":2998},[213],{"categories":3000},[213],{"categories":3002},[213],{"categories":3004},[221],{"categories":3006},[],{"categories":3008},[162],{"categories":3010},[213],{"categories":3012},[477],{"categories":3014},[314],{"categories":3016},[314],{"categories":3018},[240],{"categories":3020},[226],{"categories":3022},[213],{"categories":3024},[221],{"categories":3026},[262],{"categories":3028},[213],{"categories":3030},[213],{"categories":3032},[213],{"categories":3034},[314],{"categories":3036},[226],{"categories":3038},[226],{"categories":3040},[213],{"categories":3042},[213],{"categories":3044},[615],{"categories":3046},[226],{"categories":3048},[],{"categories":3050},[213],{"categories":3052},[213],{"categories":3054},[213],{"categories":3056},[],{"categories":3058},[],{"categories":3060},[213],{"categories":3062},[213],{"categories":3064},[226],{"categories":3066},[213],{"categories":3068},[213],{"categories":3070},[213],{"categories":3072},[240],{"categories":3074},[213],{"categories":3076},[213],{"categories":3078},[226],{"categories":3080},[213],{"categories":3082},[213],{"categories":3084},[213],{"categories":3086},[213],{"categories":3088},[213],{"categories":3090},[],{"categories":3092},[240],{"categories":3094},[265],{"categories":3096},[213],{"categories":3098},[226],{"categories":3100},[226],{"categories":3102},[213],{"categories":3104},[213],{"categories":3106},[],{"categories":3108},[],{"categories":3110},[213],{"categories":3112},[213],{"categories":3114},[213],{"categories":3116},[262],{"categories":3118},[265],{"categories":3120},[],{"categories":3122},[213],{"categories":3124},[314],{"categories":3126},[213],{"categories":3128},[162],{"categories":3130},[1898],{"categories":3132},[262],{"categories":3134},[240],{"categories":3136},[213],{"categories":3138},[240],{"categories":3140},[240],{"categories":3142},[213],{"categories":3144},[213],{"categories":3146},[240],{"categories":3148},[262],{"categories":3150},[262],{"categories":3152},[162],{"categories":3154},[226],{"categories":3156},[],{"categories":3158},[262],{"categories":3160},[213],{"categories":3162},[226],{"categories":3164},[216],{"categories":3166},[240],{"categories":3168},[213],{"categories":3170},[262],{"categories":3172},[],{"categories":3174},[213],{"categories":3176},[240],{"categories":3178},[240],{"categories":3180},[265],{"categories":3182},[213],{"categories":3184},[262],{"categories":3186},[213],{"categories":3188},[240],{"categories":3190},[226],{"categories":3192},[226],{"categories":3194},[262],{"categories":3196},[226],{"categories":3198},[162],{"categories":3200},[226],{"categories":3202},[213],{"categories":3204},[213],{"categories":3206},[213],{"categories":3208},[213],{"categories":3210},[240],{"categories":3212},[213],{"categories":3214},[],{"categories":3216},[226],{"categories":3218},[221],{"categories":3220},[240],{"categories":3222},[],{"categories":3224},[],{"categories":3226},[213],{"categories":3228},[226],{"categories":3230},[213],{"categories":3232},[213],{"categories":3234},[3235],"Frameworks & Tooling",{"categories":3237},[213],{"categories":3239},[213],{"categories":3241},[240],{"categories":3243},[213],{"categories":3245},[213],{"categories":3247},[],{"categories":3249},[265],{"categories":3251},[265],{"categories":3253},[216],{"categories":3255},[213],{"categories":3257},[226],{"categories":3259},[213],{"categories":3261},[314],{"categories":3263},[],{"categories":3265},[1898],{"categories":3267},[213],{"categories":3269},[240],{"categories":3271},[213],{"categories":3273},[162],{"categories":3275},[162],{"categories":3277},[],{"categories":3279},[226],{"categories":3281},[226],{"categories":3283},[213],{"categories":3285},[213],{"categories":3287},[262],{"categories":3289},[226],{"categories":3291},[262],{"categories":3293},[213],{"categories":3295},[226],{"categories":3297},[],{"categories":3299},[314],{"categories":3301},[213],{"categories":3303},[213],{"categories":3305},[],{"categories":3307},[213],{"categories":3309},[226],{"categories":3311},[213],{"categories":3313},[213],{"categories":3315},[213],{"categories":3317},[],{"categories":3319},[240],{"categories":3321},[213],{"categories":3323},[240],{"categories":3325},[162],{"categories":3327},[213],{"categories":3329},[213],{"categories":3331},[213],{"categories":3333},[240],{"categories":3335},[221],{"categories":3337},[213],{"categories":3339},[1898],{"categories":3341},[],{"categories":3343},[226],{"categories":3345},[216],{"categories":3347},[213],{"categories":3349},[216],{"categories":3351},[213],{"categories":3353},[],{"categories":3355},[226],{"categories":3357},[213],{"categories":3359},[213],{"categories":3361},[3362],"AI Design Tooling",{"categories":3364},[314],{"categories":3366},[213],{"categories":3368},[213],{"categories":3370},[240],{"categories":3372},[314],{"categories":3374},[213],{"categories":3376},[213],{"categories":3378},[240],{"categories":3380},[262],{"categories":3382},[229],{"categories":3384},[240],{"categories":3386},[213],{"categories":3388},[213],{"categories":3390},[213],{"categories":3392},[226],{"categories":3394},[213],{"categories":3396},[],{"categories":3398},[226],{"categories":3400},[213],{"categories":3402},[213],{"categories":3404},[226],{"categories":3406},[213],{"categories":3408},[213],{"categories":3410},[213],{"categories":3412},[226],{"categories":3414},[],{"categories":3416},[226],{"categories":3418},[3235],{"categories":3420},[213],{"categories":3422},[213],{"categories":3424},[226],{"categories":3426},[226],{"categories":3428},[240],{"categories":3430},[240],{"categories":3432},[213],{"categories":3434},[],{"categories":3436},[240],{"categories":3438},[213],{"categories":3440},[213],{"categories":3442},[226],{"categories":3444},[221],{"categories":3446},[213],{"categories":3448},[],{"categories":3450},[213],{"categories":3452},[213],{"categories":3454},[2339],{"categories":3456},[],{"categories":3458},[213],{"categories":3460},[213],{"categories":3462},[213],{"categories":3464},[213],{"categories":3466},[314],{"categories":3468},[213],{"categories":3470},[],{"categories":3472},[213],{"categories":3474},[213],{"categories":3476},[213],{"categories":3478},[213],{"categories":3480},[343],{"categories":3482},[262],{"categories":3484},[213],{"categories":3486},[213],{"categories":3488},[1898],{"categories":3490},[216],{"categories":3492},[213],{"categories":3494},[213],{"categories":3496},[265],{"categories":3498},[213],{"categories":3500},[213],{"categories":3502},[262],{"categories":3504},[226],{"categories":3506},[],{"categories":3508},[213],{"categories":3510},[213],{"categories":3512},[314],{"categories":3514},[213],{"categories":3516},[343],{"categories":3518},[226],{"categories":3520},[213],{"categories":3522},[226],{"categories":3524},[],{"categories":3526},[],{"categories":3528},[],{"categories":3530},[216],{"categories":3532},[262],{"categories":3534},[226],{"categories":3536},[213],{"categories":3538},[213],{"categories":3540},[213],{"categories":3542},[213],{"categories":3544},[500],{"categories":3546},[314],{"categories":3548},[226],{"categories":3550},[213],{"categories":3552},[],{"categories":3554},[226],{"categories":3556},[226],{"categories":3558},[],{"categories":3560},[213],{"categories":3562},[226],{"categories":3564},[213],{"categories":3566},[],{"categories":3568},[213],{"categories":3570},[213],{"categories":3572},[213],{"categories":3574},[262],{"categories":3576},[314],{"categories":3578},[226],{"categories":3580},[314],{"categories":3582},[226],{"categories":3584},[213],{"categories":3586},[221],{"categories":3588},[],{"categories":3590},[],{"categories":3592},[213],{"categories":3594},[213],{"categories":3596},[213],{"categories":3598},[216],{"categories":3600},[226],{"categories":3602},[262],{"categories":3604},[],{"categories":3606},[314],{"categories":3608},[],{"categories":3610},[240],{"categories":3612},[213],{"categories":3614},[240],{"categories":3616},[314],{"categories":3618},[240],{"categories":3620},[213],{"categories":3622},[],{"categories":3624},[213],{"categories":3626},[213],{"categories":3628},[],{"categories":3630},[213],{"categories":3632},[213],{"categories":3634},[343],{"categories":3636},[213],{"categories":3638},[213],{"categories":3640},[162],{"categories":3642},[240],{"categories":3644},[213],{"categories":3646},[],{"categories":3648},[226],{"categories":3650},[213],{"categories":3652},[216],{"categories":3654},[615],{"categories":3656},[213],{"categories":3658},[213],{"categories":3660},[226],{"categories":3662},[213],{"categories":3664},[226],{"categories":3666},[213],{"categories":3668},[213],{"categories":3670},[213],{"categories":3672},[213],{"categories":3674},[],{"categories":3676},[213],{"categories":3678},[216],{"categories":3680},[213],{"categories":3682},[221],{"categories":3684},[240],{"categories":3686},[314],{"categories":3688},[],{"categories":3690},[213],{"categories":3692},[],{"categories":3694},[226],{"categories":3696},[213],{"categories":3698},[],{"categories":3700},[226],{"categories":3702},[213],{"categories":3704},[240],{"categories":3706},[314],{"categories":3708},[262],{"categories":3710},[213],{"categories":3712},[262],{"categories":3714},[226],{"categories":3716},[314],{"categories":3718},[213],{"categories":3720},[],{"categories":3722},[213],{"categories":3724},[251],{"categories":3726},[226],{"categories":3728},[213],{"categories":3730},[314],{"categories":3732},[262],{"categories":3734},[221],{"categories":3736},[240],{"categories":3738},[213],{"categories":3740},[213],{"categories":3742},[213],{"categories":3744},[213],{"categories":3746},[262],{"categories":3748},[343],{"categories":3750},[],{"categories":3752},[],{"categories":3754},[265],{"categories":3756},[556],{"categories":3758},[213],{"categories":3760},[226],{"categories":3762},[213,240],{"categories":3764},[262],{"categories":3766},[213],{"categories":3768},[213],{"categories":3770},[213],{"categories":3772},[213],{"categories":3774},[213],{"categories":3776},[213],{"categories":3778},[213],{"categories":3780},[226],{"categories":3782},[213],{"categories":3784},[226],{"categories":3786},[213],{"categories":3788},[213],{"categories":3790},[213],{"categories":3792},[],{"categories":3794},[213],{"categories":3796},[1336],{"categories":3798},[240],{"categories":3800},[314],{"categories":3802},[213],{"categories":3804},[213],{"categories":3806},[213],{"categories":3808},[265],{"categories":3810},[226],{"categories":3812},[343],{"categories":3814},[162],{"categories":3816},[],{"categories":3818},[240],{"categories":3820},[213],{"categories":3822},[221],{"categories":3824},[226],{"categories":3826},[216],{"categories":3828},[226],{"categories":3830},[213],{"categories":3832},[226],{"categories":3834},[226],{"categories":3836},[229],{"categories":3838},[240],{"categories":3840},[213],{"categories":3842},[213],{"categories":3844},[],{"categories":3846},[],{"categories":3848},[],{"categories":3850},[162],{"categories":3852},[213],{"categories":3854},[262],{"categories":3856},[213],{"categories":3858},[213],{"categories":3860},[213],{"categories":3862},[213],{"categories":3864},[],{"categories":3866},[213],{"categories":3868},[265],{"categories":3870},[221],{"categories":3872},[226],{"categories":3874},[213],{"categories":3876},[],{"categories":3878},[213],{"categories":3880},[226],{"categories":3882},[213],{"categories":3884},[162],{"categories":3886},[],{"categories":3888},[314],{"categories":3890},[314],{"categories":3892},[213],{"categories":3894},[226],{"categories":3896},[],{"categories":3898},[240],{"categories":3900},[213],{"categories":3902},[314],{"categories":3904},[213],{"categories":3906},[221],{"categories":3908},[226],{"categories":3910},[213],{"categories":3912},[],{"categories":3914},[262],{"categories":3916},[213],{"categories":3918},[213],{"categories":3920},[213],{"categories":3922},[314],{"categories":3924},[226],{"categories":3926},[262],{"categories":3928},[],{"categories":3930},[226],{"categories":3932},[221],{"categories":3934},[226],{"categories":3936},[314],{"categories":3938},[213],{"categories":3940},[213],{"categories":3942},[213],{"categories":3944},[556],{"categories":3946},[213],{"categories":3948},[226],{"categories":3950},[],{"categories":3952},[213],{"categories":3954},[213],{"categories":3956},[162],{"categories":3958},[262],{"categories":3960},[265],{"categories":3962},[661],{"categories":3964},[265],{"categories":3966},[265],{"categories":3968},[213],{"categories":3970},[],{"categories":3972},[],{"categories":3974},[],{"categories":3976},[226],{"categories":3978},[213],{"categories":3980},[226],{"categories":3982},[226],{"categories":3984},[240],{"categories":3986},[213],{"categories":3988},[533],{"categories":3990},[240],{"categories":3992},[226],{"categories":3994},[213],{"categories":3996},[213],{"categories":3998},[213],{"categories":4000},[213],{"categories":4002},[213],{"categories":4004},[226],{"categories":4006},[213],{"categories":4008},[],{"categories":4010},[],{"categories":4012},[213],{"categories":4014},[],{"categories":4016},[213],{"categories":4018},[226],{"categories":4020},[314],{"categories":4022},[213],{"categories":4024},[213],{"categories":4026},[],{"categories":4028},[226],{"categories":4030},[213],{"categories":4032},[213],{"categories":4034},[229],{"categories":4036},[213],{"categories":4038},[314],{"categories":4040},[213],{"categories":4042},[226],{"categories":4044},[221],{"categories":4046},[213],{"categories":4048},[213],{"categories":4050},[343],{"categories":4052},[226],{"categories":4054},[213],{"categories":4056},[213],{"categories":4058},[973],{"categories":4060},[213],{"categories":4062},[226],{"categories":4064},[213],{"categories":4066},[240],{"categories":4068},[213],{"categories":4070},[615],{"categories":4072},[314],{"categories":4074},[],{"categories":4076},[213],{"categories":4078},[213],{"categories":4080},[262],{"categories":4082},[556],{"categories":4084},[226],{"categories":4086},[213],{"categories":4088},[],{"categories":4090},[262],{"categories":4092},[477],{"categories":4094},[226],{"categories":4096},[226],{"categories":4098},[226],{"categories":4100},[213],{"categories":4102},[213],{"categories":4104},[226],{"categories":4106},[],{"categories":4108},[221],{"categories":4110},[213],{"categories":4112},[221],{"categories":4114},[226],{"categories":4116},[],{"categories":4118},[240],{"categories":4120},[213],{"categories":4122},[213],{"categories":4124},[216],{"categories":4126},[213],{"categories":4128},[262],{"categories":4130},[162],{"categories":4132},[251],{"categories":4134},[226],{"categories":4136},[226],{"categories":4138},[213],{"categories":4140},[213],{"categories":4142},[226],{"categories":4144},[213],{"categories":4146},[216],{"categories":4148},[],{"categories":4150},[226],{"categories":4152},[213],{"categories":4154},[213],{"categories":4156},[213],{"categories":4158},[226],{"categories":4160},[213],{"categories":4162},[],{"categories":4164},[213],{"categories":4166},[],{"categories":4168},[314],{"categories":4170},[226],{"categories":4172},[213,221],{"categories":4174},[226],{"categories":4176},[213],{"categories":4178},[],{"categories":4180},[216],{"categories":4182},[265],{"categories":4184},[221],{"categories":4186},[213],{"categories":4188},[240],{"categories":4190},[213],{"categories":4192},[213],{"categories":4194},[226],{"categories":4196},[213],{"categories":4198},[213],{"categories":4200},[213],{"categories":4202},[262],{"categories":4204},[1336],{"categories":4206},[226],{"categories":4208},[213],{"categories":4210},[],{"categories":4212},[],{"categories":4214},[213],{"categories":4216},[226],{"categories":4218},[213],{"categories":4220},[213],{"categories":4222},[162],{"categories":4224},[],{"categories":4226},[213],{"categories":4228},[226],{"categories":4230},[251],{"categories":4232},[226],{"categories":4234},[556],{"categories":4236},[],{"categories":4238},[500],{"categories":4240},[226],{"categories":4242},[213],{"categories":4244},[213],{"categories":4246},[343],{"categories":4248},[226],{"categories":4250},[213],{"categories":4252},[265],{"categories":4254},[229],{"categories":4256},[226],{"categories":4258},[213],{"categories":4260},[556],{"categories":4262},[213],{"categories":4264},[162],{"categories":4266},[221],{"categories":4268},[],{"categories":4270},[213],{"categories":4272},[213],{"categories":4274},[343],{"categories":4276},[314],{"categories":4278},[213],{"categories":4280},[213],{"categories":4282},[213],{"categories":4284},[],{"categories":4286},[343],{"categories":4288},[262],{"categories":4290},[213],{"categories":4292},[213],{"categories":4294},[213],{"categories":4296},[661],{"categories":4298},[216],{"categories":4300},[213],{"categories":4302},[229],{"categories":4304},[213],{"categories":4306},[],{"categories":4308},[],{"categories":4310},[314],{"categories":4312},[213],{"categories":4314},[265],{"categories":4316},[343],{"categories":4318},[226],{"categories":4320},[213],{"categories":4322},[213],{"categories":4324},[343],{"categories":4326},[262],{"categories":4328},[213],{"categories":4330},[],{"categories":4332},[213],{"categories":4334},[213],{"categories":4336},[],{"categories":4338},[213],{"categories":4340},[213],{"categories":4342},[686],{"categories":4344},[213],{"categories":4346},[213],{"categories":4348},[226],{"categories":4350},[240],{"categories":4352},[556],{"categories":4354},[213],{"categories":4356},[213],{"categories":4358},[213],{"categories":4360},[],{"categories":4362},[213,240],{"categories":4364},[262],{"categories":4366},[226],{"categories":4368},[240],{"categories":4370},[226],{"categories":4372},[1011],{"categories":4374},[240],{"categories":4376},[240],{"categories":4378},[226],{"categories":4380},[213],{"categories":4382},[216],{"categories":4384},[],{"categories":4386},[],{"categories":4388},[226],{"categories":4390},[213],{"categories":4392},[240],{"categories":4394},[213],{"categories":4396},[216],{"categories":4398},[240],{"categories":4400},[240],{"categories":4402},[213],{"categories":4404},[343],{"categories":4406},[213],{"categories":4408},[240],{"categories":4410},[213],{"categories":4412},[],{"categories":4414},[213],{"categories":4416},[213],{"categories":4418},[314,213],{"categories":4420},[162],{"categories":4422},[216],{"categories":4424},[213],{"categories":4426},[],{"categories":4428},[213],{"categories":4430},[213],{"categories":4432},[221],{"categories":4434},[213],{"categories":4436},[221],{"categories":4438},[213],{"categories":4440},[213],{"categories":4442},[477],{"categories":4444},[213],{"categories":4446},[221],{"categories":4448},[240],{"categories":4450},[265],{"categories":4452},[226],{"categories":4454},[213],{"categories":4456},[240],{"categories":4458},[213],{"categories":4460},[213],{"categories":4462},[262],{"categories":4464},[343],{"categories":4466},[314],{"categories":4468},[213],{"categories":4470},[213],{"categories":4472},[213],{"categories":4474},[213],{"categories":4476},[216],{"categories":4478},[213],{"categories":4480},[226],{"categories":4482},[226],{"categories":4484},[240],{"categories":4486},[262],{"categories":4488},[240],{"categories":4490},[240],{"categories":4492},[213],{"categories":4494},[213],{"categories":4496},[],{"categories":4498},[],{"categories":4500},[265],{"categories":4502},[213],{"categories":4504},[240],{"categories":4506},[213],{"categories":4508},[314],{"categories":4510},[556],{"categories":4512},[500],{"categories":4514},[477],{"categories":4516},[213],{"categories":4518},[213],{"categories":4520},[213],{"categories":4522},[265],{"categories":4524},[213],{"categories":4526},[213],{"categories":4528},[213],{"categories":4530},[213],{"categories":4532},[213],{"categories":4534},[213],{"categories":4536},[213],{"categories":4538},[226],{"categories":4540},[216],{"categories":4542},[226],{"categories":4544},[213,221],{"categories":4546},[],{"categories":4548},[314],{"categories":4550},[],{"categories":4552},[229],{"categories":4554},[213],{"categories":4556},[262],{"categories":4558},[216],{"categories":4560},[213],{"categories":4562},[216],{"categories":4564},[226],{"categories":4566},[265],{"categories":4568},[226],{"categories":4570},[229],{"categories":4572},[226],{"categories":4574},[213],{"categories":4576},[213],{"categories":4578},[221],{"categories":4580},[226],{"categories":4582},[240],{"categories":4584},[343],{"categories":4586},[213],{"categories":4588},[213],{"categories":4590},[],{"categories":4592},[262],{"categories":4594},[213],{"categories":4596},[213],{"categories":4598},[213],{"categories":4600},[213],{"categories":4602},[213],{"categories":4604},[213],{"categories":4606},[240],{"categories":4608},[262],{"categories":4610},[240],{"categories":4612},[240],{"categories":4614},[213],{"categories":4616},[213],{"categories":4618},[213],{"categories":4620},[213],{"categories":4622},[500],{"categories":4624},[213],{"categories":4626},[226],{"categories":4628},[262],{"categories":4630},[213],{"categories":4632},[213],{"categories":4634},[213],{"categories":4636},[226],{"categories":4638},[213],{"categories":4640},[213],{"categories":4642},[213],{"categories":4644},[3235],{"categories":4646},[4647],"Clinical AI",{"categories":4649},[314],{"categories":4651},[213],{"categories":4653},[213],{"categories":4655},[213],{"categories":4657},[213],{"categories":4659},[162],{"categories":4661},[2594],{"categories":4663},[213],{"categories":4665},[229],{"categories":4667},[314],{"categories":4669},[213],{"categories":4671},[226],{"categories":4673},[213],{"categories":4675},[213],{"categories":4677},[262],{"categories":4679},[213],{"categories":4681},[226],{"categories":4683},[240],{"categories":4685},[343],{"categories":4687},[213],{"categories":4689},[213],{"categories":4691},[221],{"categories":4693},[213],{"categories":4695},[213],{"categories":4697},[615],{"categories":4699},[213],{"categories":4701},[],{"categories":4703},[226],{"categories":4705},[213],{"categories":4707},[240],{"categories":4709},[216],{"categories":4711},[213],{"categories":4713},[],{"categories":4715},[],{"categories":4717},[213],{"categories":4719},[],{"categories":4721},[221],{"categories":4723},[213],{"categories":4725},[213],{"categories":4727},[226],{"categories":4729},[213],{"categories":4731},[262],{"categories":4733},[262],{"categories":4735},[262],{"categories":4737},[262],{"categories":4739},[],{"categories":4741},[216],{"categories":4743},[226],{"categories":4745},[262],{"categories":4747},[213],{"categories":4749},[686],{"categories":4751},[229],{"categories":4753},[226],{"categories":4755},[213],{"categories":4757},[216],{"categories":4759},[213],{"categories":4761},[226],{"categories":4763},[213],{"categories":4765},[213],{"categories":4767},[213],{"categories":4769},[213,226],{"categories":4771},[226],{"categories":4773},[162],{"categories":4775},[262],{"categories":4777},[226],{"categories":4779},[262],{"categories":4781},[226],{"categories":4783},[213],{"categories":4785},[],{"categories":4787},[262],{"categories":4789},[343],{"categories":4791},[216],{"categories":4793},[213],{"categories":4795},[213],{"categories":4797},[],{"categories":4799},[240],{"categories":4801},[],{"categories":4803},[216],{"categories":4805},[226],{"categories":4807},[262],{"categories":4809},[213],{"categories":4811},[262],{"categories":4813},[216],{"categories":4815},[262],{"categories":4817},[262],{"categories":4819},[],{"categories":4821},[221],{"categories":4823},[226],{"categories":4825},[262],{"categories":4827},[262],{"categories":4829},[262],{"categories":4831},[262],{"categories":4833},[262],{"categories":4835},[262],{"categories":4837},[262],{"categories":4839},[262],{"categories":4841},[262],{"categories":4843},[262],{"categories":4845},[265],{"categories":4847},[216],{"categories":4849},[213],{"categories":4851},[213],{"categories":4853},[226],{"categories":4855},[226],{"categories":4857},[],{"categories":4859},[213],{"categories":4861},[213,216],{"categories":4863},[],{"categories":4865},[226],{"categories":4867},[213],{"categories":4869},[262],{"categories":4871},[226],{"categories":4873},[1011],{"categories":4875},[213],{"categories":4877},[213],{"categories":4879},[213],{"categories":4881},[213],{"categories":4883},[213],{"categories":4885},[477],{"categories":4887},[213],{"categories":4889},[213],{"categories":4891},[226],{"categories":4893},[213],{"categories":4895},[213],{"categories":4897},[221],{"categories":4899},[229],{"categories":4901},[226],{"categories":4903},[226],{"categories":4905},[],{"categories":4907},[226],{"categories":4909},[314],{"categories":4911},[262],{"categories":4913},[213],{"categories":4915},[],{"categories":4917},[229],{"categories":4919},[],{"categories":4921},[240],{"categories":4923},[213],{"categories":4925},[226],{"categories":4927},[314],{"categories":4929},[213],{"categories":4931},[],{"categories":4933},[213],{"categories":4935},[213],{"categories":4937},[],{"categories":4939},[343],{"categories":4941},[213],{"categories":4943},[226],{"categories":4945},[],{"categories":4947},[],{"categories":4949},[262],{"categories":4951},[216],{"categories":4953},[213],{"categories":4955},[213],{"categories":4957},[221],{"categories":4959},[213],{"categories":4961},[213],{"categories":4963},[226],{"categories":4965},[213],{"categories":4967},[221],{"categories":4969},[221],{"categories":4971},[314],{"categories":4973},[],{"categories":4975},[213],{"categories":4977},[262],{"categories":4979},[],{"categories":4981},[213],{"categories":4983},[213],{"categories":4985},[314],{"categories":4987},[213],{"categories":4989},[213],{"categories":4991},[343],{"categories":4993},[213],{"categories":4995},[162],{"categories":4997},[],{"categories":4999},[226],{"categories":5001},[213],{"categories":5003},[343],{"categories":5005},[240],{"categories":5007},[],{"categories":5009},[213],{"categories":5011},[],{"categories":5013},[226],{"categories":5015},[314],{"categories":5017},[240],{"categories":5019},[],{"categories":5021},[3235],{"categories":5023},[221],{"categories":5025},[216],{"categories":5027},[213],{"categories":5029},[265],{"categories":5031},[226],{"categories":5033},[314],{"categories":5035},[213],{"categories":5037},[240],{"categories":5039},[],{"categories":5041},[],{"categories":5043},[213],{"categories":5045},[216],{"categories":5047},[213],{"categories":5049},[343],{"categories":5051},[],{"categories":5053},[226],{"categories":5055},[226],{"categories":5057},[213],{"categories":5059},[226],{"categories":5061},[213],{"categories":5063},[262],{"categories":5065},[240],{"categories":5067},[213],{"categories":5069},[226],{"categories":5071},[229],{"categories":5073},[213],{"categories":5075},[213],{"categories":5077},[213],{"categories":5079},[226],{"categories":5081},[213],{"categories":5083},[229],{"categories":5085},[343],{"categories":5087},[262],{"categories":5089},[],{"categories":5091},[343],{"categories":5093},[213],{"categories":5095},[],{"categories":5097},[240],{"categories":5099},[226],{"categories":5101},[],{"categories":5103},[213],{"categories":5105},[213],{"categories":5107},[213],{"categories":5109},[213],{"categories":5111},[213],{"categories":5113},[226],{"categories":5115},[221],{"categories":5117},[216],{"categories":5119},[226],{"categories":5121},[213],{"categories":5123},[314],{"categories":5125},[240],{"categories":5127},[240],{"categories":5129},[213],{"categories":5131},[265],{"categories":5133},[226],{"categories":5135},[213],{"categories":5137},[213],{"categories":5139},[226],{"categories":5141},[213],{"categories":5143},[213],{"categories":5145},[226],{"categories":5147},[221],{"categories":5149},[213],{"categories":5151},[314],{"categories":5153},[240],{"categories":5155},[226],{"categories":5157},[213],{"categories":5159},[229],{"categories":5161},[213],{"categories":5163},[226],{"categories":5165},[213],{"categories":5167},[213],{"categories":5169},[262],{"categories":5171},[213],{"categories":5173},[],{"categories":5175},[216],{"categories":5177},[213],{"categories":5179},[213],{"categories":5181},[213],{"categories":5183},[240],{"categories":5185},[240],{"categories":5187},[213],{"categories":5189},[240],{"categories":5191},[213],{"categories":5193},[226],{"categories":5195},[213],{"categories":5197},[213],{"categories":5199},[213],{"categories":5201},[213],{"categories":5203},[213],{"categories":5205},[],{"categories":5207},[213],{"categories":5209},[314],{"categories":5211},[226],{"categories":5213},[221],{"categories":5215},[262],{"categories":5217},[213],{"categories":5219},[226],{"categories":5221},[213],{"categories":5223},[226],{"categories":5225},[213],{"categories":5227},[213],{"categories":5229},[314],{"categories":5231},[226],{"categories":5233},[213],{"categories":5235},[343],{"categories":5237},[213],{"categories":5239},[265],{"categories":5241},[213],{"categories":5243},[213],{"categories":5245},[262],{"categories":5247},[213],{"categories":5249},[213],{"categories":5251},[213],{"categories":5253},[213],{"categories":5255},[226],{"categories":5257},[162],{"categories":5259},[213],{"categories":5261},[240],{"categories":5263},[226],{"categories":5265},[265],{"categories":5267},[],{"categories":5269},[226],{"categories":5271},[240],{"categories":5273},[213],{"categories":5275},[213],{"categories":5277},[2432],{"categories":5279},[314],{"categories":5281},[412],{"categories":5283},[213],{"categories":5285},[213],{"categories":5287},[213],{"categories":5289},[213],{"categories":5291},[216],{"categories":5293},[213],{"categories":5295},[213],{"categories":5297},[240],{"categories":5299},[221],{"categories":5301},[213],{"categories":5303},[240],{"categories":5305},[213],{"categories":5307},[],{"categories":5309},[226],{"categories":5311},[226],{"categories":5313},[213],{"categories":5315},[213],{"categories":5317},[213],{"categories":5319},[265],{"categories":5321},[],{"categories":5323},[262],{"categories":5325},[],{"categories":5327},[262],{"categories":5329},[213],{"categories":5331},[213],{"categories":5333},[226],{"categories":5335},[213],{"categories":5337},[226],{"categories":5339},[226],{"categories":5341},[],{"categories":5343},[213],{"categories":5345},[262],{"categories":5347},[213],{"categories":5349},[],{"categories":5351},[213],{"categories":5353},[213],{"categories":5355},[],{"categories":5357},[213],{"categories":5359},[213],{"categories":5361},[314],{"categories":5363},[240],{"categories":5365},[226],{"categories":5367},[213],{"categories":5369},[213],{"categories":5371},[213],{"categories":5373},[213],{"categories":5375},[343],{"categories":5377},[213],{"categories":5379},[213],{"categories":5381},[213],{"categories":5383},[216],{"categories":5385},[213],{"categories":5387},[213],{"categories":5389},[],{"categories":5391},[213],{"categories":5393},[213],{"categories":5395},[213],{"categories":5397},[],{"categories":5399},[216],{"categories":5401},[213],{"categories":5403},[213],{"categories":5405},[262],{"categories":5407},[240],{"categories":5409},[229],{"categories":5411},[226],{"categories":5413},[556],{"categories":5415},[213],{"categories":5417},[213],{"categories":5419},[213],{"categories":5421},[240],{"categories":5423},[262],{"categories":5425},[314],{"categories":5427},[213],{"categories":5429},[213],{"categories":5431},[213],{"categories":5433},[213],{"categories":5435},[262],{"categories":5437},[213],{"categories":5439},[314],{"categories":5441},[213],{"categories":5443},[213],{"categories":5445},[262],{"categories":5447},[314],{"categories":5449},[213],{"categories":5451},[262],{"categories":5453},[213],{"categories":5455},[226],{"categories":5457},[226],{"categories":5459},[226],{"categories":5461},[240],{"categories":5463},[262],{"categories":5465},[226],{"categories":5467},[226],{"categories":5469},[213],{"categories":5471},[240],{"categories":5473},[314],{"categories":5475},[213],{"categories":5477},[213],{"categories":5479},[226],{"categories":5481},[213],{"categories":5483},[],{"categories":5485},[226],{"categories":5487},[],{"categories":5489},[213],{"categories":5491},[213],{"categories":5493},[],{"categories":5495},[],{"categories":5497},[226],{"categories":5499},[221],{"categories":5501},[226],{"categories":5503},[5504],"Liability & Ethics",{"categories":5506},[213],{"categories":5508},[213],{"categories":5510},[213],{"categories":5512},[226],{"categories":5514},[216],{"categories":5516},[226],{"categories":5518},[221],{"categories":5520},[343],{"categories":5522},[226],{"categories":5524},[213],{"categories":5526},[213],{"categories":5528},[],{"categories":5530},[661],{"categories":5532},[226],{"categories":5534},[],{"categories":5536},[213],{"categories":5538},[216],{"categories":5540},[226],{"categories":5542},[],{"categories":5544},[226],{"categories":5546},[213],{"categories":5548},[213],{"categories":5550},[240],{"categories":5552},[213],{"categories":5554},[262],{"categories":5556},[213],{"categories":5558},[213],{"categories":5560},[229],{"categories":5562},[226],{"categories":5564},[213],{"categories":5566},[213],{"categories":5568},[213],{"categories":5570},[262],{"categories":5572},[226],{"categories":5574},[240],{"categories":5576},[314],{"categories":5578},[216],{"categories":5580},[213],{"categories":5582},[213],{"categories":5584},[213],{"categories":5586},[],{"categories":5588},[226],{"categories":5590},[226],{"categories":5592},[226],{"categories":5594},[556],{"categories":5596},[314],{"categories":5598},[226],{"categories":5600},[162],{"categories":5602},[240],{"categories":5604},[262],{"categories":5606},[213],{"categories":5608},[314],{"categories":5610},[213],{"categories":5612},[216],{"categories":5614},[],{"categories":5616},[226],{"categories":5618},[213],{"categories":5620},[213],{"categories":5622},[213],{"categories":5624},[213],{"categories":5626},[226],{"categories":5628},[213],{"categories":5630},[213],{"categories":5632},[314],{"categories":5634},[],{"categories":5636},[226],{"categories":5638},[229],{"categories":5640},[262],{"categories":5642},[226],{"categories":5644},[221],{"categories":5646},[],{"categories":5648},[213],{"categories":5650},[213],{"categories":5652},[229],{"categories":5654},[213],{"categories":5656},[226],{"categories":5658},[262],{"categories":5660},[216],{"categories":5662},[162],{"categories":5664},[213],{"categories":5666},[213],{"categories":5668},[213],{"categories":5670},[262],{"categories":5672},[221],{"categories":5674},[213],{"categories":5676},[314],{"categories":5678},[262],{"categories":5680},[162],{"categories":5682},[213],{"categories":5684},[226],{"categories":5686},[],{"categories":5688},[615],{"categories":5690},[],{"categories":5692},[213],{"categories":5694},[162],{"categories":5696},[213],{"categories":5698},[265],{"categories":5700},[213],{"categories":5702},[226],{"categories":5704},[226],{"categories":5706},[5707],"Design News & Tools",{"categories":5709},[213],{"categories":5711},[213],{"categories":5713},[262],{"categories":5715},[213],{"categories":5717},[213],{"categories":5719},[216],{"categories":5721},[226],{"categories":5723},[213],{"categories":5725},[314],{"categories":5727},[226],{"categories":5729},[226],{"categories":5731},[314],{"categories":5733},[213],{"categories":5735},[213],{"categories":5737},[556],{"categories":5739},[226],{"categories":5741},[213],{"categories":5743},[213],{"categories":5745},[556],{"categories":5747},[213],{"categories":5749},[343],{"categories":5751},[213],{"categories":5753},[226],{"categories":5755},[],{"categories":5757},[213],{"categories":5759},[213],{"categories":5761},[213],{"categories":5763},[262],{"categories":5765},[213],{"categories":5767},[216],{"categories":5769},[],{"categories":5771},[213],{"categories":5773},[213],{"categories":5775},[213],{"categories":5777},[240],{"categories":5779},[686],{"categories":5781},[240],{"categories":5783},[314],{"categories":5785},[213],{"categories":5787},[213,226],{"categories":5789},[343,221],{"categories":5791},[240],{"categories":5793},[213],{"categories":5795},[213],{"categories":5797},[213],{"categories":5799},[213],{"categories":5801},[],{"categories":5803},[226],{"categories":5805},[213],{"categories":5807},[],{"categories":5809},[213],{"categories":5811},[240],{"categories":5813},[213],{"categories":5815},[240],{"categories":5817},[],{"categories":5819},[226],{"categories":5821},[213],{"categories":5823},[221],{"categories":5825},[213],{"categories":5827},[262],{"categories":5829},[213],{"categories":5831},[],{"categories":5833},[226],{"categories":5835},[213],{"categories":5837},[],{"categories":5839},[314],{"categories":5841},[213],{"categories":5843},[213],{"categories":5845},[226],{"categories":5847},[213],{"categories":5849},[213],{"categories":5851},[216],{"categories":5853},[226],{"categories":5855},[213],{"categories":5857},[],{"categories":5859},[213],{"categories":5861},[162],{"categories":5863},[343],{"categories":5865},[221],{"categories":5867},[221],{"categories":5869},[213],{"categories":5871},[216],{"categories":5873},[216],{"categories":5875},[213],{"categories":5877},[226],{"categories":5879},[213],{"categories":5881},[213],{"categories":5883},[213],{"categories":5885},[213],{"categories":5887},[240],{"categories":5889},[213],{"categories":5891},[216],{"categories":5893},[213],{"categories":5895},[213],{"categories":5897},[226],{"categories":5899},[213],{"categories":5901},[343],{"categories":5903},[213],{"categories":5905},[262],{"categories":5907},[213],{"categories":5909},[213],{"categories":5911},[226],{"categories":5913},[229],{"categories":5915},[213],{"categories":5917},[213],{"categories":5919},[226],{"categories":5921},[],{"categories":5923},[240],{"categories":5925},[],{"categories":5927},[240],{"categories":5929},[226],{"categories":5931},[216],{"categories":5933},[213],{"categories":5935},[],{"categories":5937},[265],{"categories":5939},[162],{"categories":5941},[213],{"categories":5943},[240],{"categories":5945},[213],{"categories":5947},[],{"categories":5949},[262],{"categories":5951},[226],{"categories":5953},[240],{"categories":5955},[314],{"categories":5957},[221],{"categories":5959},[213],{"categories":5961},[213],{"categories":5963},[226],{"categories":5965},[240],{"categories":5967},[226],{"categories":5969},[262],{"categories":5971},[213],{"categories":5973},[229],{"categories":5975},[216],{"categories":5977},[229],{"categories":5979},[262],{"categories":5981},[213],{"categories":5983},[240],{"categories":5985},[213],{"categories":5987},[314],{"categories":5989},[221],{"categories":5991},[213],{"categories":5993},[213],{"categories":5995},[213],{"categories":5997},[213],{"categories":5999},[213],{"categories":6001},[213],{"categories":6003},[226],{"categories":6005},[213],{"categories":6007},[226],{"categories":6009},[213],{"categories":6011},[213],{"categories":6013},[216],{"categories":6015},[213],{"categories":6017},[226],{"categories":6019},[226],{"categories":6021},[314],{"categories":6023},[226],{"categories":6025},[226],{"categories":6027},[213],{"categories":6029},[216],{"categories":6031},[226],{"categories":6033},[314],{"categories":6035},[],{"categories":6037},[213],{"categories":6039},[265],{"categories":6041},[556],{"categories":6043},[213],{"categories":6045},[226],{"categories":6047},[213],{"categories":6049},[213],{"categories":6051},[240],{"categories":6053},[213],{"categories":6055},[],{"categories":6057},[213],{"categories":6059},[226],{"categories":6061},[213],{"categories":6063},[343],{"categories":6065},[213],{"categories":6067},[240],{"categories":6069},[213],{"categories":6071},[262],{"categories":6073},[226],{"categories":6075},[213],{"categories":6077},[343],{"categories":6079},[226],{"categories":6081},[221],{"categories":6083},[221],{"categories":6085},[213],{"categories":6087},[213],{"categories":6089},[213],{"categories":6091},[213],{"categories":6093},[213],{"categories":6095},[213],{"categories":6097},[216],{"categories":6099},[],{"categories":6101},[213],{"categories":6103},[213],{"categories":6105},[226],{"categories":6107},[226],{"categories":6109},[213],{"categories":6111},[213],{"categories":6113},[213],{"categories":6115},[213],{"categories":6117},[213],{"categories":6119},[240],{"categories":6121},[],{"categories":6123},[216],{"categories":6125},[213],{"categories":6127},[213],{"categories":6129},[226],{"categories":6131},[226],{"categories":6133},[],{"categories":6135},[240],{"categories":6137},[240],{"categories":6139},[213],{"categories":6141},[343],{"categories":6143},[221],{"categories":6145},[314],{"categories":6147},[],{"categories":6149},[213],{"categories":6151},[226],{"categories":6153},[216],{"categories":6155},[213],{"categories":6157},[213],{"categories":6159},[240],{"categories":6161},[216],{"categories":6163},[213],{"categories":6165},[213],{"categories":6167},[262],{"categories":6169},[265],{"categories":6171},[213],{"categories":6173},[262],{"categories":6175},[226],{"categories":6177},[213],{"categories":6179},[],{"categories":6181},[262],{"categories":6183},[226],{"categories":6185},[314],{"categories":6187},[265],{"categories":6189},[213],{"categories":6191},[213],{"categories":6193},[],{"categories":6195},[226],{"categories":6197},[226],{"categories":6199},[226],{"categories":6201},[3235],{"categories":6203},[262],{"categories":6205},[213],{"categories":6207},[240],{"categories":6209},[213],{"categories":6211},[213],{"categories":6213},[213],{"categories":6215},[213],{"categories":6217},[213],{"categories":6219},[221],{"categories":6221},[213],{"categories":6223},[216],{"categories":6225},[1898],{"categories":6227},[162],{"categories":6229},[216],{"categories":6231},[],{"categories":6233},[213],{"categories":6235},[],{"categories":6237},[262],{"categories":6239},[226],{"categories":6241},[314],{"categories":6243},[213],{"categories":6245},[213],{"categories":6247},[213],{"categories":6249},[262],{"categories":6251},[],{"categories":6253},[226],{"categories":6255},[213],{"categories":6257},[226],{"categories":6259},[226],{"categories":6261},[],{"categories":6263},[213],{"categories":6265},[],{"categories":6267},[262],{"categories":6269},[216],{"categories":6271},[314],{"categories":6273},[213],{"categories":6275},[226],{"categories":6277},[262],{"categories":6279},[213],{"categories":6281},[262],{"categories":6283},[],{"categories":6285},[262],{"categories":6287},[213],{"categories":6289},[216],{"categories":6291},[556],{"categories":6293},[226],{"categories":6295},[213],{"categories":6297},[],{"categories":6299},[240],{"categories":6301},[226],{"categories":6303},[229],{"categories":6305},[226],{"categories":6307},[216],{"categories":6309},[213],{"categories":6311},[213],{"categories":6313},[],{"categories":6315},[],{"categories":6317},[],{"categories":6319},[314],{"categories":6321},[213],{"categories":6323},[226],{"categories":6325},[213],{"categories":6327},[213],{"categories":6329},[],{"categories":6331},[],{"categories":6333},[],{"categories":6335},[213],{"categories":6337},[226],{"categories":6339},[314],{"categories":6341},[213],{"categories":6343},[],{"categories":6345},[226],{"categories":6347},[213],{"categories":6349},[213],{"categories":6351},[216],{"categories":6353},[],{"categories":6355},[],{"categories":6357},[213],{"categories":6359},[213],{"categories":6361},[226],{"categories":6363},[314],{"categories":6365},[213],{"categories":6367},[262],{"categories":6369},[],{"categories":6371},[213],{"categories":6373},[213],{"categories":6375},[343],{"categories":6377},[262],{"categories":6379},[343],{"categories":6381},[265],{"categories":6383},[213],{"categories":6385},[213],{"categories":6387},[],{"categories":6389},[],{"categories":6391},[226],{"categories":6393},[],{"categories":6395},[213],{"categories":6397},[556],{"categories":6399},[213],{"categories":6401},[213],{"categories":6403},[213],{"categories":6405},[213],{"categories":6407},[],{"categories":6409},[226],{"categories":6411},[213],{"categories":6413},[213],{"categories":6415},[],{"categories":6417},[226],{"categories":6419},[213],{"categories":6421},[262],{"categories":6423},[213],{"categories":6425},[343],{"categories":6427},[221],{"categories":6429},[229],{"categories":6431},[213],{"categories":6433},[213],{"categories":6435},[226],{"categories":6437},[265],{"categories":6439},[226],{"categories":6441},[226],{"categories":6443},[],{"categories":6445},[213],{"categories":6447},[226],{"categories":6449},[],{"categories":6451},[213],{"categories":6453},[],{"categories":6455},[262],{"categories":6457},[221],{"categories":6459},[],{"categories":6461},[213],{"categories":6463},[213],{"categories":6465},[213],{"categories":6467},[],{"categories":6469},[226],{"categories":6471},[314],{"categories":6473},[216],{"categories":6475},[213],{"categories":6477},[],{"categories":6479},[221],{"categories":6481},[343],{"categories":6483},[213],{"categories":6485},[240],{"categories":6487},[216],{"categories":6489},[265],{"categories":6491},[221],{"categories":6493},[240],{"categories":6495},[226],{"categories":6497},[240],{"categories":6499},[],{"categories":6501},[213],{"categories":6503},[229],{"categories":6505},[213],{"categories":6507},[],{"categories":6509},[226],{"categories":6511},[216],{"categories":6513},[314],{"categories":6515},[213],{"categories":6517},[216],{"categories":6519},[226],{"categories":6521},[162],{"categories":6523},[213],{"categories":6525},[213],{"categories":6527},[213],{"categories":6529},[213],{"categories":6531},[213],{"categories":6533},[216],{"categories":6535},[213],{"categories":6537},[240],{"categories":6539},[265],{"categories":6541},[226],{"categories":6543},[],{"categories":6545},[213],{"categories":6547},[213],{"categories":6549},[213],{"categories":6551},[240],{"categories":6553},[226],{"categories":6555},[262],{"categories":6557},[240],{"categories":6559},[213],{"categories":6561},[229],{"categories":6563},[],{"categories":6565},[314],{"categories":6567},[240],{"categories":6569},[262],{"categories":6571},[213],{"categories":6573},[216],{"categories":6575},[226],{"categories":6577},[213],{"categories":6579},[213],{"categories":6581},[226],{"categories":6583},[229],{"categories":6585},[213],{"categories":6587},[226],{"categories":6589},[213],{"categories":6591},[221],{"categories":6593},[226],{"categories":6595},[226,162],{"categories":6597},[213],{"categories":6599},[213],{"categories":6601},[226],{"categories":6603},[240],{"categories":6605},[213],{"categories":6607},[213],{"categories":6609},[265],{"categories":6611},[226],{"categories":6613},[343],{"categories":6615},[226],{"categories":6617},[221],{"categories":6619},[],{"categories":6621},[226],{"categories":6623},[213],{"categories":6625},[221],{"categories":6627},[],{"categories":6629},[],{"categories":6631},[240],{"categories":6633},[213],{"categories":6635},[213],{"categories":6637},[226],{"categories":6639},[265],{"categories":6641},[343],{"categories":6643},[213],{"categories":6645},[213],{"categories":6647},[213],{"categories":6649},[226],{"categories":6651},[],{"categories":6653},[226],{"categories":6655},[262],{"categories":6657},[213],{"categories":6659},[226],{"categories":6661},[226],{"categories":6663},[213],{"categories":6665},[],{"categories":6667},[262],{"categories":6669},[240],{"categories":6671},[3235],{"categories":6673},[216],{"categories":6675},[240],{"categories":6677},[213],{"categories":6679},[226],{"categories":6681},[213],{"categories":6683},[213],{"categories":6685},[343],{"categories":6687},[240],{"categories":6689},[265],{"categories":6691},[],{"categories":6693},[262],{"categories":6695},[213],{"categories":6697},[213],{"categories":6699},[],{"categories":6701},[226],{"categories":6703},[213],{"categories":6705},[213],{"categories":6707},[213],{"categories":6709},[213],{"categories":6711},[226],{"categories":6713},[213],{"categories":6715},[213],{"categories":6717},[213],{"categories":6719},[229],{"categories":6721},[213],{"categories":6723},[226],{"categories":6725},[213],{"categories":6727},[213],{"categories":6729},[213],{"categories":6731},[213],{"categories":6733},[213],{"categories":6735},[213],{"categories":6737},[213],{"categories":6739},[221],{"categories":6741},[],{"categories":6743},[229],{"categories":6745},[262],{"categories":6747},[226],{"categories":6749},[213],{"categories":6751},[240],{"categories":6753},[],{"categories":6755},[240],{"categories":6757},[240],{"categories":6759},[226],{"categories":6761},[240],{"categories":6763},[213],{"categories":6765},[213],{"categories":6767},[213],{"categories":6769},[226],{"categories":6771},[240],{"categories":6773},[213],{"categories":6775},[213],{"categories":6777},[213],{"categories":6779},[226],{"categories":6781},[262],{"categories":6783},[213],{"categories":6785},[213],{"categories":6787},[213],{"categories":6789},[221],{"categories":6791},[213],{"categories":6793},[226],{"categories":6795},[314],{"categories":6797},[],{"categories":6799},[213],{"categories":6801},[265],{"categories":6803},[226],{"categories":6805},[213],{"categories":6807},[213],{"categories":6809},[],{"categories":6811},[213],{"categories":6813},[213],{"categories":6815},[262],{"categories":6817},[213],{"categories":6819},[213],{"categories":6821},[226],{"categories":6823},[343],{"categories":6825},[],{"categories":6827},[],{"categories":6829},[240],{"categories":6831},[213],{"categories":6833},[213],{"categories":6835},[262],{"categories":6837},[213],{"categories":6839},[240],{"categories":6841},[262],{"categories":6843},[213],{"categories":6845},[213],{"categories":6847},[343],{"categories":6849},[265],{"categories":6851},[213],{"categories":6853},[213],{"categories":6855},[216],{"categories":6857},[226],{"categories":6859},[213],{"categories":6861},[213],{"categories":6863},[226],{"categories":6865},[221],{"categories":6867},[226],{"categories":6869},[240],{"categories":6871},[213],{"categories":6873},[221],{"categories":6875},[],{"categories":6877},[213],{"categories":6879},[265],{"categories":6881},[213],{"categories":6883},[213],{"categories":6885},[],{"categories":6887},[262],{"categories":6889},[213],{"categories":6891},[226],{"categories":6893},[265],{"categories":6895},[213],{"categories":6897},[240],{"categories":6899},[240],{"categories":6901},[240],{"categories":6903},[213],{"categories":6905},[226],{"categories":6907},[226],{"categories":6909},[213],{"categories":6911},[226],{"categories":6913},[213],{"categories":6915},[213],{"categories":6917},[314],{"categories":6919},[265],{"categories":6921},[265],{"categories":6923},[],{"categories":6925},[262],{"categories":6927},[213],{"categories":6929},[213],{"categories":6931},[240],{"categories":6933},[],{"categories":6935},[262],{"categories":6937},[262],{"categories":6939},[262],{"categories":6941},[],{"categories":6943},[226],{"categories":6945},[213],{"categories":6947},[],{"categories":6949},[216],{"categories":6951},[221],{"categories":6953},[],{"categories":6955},[213],{"categories":6957},[213],{"categories":6959},[],{"categories":6961},[240],{"categories":6963},[],{"categories":6965},[],{"categories":6967},[],{"categories":6969},[],{"categories":6971},[213],{"categories":6973},[262],{"categories":6975},[],{"categories":6977},[],{"categories":6979},[213],{"categories":6981},[213],{"categories":6983},[213],{"categories":6985},[265],{"categories":6987},[213],{"categories":6989},[265],{"categories":6991},[],{"categories":6993},[265],{"categories":6995},[265],{"categories":6997},[162],{"categories":6999},[226],{"categories":7001},[240],{"categories":7003},[],{"categories":7005},[],{"categories":7007},[265],{"categories":7009},[240],{"categories":7011},[240],{"categories":7013},[240],{"categories":7015},[],{"categories":7017},[216],{"categories":7019},[240],{"categories":7021},[240],{"categories":7023},[216],{"categories":7025},[240],{"categories":7027},[221],{"categories":7029},[240],{"categories":7031},[240],{"categories":7033},[240],{"categories":7035},[265],{"categories":7037},[262],{"categories":7039},[262],{"categories":7041},[213],{"categories":7043},[240],{"categories":7045},[265],{"categories":7047},[162],{"categories":7049},[265],{"categories":7051},[265],{"categories":7053},[265],{"categories":7055},[],{"categories":7057},[221],{"categories":7059},[],{"categories":7061},[162],{"categories":7063},[240],{"categories":7065},[240],{"categories":7067},[240],{"categories":7069},[226],{"categories":7071},[262,221],{"categories":7073},[265],{"categories":7075},[],{"categories":7077},[],{"categories":7079},[265],{"categories":7081},[],{"categories":7083},[265],{"categories":7085},[262],{"categories":7087},[226],{"categories":7089},[],{"categories":7091},[240],{"categories":7093},[213],{"categories":7095},[314],{"categories":7097},[],{"categories":7099},[213],{"categories":7101},[],{"categories":7103},[262],{"categories":7105},[216],{"categories":7107},[265],{"categories":7109},[],{"categories":7111},[240],{"categories":7113},[262],[7115,7963,8034,8198],{"id":7116,"title":7117,"ai":7118,"body":7123,"categories":7943,"created_at":163,"date_modified":163,"description":155,"extension":164,"faq":163,"featured":165,"kicker_label":163,"meta":7944,"navigation":191,"path":7951,"published_at":163,"question":163,"scraped_at":7952,"seo":7953,"sitemap":7954,"source_id":7955,"source_name":7956,"source_type":199,"source_url":7957,"stem":7958,"tags":7959,"thumbnail_url":163,"tldr":7960,"tweet":163,"unknown_tags":7961,"__hash__":7962},"summaries\u002Fsummaries\u002Fefab013b4f2c3445-uv-install-script-cross-platform-rust-binary-deplo-summary.md","uv Install Script: Cross-Platform Rust Binary Deployer",{"provider":7,"model":8,"input_tokens":7119,"output_tokens":7120,"processing_time_ms":7121,"cost_usd":7122},10561,2426,11292,0.00303435,{"type":14,"value":7124,"toc":7936},[7125,7129,7154,7161,7303,7313,7323,7327,7344,7565,7583,7599,7603,7632,7647,7786,7801,7806,7810,7833,7862,7876,7881,7885,7918,7932],[17,7126,7128],{"id":7127},"robust-platform-detection-and-binary-selection","Robust Platform Detection and Binary Selection",[22,7130,7131,7132,64,7135,7138,7139,129,7142,7145,7146,7149,7150,7153],{},"The script auto-detects the host architecture using ",[26,7133,7134],{},"uname -m",[26,7136,7137],{},"uname -s",", mapping to targets like ",[26,7140,7141],{},"aarch64-unknown-linux-gnu",[26,7143,7144],{},"x86_64-apple-darwin",". It prioritizes glibc-linked binaries only if the system meets minimum versions (e.g., glibc 2.17+ for x86_64-unknown-linux-gnu via ",[26,7147,7148],{},"check_glibc"," using ",[26,7151,7152],{},"ldd --version"," parsing).",[22,7155,7156,7157,7160],{},"Fallback logic in ",[26,7158,7159],{},"select_archive_for_arch"," tries glibc first, then musl static\u002Fdynamic variants:",[7162,7163,7167],"pre",{"className":7164,"code":7165,"language":7166,"meta":155,"style":155},"language-bash shiki shiki-themes github-light github-dark","case \"$true_arch\" in\n  \"x86_64-unknown-linux-gnu\")\n    _archive=\"uv-x86_64-unknown-linux-gnu.tar.gz\"\n    if ! check_glibc \"2\" \"17\"; then _archive=\"\"; fi\n    if [ -n \"$_archive\" ]; then echo \"$_archive\"; return 0; fi\n    _archive=\"uv-x86_64-unknown-linux-musl.tar.gz\"\n","bash",[26,7168,7169,7192,7200,7212,7249,7293],{"__ignoreMap":155},[7170,7171,7174,7178,7182,7186,7189],"span",{"class":7172,"line":7173},"line",1,[7170,7175,7177],{"class":7176},"szBVR","case",[7170,7179,7181],{"class":7180},"sZZnC"," \"",[7170,7183,7185],{"class":7184},"sVt8B","$true_arch",[7170,7187,7188],{"class":7180},"\"",[7170,7190,7191],{"class":7176}," in\n",[7170,7193,7194,7197],{"class":7172,"line":156},[7170,7195,7196],{"class":7180},"  \"x86_64-unknown-linux-gnu\"",[7170,7198,7199],{"class":7176},")\n",[7170,7201,7203,7206,7209],{"class":7172,"line":7202},3,[7170,7204,7205],{"class":7184},"    _archive",[7170,7207,7208],{"class":7176},"=",[7170,7210,7211],{"class":7180},"\"uv-x86_64-unknown-linux-gnu.tar.gz\"\n",[7170,7213,7214,7217,7220,7224,7227,7230,7233,7236,7239,7241,7244,7246],{"class":7172,"line":188},[7170,7215,7216],{"class":7176},"    if",[7170,7218,7219],{"class":7176}," !",[7170,7221,7223],{"class":7222},"sScJk"," check_glibc",[7170,7225,7226],{"class":7180}," \"2\"",[7170,7228,7229],{"class":7180}," \"17\"",[7170,7231,7232],{"class":7184},"; ",[7170,7234,7235],{"class":7176},"then",[7170,7237,7238],{"class":7184}," _archive",[7170,7240,7208],{"class":7176},[7170,7242,7243],{"class":7180},"\"\"",[7170,7245,7232],{"class":7184},[7170,7247,7248],{"class":7176},"fi\n",[7170,7250,7251,7253,7256,7259,7261,7264,7266,7269,7271,7275,7277,7279,7281,7283,7286,7289,7291],{"class":7172,"line":187},[7170,7252,7216],{"class":7176},[7170,7254,7255],{"class":7184}," [ ",[7170,7257,7258],{"class":7176},"-n",[7170,7260,7181],{"class":7180},[7170,7262,7263],{"class":7184},"$_archive",[7170,7265,7188],{"class":7180},[7170,7267,7268],{"class":7184}," ]; ",[7170,7270,7235],{"class":7176},[7170,7272,7274],{"class":7273},"sj4cs"," echo",[7170,7276,7181],{"class":7180},[7170,7278,7263],{"class":7184},[7170,7280,7188],{"class":7180},[7170,7282,7232],{"class":7184},[7170,7284,7285],{"class":7176},"return",[7170,7287,7288],{"class":7273}," 0",[7170,7290,7232],{"class":7184},[7170,7292,7248],{"class":7176},[7170,7294,7296,7298,7300],{"class":7172,"line":7295},6,[7170,7297,7205],{"class":7184},[7170,7299,7208],{"class":7176},[7170,7301,7302],{"class":7180},"\"uv-x86_64-unknown-linux-musl.tar.gz\"\n",[22,7304,7305,7306,64,7309,7312],{},"This ensures compatibility on older distros by preferring static musl builds. Empty ",[26,7307,7308],{},"json_binary_aliases",[26,7310,7311],{},"aliases_for_binary"," indicate no symlinks needed, simplifying deployment.",[7314,7315,7316],"blockquote",{},[22,7317,7318,7319,7322],{},"\"System glibc version (",[26,7320,7321],{},"$_local_glibc",") is too old; checking alternatives\"",[17,7324,7326],{"id":7325},"resilient-download-with-checksums-and-fallback-urls","Resilient Download with Checksums and Fallback URLs",[22,7328,7329,7330,113,7333,113,7336,7339,7340,7343],{},"Downloads from multiple sources via env vars: ",[26,7331,7332],{},"UV_DOWNLOAD_URL",[26,7334,7335],{},"INSTALLER_DOWNLOAD_URL",[26,7337,7338],{},"UV_INSTALLER_GHE_BASE_URL",", or defaults to ",[26,7341,7342],{},"https:\u002F\u002Freleases.astral.sh\u002Fgithub\u002Fuv\u002Freleases\u002Fdownload\u002F0.11.7"," and GitHub mirror. Tries URLs sequentially:",[7162,7345,7347],{"className":7164,"code":7346,"language":7166,"meta":155,"style":155},"for _base_url in $ARTIFACT_DOWNLOAD_URLS; do\n  _url=\"$_base_url\u002F$_artifact_name\"\n  _dir=\"$(ensure mktemp -d)\"\n  _file=\"$_dir\u002Finput$_zip_ext\"\n  if ! downloader \"$_url\" \"$_file\"; then\n    say \"failed to download $_url\" 1>&2\n    continue\n  fi\n  # Verify checksum if provided\n  if [ -n \"$_checksum_style\" ]; then\n    verify_checksum \"$_file\" \"$_checksum_style\" \"$_checksum_value\"\n  fi\n  _download_result=1\n  break\ndone\n",[26,7348,7349,7366,7387,7409,7429,7458,7473,7479,7485,7492,7512,7537,7542,7553,7559],{"__ignoreMap":155},[7170,7350,7351,7354,7357,7360,7363],{"class":7172,"line":7173},[7170,7352,7353],{"class":7176},"for",[7170,7355,7356],{"class":7184}," _base_url ",[7170,7358,7359],{"class":7176},"in",[7170,7361,7362],{"class":7184}," $ARTIFACT_DOWNLOAD_URLS; ",[7170,7364,7365],{"class":7176},"do\n",[7170,7367,7368,7371,7373,7375,7378,7381,7384],{"class":7172,"line":156},[7170,7369,7370],{"class":7184},"  _url",[7170,7372,7208],{"class":7176},[7170,7374,7188],{"class":7180},[7170,7376,7377],{"class":7184},"$_base_url",[7170,7379,7380],{"class":7180},"\u002F",[7170,7382,7383],{"class":7184},"$_artifact_name",[7170,7385,7386],{"class":7180},"\"\n",[7170,7388,7389,7392,7394,7397,7400,7403,7406],{"class":7172,"line":7202},[7170,7390,7391],{"class":7184},"  _dir",[7170,7393,7208],{"class":7176},[7170,7395,7396],{"class":7180},"\"$(",[7170,7398,7399],{"class":7222},"ensure",[7170,7401,7402],{"class":7180}," mktemp ",[7170,7404,7405],{"class":7273},"-d",[7170,7407,7408],{"class":7180},")\"\n",[7170,7410,7411,7414,7416,7418,7421,7424,7427],{"class":7172,"line":188},[7170,7412,7413],{"class":7184},"  _file",[7170,7415,7208],{"class":7176},[7170,7417,7188],{"class":7180},[7170,7419,7420],{"class":7184},"$_dir",[7170,7422,7423],{"class":7180},"\u002Finput",[7170,7425,7426],{"class":7184},"$_zip_ext",[7170,7428,7386],{"class":7180},[7170,7430,7431,7434,7436,7439,7441,7444,7446,7448,7451,7453,7455],{"class":7172,"line":187},[7170,7432,7433],{"class":7176},"  if",[7170,7435,7219],{"class":7176},[7170,7437,7438],{"class":7222}," downloader",[7170,7440,7181],{"class":7180},[7170,7442,7443],{"class":7184},"$_url",[7170,7445,7188],{"class":7180},[7170,7447,7181],{"class":7180},[7170,7449,7450],{"class":7184},"$_file",[7170,7452,7188],{"class":7180},[7170,7454,7232],{"class":7184},[7170,7456,7457],{"class":7176},"then\n",[7170,7459,7460,7463,7466,7468,7470],{"class":7172,"line":7295},[7170,7461,7462],{"class":7222},"    say",[7170,7464,7465],{"class":7180}," \"failed to download ",[7170,7467,7443],{"class":7184},[7170,7469,7188],{"class":7180},[7170,7471,7472],{"class":7176}," 1>&2\n",[7170,7474,7476],{"class":7172,"line":7475},7,[7170,7477,7478],{"class":7176},"    continue\n",[7170,7480,7482],{"class":7172,"line":7481},8,[7170,7483,7484],{"class":7176},"  fi\n",[7170,7486,7488],{"class":7172,"line":7487},9,[7170,7489,7491],{"class":7490},"sJ8bj","  # Verify checksum if provided\n",[7170,7493,7495,7497,7499,7501,7503,7506,7508,7510],{"class":7172,"line":7494},10,[7170,7496,7433],{"class":7176},[7170,7498,7255],{"class":7184},[7170,7500,7258],{"class":7176},[7170,7502,7181],{"class":7180},[7170,7504,7505],{"class":7184},"$_checksum_style",[7170,7507,7188],{"class":7180},[7170,7509,7268],{"class":7184},[7170,7511,7457],{"class":7176},[7170,7513,7515,7518,7520,7522,7524,7526,7528,7530,7532,7535],{"class":7172,"line":7514},11,[7170,7516,7517],{"class":7222},"    verify_checksum",[7170,7519,7181],{"class":7180},[7170,7521,7450],{"class":7184},[7170,7523,7188],{"class":7180},[7170,7525,7181],{"class":7180},[7170,7527,7505],{"class":7184},[7170,7529,7188],{"class":7180},[7170,7531,7181],{"class":7180},[7170,7533,7534],{"class":7184},"$_checksum_value",[7170,7536,7386],{"class":7180},[7170,7538,7540],{"class":7172,"line":7539},12,[7170,7541,7484],{"class":7176},[7170,7543,7545,7548,7550],{"class":7172,"line":7544},13,[7170,7546,7547],{"class":7184},"  _download_result",[7170,7549,7208],{"class":7176},[7170,7551,7552],{"class":7180},"1\n",[7170,7554,7556],{"class":7172,"line":7555},14,[7170,7557,7558],{"class":7176},"  break\n",[7170,7560,7562],{"class":7172,"line":7561},15,[7170,7563,7564],{"class":7176},"done\n",[22,7566,7567,7568,129,7571,7574,7575,7578,7579,7582],{},"Supports ",[26,7569,7570],{},"curl",[26,7572,7573],{},"wget"," via ",[26,7576,7577],{},"downloader",", with optional updater binary (",[26,7580,7581],{},"uv-update","). Failures prompt issue reporting: \"this may be a standard network error, but it may also indicate that uv's release process is not working.\"",[22,7584,7585,7586,109,7589,129,7592,109,7595,7598],{},"Unpacks ",[26,7587,7588],{},".zip",[26,7590,7591],{},"unzip -q",[26,7593,7594],{},".tar.*",[26,7596,7597],{},"tar xf --no-same-owner --strip-components 1",", avoiding permission issues.",[17,7600,7602],{"id":7601},"flexible-installation-layouts-and-atomic-moves","Flexible Installation Layouts and Atomic Moves",[22,7604,7605,7606,7609,7610,113,7613,113,7616,7619,7620,7623,7624,7627,7628,7631],{},"Prioritizes locations: ",[26,7607,7608],{},"UV_INSTALL_DIR"," override, ",[26,7611,7612],{},"XDG_BIN_HOME",[26,7614,7615],{},"XDG_DATA_HOME\u002F..\u002Fbin",[26,7617,7618],{},"~\u002F.local\u002Fbin",". Supports layouts: ",[26,7621,7622],{},"flat"," (binaries\u002Flibs flat), ",[26,7625,7626],{},"hierarchical"," (bin\u002Flib split), ",[26,7629,7630],{},"cargo-home"," (for Cargo integration).",[22,7633,7634,7635,7638,7639,7642,7643,7646],{},"Uses late-bound expressions (e.g., ",[26,7636,7637],{},"'$HOME\u002F.local\u002Fbin'",") for receipts and shell snippets, rewriting ",[26,7640,7641],{},"$HOME"," for readability via ",[26,7644,7645],{},"replace_home",". Atomic install via temp dirs:",[7162,7648,7650],{"className":7164,"code":7649,"language":7166,"meta":155,"style":155},"_install_temp=$(mktemp -d \"$_install_dir\u002Ftmp.XXXXXXXXXX\")\nfor _bin_name in $_bins; do\n  ensure mv \"$_src_dir\u002F$_bin_name\" \"$_install_temp\"\n  ensure chmod +x \"$_install_temp\u002F$_bin_name\"\ndone\n# Final fast mv to live dir\nfor _bin_name in $_bins; do\n  ensure mv \"$_install_temp\u002F$_bin_name\" \"$_install_dir\"\ndone\n",[26,7651,7652,7678,7692,7719,7739,7743,7748,7760,7782],{"__ignoreMap":155},[7170,7653,7654,7657,7659,7662,7665,7668,7670,7673,7676],{"class":7172,"line":7173},[7170,7655,7656],{"class":7184},"_install_temp",[7170,7658,7208],{"class":7176},[7170,7660,7661],{"class":7184},"$(",[7170,7663,7664],{"class":7222},"mktemp",[7170,7666,7667],{"class":7273}," -d",[7170,7669,7181],{"class":7180},[7170,7671,7672],{"class":7184},"$_install_dir",[7170,7674,7675],{"class":7180},"\u002Ftmp.XXXXXXXXXX\"",[7170,7677,7199],{"class":7184},[7170,7679,7680,7682,7685,7687,7690],{"class":7172,"line":156},[7170,7681,7353],{"class":7176},[7170,7683,7684],{"class":7184}," _bin_name ",[7170,7686,7359],{"class":7176},[7170,7688,7689],{"class":7184}," $_bins; ",[7170,7691,7365],{"class":7176},[7170,7693,7694,7697,7700,7702,7705,7707,7710,7712,7714,7717],{"class":7172,"line":7202},[7170,7695,7696],{"class":7222},"  ensure",[7170,7698,7699],{"class":7180}," mv",[7170,7701,7181],{"class":7180},[7170,7703,7704],{"class":7184},"$_src_dir",[7170,7706,7380],{"class":7180},[7170,7708,7709],{"class":7184},"$_bin_name",[7170,7711,7188],{"class":7180},[7170,7713,7181],{"class":7180},[7170,7715,7716],{"class":7184},"$_install_temp",[7170,7718,7386],{"class":7180},[7170,7720,7721,7723,7726,7729,7731,7733,7735,7737],{"class":7172,"line":188},[7170,7722,7696],{"class":7222},[7170,7724,7725],{"class":7180}," chmod",[7170,7727,7728],{"class":7180}," +x",[7170,7730,7181],{"class":7180},[7170,7732,7716],{"class":7184},[7170,7734,7380],{"class":7180},[7170,7736,7709],{"class":7184},[7170,7738,7386],{"class":7180},[7170,7740,7741],{"class":7172,"line":187},[7170,7742,7564],{"class":7176},[7170,7744,7745],{"class":7172,"line":7295},[7170,7746,7747],{"class":7490},"# Final fast mv to live dir\n",[7170,7749,7750,7752,7754,7756,7758],{"class":7172,"line":7475},[7170,7751,7353],{"class":7176},[7170,7753,7684],{"class":7184},[7170,7755,7359],{"class":7176},[7170,7757,7689],{"class":7184},[7170,7759,7365],{"class":7176},[7170,7761,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780],{"class":7172,"line":7481},[7170,7763,7696],{"class":7222},[7170,7765,7699],{"class":7180},[7170,7767,7181],{"class":7180},[7170,7769,7716],{"class":7184},[7170,7771,7380],{"class":7180},[7170,7773,7709],{"class":7184},[7170,7775,7188],{"class":7180},[7170,7777,7181],{"class":7180},[7170,7779,7672],{"class":7184},[7170,7781,7386],{"class":7180},[7170,7783,7784],{"class":7172,"line":7487},[7170,7785,7564],{"class":7176},[22,7787,7788,7789,7792,7793,7796,7797,7800],{},"Libs\u002Fstaticlibs go to ",[26,7790,7791],{},"lib_install_dir",". Receipts (",[26,7794,7795],{},"$HOME\u002F.local\u002Fshare\u002Fuv\u002Fuv-receipt.json",") log prefix, layout, ",[26,7798,7799],{},"modify_path",", aliases.",[7314,7802,7803],{},[22,7804,7805],{},"\"early-bound: export PATH=\"\u002Fhome\u002Fmyuser\u002F.myapp:$PATH\" * late-bound: export PATH=\"$HOME\u002F.myapp:$PATH\"\"",[17,7807,7809],{"id":7808},"path-integration-across-shells-without-duplicates","PATH Integration Across Shells Without Duplicates",[22,7811,7812,7813,7816,7817,7820,7821,7824,7825,7828,7829,7832],{},"Skips if ",[26,7814,7815],{},"NO_MODIFY_PATH=1"," or dir already in ",[26,7818,7819],{},"$PATH",". Creates ",[26,7822,7823],{},"env"," script prepending ",[26,7826,7827],{},"install_dir"," to PATH. Injects via ",[26,7830,7831],{},"add_install_dir_to_path"," into profiles:",[7834,7835,7836,7844,7850,7856],"ul",{},[7837,7838,7839,7840,7843],"li",{},"Primary: ",[26,7841,7842],{},".profile"," (sh-compatible)",[7837,7845,7846,7847],{},"Shotgun: ",[26,7848,7849],{},".profile .bashrc .bash_profile .bash_login",[7837,7851,7852,7853],{},"Zsh: ",[26,7854,7855],{},".zshrc .zshenv",[7837,7857,7858,7859],{},"Fish: ",[26,7860,7861],{},".config\u002Ffish\u002Fconf.d\u002Fuv.fish",[22,7863,7864,7865,7867,7868,7871,7872,7875],{},"Functions like ",[26,7866,7831],{}," append only if absent, using ",[26,7869,7870],{},"grep -q",". CI variant (",[26,7873,7874],{},"add_install_dir_to_ci_path",") for ephemeral envs.",[7314,7877,7878],{},[22,7879,7880],{},"\"This code needs to both compute certain paths for itself to write to, and also write them to shell\u002Frc files so that they can look them up\"",[17,7882,7884],{"id":7883},"updater-and-unmanaged-mode","Updater and Unmanaged Mode",[22,7886,7887,7888,7891,7892,7895,7896,7898,7899,7901,7902,7905,7906,7909,7910,7913,7914,7917],{},"If ",[26,7889,7890],{},"INSTALL_UPDATER=1"," (default, unless ",[26,7893,7894],{},"UV_DISABLE_UPDATE=1","), downloads ",[26,7897,7581],{},", installs alongside ",[26,7900,184],{},". ",[26,7903,7904],{},"UNMANAGED_INSTALL"," forces no PATH mods\u002Fupdater. Shellcheck directives ensure POSIX+ compatibility: ",[26,7907,7908],{},"shellcheck disable=SC2039"," for ",[26,7911,7912],{},"local",", aliases ",[26,7915,7916],{},"local=typeset"," for ksh\u002Fmksh.",[22,7919,7920,7921,7924,7925,7380,7928,7931],{},"Receipt enables ",[26,7922,7923],{},"uv self update",". Verbose\u002Fquiet via ",[26,7926,7927],{},"UV_PRINT_VERBOSE",[26,7929,7930],{},"UV_PRINT_QUIET",".",[7933,7934,7935],"style",{},"html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":155,"searchDepth":156,"depth":156,"links":7937},[7938,7939,7940,7941,7942],{"id":7127,"depth":156,"text":7128},{"id":7325,"depth":156,"text":7326},{"id":7601,"depth":156,"text":7602},{"id":7808,"depth":156,"text":7809},{"id":7883,"depth":156,"text":7884},[216],{"content_references":7945,"triage":7948},[7946],{"type":169,"title":184,"url":7947,"context":176},"https:\u002F\u002Fgithub.com\u002Fastral-sh\u002Fuv",{"relevance":7202,"novelty":156,"quality":188,"actionability":7202,"composite":7949,"reasoning":7950},3.05,"Category: Automation. The article provides a detailed overview of a shell installer script for deploying a Rust binary, which is relevant for developers looking to automate deployment processes. While it offers some practical insights, it lacks a broader context on how this fits into AI product development or specific actionable steps for the audience.","\u002Fsummaries\u002Fefab013b4f2c3445-uv-install-script-cross-platform-rust-binary-deplo-summary","2026-04-16 03:06:36",{"title":7117,"description":155},{"loc":7951},"efab013b4f2c3445","__oneoff__","https:\u002F\u002Fastral.sh\u002Fuv\u002Finstall.sh","summaries\u002Fefab013b4f2c3445-uv-install-script-cross-platform-rust-binary-deplo-summary",[203,204,205,206],"Single-file shell installer for uv 0.11.7 detects arch, downloads platform-specific binaries, handles glibc checks, installs to XDG\u002F~\u002Flocal paths, auto-adds to PATH via shell profiles, and sets up self-updater with receipts.",[206],"JWuMoQbf5DVXAIqAymSNPn3_q2oa9_5wbDaokLT2344",{"id":7964,"title":7965,"ai":7966,"body":7972,"categories":8016,"created_at":163,"date_modified":163,"description":155,"extension":164,"faq":163,"featured":165,"kicker_label":163,"meta":8017,"navigation":191,"path":8022,"published_at":8023,"question":163,"scraped_at":8024,"seo":8025,"sitemap":8026,"source_id":8027,"source_name":198,"source_type":199,"source_url":8028,"stem":8029,"tags":8030,"thumbnail_url":163,"tldr":8031,"tweet":163,"unknown_tags":8032,"__hash__":8033},"summaries\u002Fsummaries\u002F5a214c1bf1e12448-automating-repetitive-workflows-with-python-summary.md","Automating Repetitive Workflows with Python",{"provider":7,"model":7967,"input_tokens":7968,"output_tokens":7969,"processing_time_ms":7970,"cost_usd":7971},"google\u002Fgemini-3.1-flash-lite",3949,373,2337,0.00154675,{"type":14,"value":7973,"toc":8012},[7974,7978,7981,7985,7988,8009],[17,7975,7977],{"id":7976},"audit-your-workflow-to-identify-automation-candidates","Audit Your Workflow to Identify Automation Candidates",[22,7979,7980],{},"Productivity is often mistaken for working faster, but the real gains come from eliminating repetitive tasks entirely. The author suggests tracking your weekly activities for a full week to identify patterns. If a task involves predictable steps—such as downloading reports, renaming files, organizing folders, or updating spreadsheets—it is a prime candidate for automation. By shifting from manual execution to script-based workflows, you can reclaim significant time previously lost to \"busywork.\"",[17,7982,7984],{"id":7983},"build-targeted-scripts-for-repetitive-tasks","Build Targeted Scripts for Repetitive Tasks",[22,7986,7987],{},"Rather than relying on complex productivity apps, the author advocates for building lightweight, custom Python scripts to handle specific, recurring chores. The automation system described focuses on three core areas:",[7834,7989,7990,7997,8003],{},[7837,7991,7992,7996],{},[7993,7994,7995],"strong",{},"File and Data Management:"," Automating the retrieval, renaming, and organization of files, as well as the consolidation of data into spreadsheets.",[7837,7998,7999,8002],{},[7993,8000,8001],{},"Web Monitoring:"," Creating scripts to check websites for updates or changes, removing the need for manual browser-based monitoring.",[7837,8004,8005,8008],{},[7993,8006,8007],{},"Workflow Integration:"," Automating status updates and information collection from disparate sources.",[22,8010,8011],{},"By writing approximately 200 lines of code, the author replaced 10 hours of weekly manual labor with a system that runs automatically, demonstrating that small, focused technical interventions often yield higher returns than adding more tools to an already cluttered workflow.",{"title":155,"searchDepth":156,"depth":156,"links":8013},[8014,8015],{"id":7976,"depth":156,"text":7977},{"id":7983,"depth":156,"text":7984},[226],{"content_references":8018,"triage":8019},[],{"relevance":188,"novelty":7202,"quality":188,"actionability":188,"composite":8020,"reasoning":8021},3.8,"Category: AI Automation. The article provides practical insights on automating repetitive tasks using Python, which aligns with the audience's interest in workflow optimization. It offers specific examples of tasks that can be automated, making it actionable for readers looking to improve their productivity.","\u002Fsummaries\u002F5a214c1bf1e12448-automating-repetitive-workflows-with-python-summary","2026-06-18 08:20:25","2026-06-22 12:56:48",{"title":7965,"description":155},{"loc":8022},"5a214c1bf1e12448","https:\u002F\u002Fpython.plainenglish.io\u002Fi-replaced-10-hours-of-weekly-busywork-with-200-lines-of-python-998b81e5c04a?source=rss----78073def27b8---4","summaries\u002F5a214c1bf1e12448-automating-repetitive-workflows-with-python-summary",[203,205,206],"By auditing weekly tasks and identifying patterns, you can replace hours of manual file management, reporting, and monitoring with simple, custom Python scripts.",[206],"JrTWuJMg4LdNrLQm8Qi6eq0Vrhuz7XOLbXufRNtrx_k",{"id":8035,"title":8036,"ai":8037,"body":8042,"categories":8181,"created_at":163,"date_modified":163,"description":155,"extension":164,"faq":163,"featured":165,"kicker_label":163,"meta":8182,"navigation":191,"path":8186,"published_at":8187,"question":163,"scraped_at":8188,"seo":8189,"sitemap":8190,"source_id":8191,"source_name":198,"source_type":199,"source_url":8192,"stem":8193,"tags":8194,"thumbnail_url":163,"tldr":8195,"tweet":163,"unknown_tags":8196,"__hash__":8197},"summaries\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary.md","Python Tricks: Scripts to Invisible Automation Systems",{"provider":7,"model":8,"input_tokens":8038,"output_tokens":8039,"processing_time_ms":8040,"cost_usd":8041},4938,1580,25939,0.00127075,{"type":14,"value":8043,"toc":8176},[8044,8048,8059,8070,8087,8091,8101,8114,8118,8129,8143,8153,8163,8173],[17,8045,8047],{"id":8046},"composable-primitives-eliminate-string-hacking-and-boilerplate","Composable Primitives Eliminate String Hacking and Boilerplate",[22,8049,8050,8051,8054,8055,8058],{},"Replace ugly string concatenation for files with ",[26,8052,8053],{},"pathlib",": ",[26,8056,8057],{},"from pathlib import Path; base = Path(\"data\"); file_path = base \u002F \"output\" \u002F \"file.txt\"; file_path.write_text(\"Hello world\")",". Paths stay readable, cross-OS compatible, and composable—crucial since automation centers on file manipulation. Avoid string hacks, as they lead to bugs: “If your file code looks like string manipulation, you’re one bug away from regret.”",[22,8060,8061,8062,8065,8066,8069],{},"For iteration, use ",[26,8063,8064],{},"itertools.product"," over loops: ",[26,8067,8068],{},"from itertools import product; colors = [\"red\", \"blue\"]; sizes = [\"S\", \"M\", \"L\"]; list(product(colors, sizes))"," generates cartesian products instantly for test cases, datasets, or configs—replacing 20-line loops.",[22,8071,8072,8073,8054,8076,8079,8080,113,8083,8086],{},"Ditch manual constructors with ",[26,8074,8075],{},"dataclasses",[26,8077,8078],{},"@dataclass class Job: title: str; company: str; salary: int"," auto-generates ",[26,8081,8082],{},"__init__",[26,8084,8085],{},"__repr__",", and comparisons, cutting repetitive code so you focus on workflows, not boilerplate.",[17,8088,8090],{"id":8089},"observability-turns-debugging-into-narratives","Observability Turns Debugging into Narratives",[22,8092,8093,8094,129,8097,8100],{},"f-Strings make logs readable: ",[26,8095,8096],{},"user = \"qasim\"; action = \"login\"; print(f\"[INFO] User {user} performed {action}\")",[26,8098,8099],{},"print(f\"[DEBUG] processing={i} | status={status} | items={len(data)}\")",". They create narrative visibility, speeding automation fixes.",[22,8102,8103,8104,7909,8107,8054,8110,8113],{},"Swap ",[26,8105,8106],{},"print",[26,8108,8109],{},"logging",[26,8111,8112],{},"import logging; logging.basicConfig(level=logging.INFO); logging.info(\"Pipeline started\"); logging.warning(\"Missing values detected\")",". In pipelines, this enables observing systems, not just running code—essential for production debugging without flying blind.",[17,8115,8117],{"id":8116},"safety-nets-cli-tools-and-system-control-scale-automation","Safety Nets, CLI Tools, and System Control Scale Automation",[22,8119,8120,8121,8124,8125,8128],{},"Context managers prevent leaks: ",[26,8122,8123],{},"with open(\"data.txt\") as f: data = f.read()",". Custom ones add power: ",[26,8126,8127],{},"@contextmanager def timer(): start = time.time(); yield; print(\"Elapsed:\", time.time() - start); with timer(): sum(range(1_000_000))",". Automation becomes safe by default—no forgotten closes.",[22,8130,8131,8132,8054,8135,8138,8139,8142],{},"Make scripts tools with ",[26,8133,8134],{},"argparse",[26,8136,8137],{},"parser = argparse.ArgumentParser(); parser.add_argument(\"--input\"); parser.add_argument(\"--mode\"); args = parser.parse_args()"," lets you run ",[26,8140,8141],{},"python app.py --input data.csv --mode fast",", turning files into Linux-like CLI without editing code.",[22,8144,8145,8146,8054,8149,8152],{},"Access APIs via ",[26,8147,8148],{},"requests",[26,8150,8151],{},"res = requests.get(\"https:\u002F\u002Fapi.github.com\u002Fevents\"); data = res.json(); print(len(data))",". Pair with scheduling\u002Ffiles for scrapers, pipelines, or monitoring—core of most tools, including AI via prompts.",[22,8154,8155,8156,8054,8159,8162],{},"Speed up with ",[26,8157,8158],{},"asyncio",[26,8160,8161],{},"async def task(i): await asyncio.sleep(1); return i; async def main(): results = await asyncio.gather(*(task(i) for i in range(5))); asyncio.run(main())"," cuts 5 sequential seconds to ~1 parallel, scaling APIs, scraping, or LLM calls.",[22,8164,8165,8166,8054,8169,8172],{},"Control OS with ",[26,8167,8168],{},"subprocess",[26,8170,8171],{},"subprocess.run([\"ls\", \"-l\"])"," for batch renames, CLI orchestration, or pipelines—Python as machine control layer.",[22,8174,8175],{},"Combined, these remove manual decisions: less thinking, repetition, friction. Good automation feels invisible, handling workflows in the background so you stop thinking about them.",{"title":155,"searchDepth":156,"depth":156,"links":8177},[8178,8179,8180],{"id":8046,"depth":156,"text":8047},{"id":8089,"depth":156,"text":8090},{"id":8116,"depth":156,"text":8117},[240],{"content_references":8183,"triage":8184},[],{"relevance":188,"novelty":7202,"quality":188,"actionability":188,"composite":8020,"reasoning":8185},"Category: AI Automation. The article provides practical Python tricks for building reliable automation systems, addressing the audience's need for actionable content. It includes specific code examples and techniques that can be directly applied to improve automation workflows.","\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary","2026-05-12 15:41:08","2026-05-13 19:01:05",{"title":8036,"description":155},{"loc":8186},"2213f25251a75094","https:\u002F\u002Fpython.plainenglish.io\u002F10-python-tricks-that-turn-beginners-into-builders-36c42288ffef?source=rss----78073def27b8---4","summaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary",[203,205,206],"Shift from one-off scripts to reliable systems using pathlib for paths, itertools for combinations, dataclasses for models, logging over print, context managers for safety, argparse for CLI, requests\u002Fasyncio for APIs, and subprocess for OS control—removing manual decisions entirely.",[206],"We0hU3wZU4j3_jCKrixA2VsGroJ-G8A5k73y7Lt-pZc",{"id":8199,"title":8200,"ai":8201,"body":8206,"categories":8263,"created_at":163,"date_modified":163,"description":155,"extension":164,"faq":163,"featured":165,"kicker_label":163,"meta":8264,"navigation":191,"path":8268,"published_at":8269,"question":163,"scraped_at":8270,"seo":8271,"sitemap":8272,"source_id":8273,"source_name":198,"source_type":199,"source_url":8274,"stem":8275,"tags":8276,"thumbnail_url":163,"tldr":8277,"tweet":163,"unknown_tags":8278,"__hash__":8279},"summaries\u002Fsummaries\u002F530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary.md","Earn with Python: Automate Real Problems First",{"provider":7,"model":8,"input_tokens":8202,"output_tokens":8203,"processing_time_ms":8204,"cost_usd":8205},3863,1103,13304,0.00081725,{"type":14,"value":8207,"toc":8259},[8208,8212,8215,8221,8225,8228,8247,8250,8256],[17,8209,8211],{"id":8210},"pivot-from-learning-syntax-to-delivering-outcomes","Pivot from Learning Syntax to Delivering Outcomes",[22,8213,8214],{},"Beginners waste time on endless tutorials and generic projects like for-loop exercises. Instead, create value by automating annoying, repetitive tasks for yourself or others. Clients pay for Python work not because of clever code, but for tangible results: saved time, fewer mistakes, faster workflows, and better decisions. This approach lets even novices deliver paid value sooner than expected.",[22,8216,8217,8220],{},[7993,8218,8219],{},"Core shift",": Replace \"What Python project should I build?\" with \"What repetitive task can I automate?\" Good ideas emerge from identifying real pain points in daily work, like data entry or report generation.",[17,8222,8224],{"id":8223},"_5-beginner-automation-ideas-to-monetize","5 Beginner Automation Ideas to Monetize",[22,8226,8227],{},"The article outlines five Python automation projects, scaled from beginner to advanced. For each, identify the problem it solves, why clients pay (time savings or error reduction), and key libraries to implement:",[7834,8229,8230],{},[7837,8231,8232,8233,8236,8237,129,8240,8242,8243,8246],{},"Though specifics aren't detailed here, expect ideas like file processing, web scraping, or email handling—common entry points using libraries such as ",[26,8234,8235],{},"pandas"," for data tasks, ",[26,8238,8239],{},"selenium",[26,8241,8148],{}," for web automation, and ",[26,8244,8245],{},"smtplib"," for emails.",[22,8248,8249],{},"Build these to solve observed problems: watch colleagues struggle with manual processes, then prototype a script that cuts hours to minutes. Offer as freelance gigs on platforms like Upwork, starting at $20-50 per script, scaling to retainers for maintenance.",[22,8251,8252,8255],{},[7993,8253,8254],{},"Trade-offs",": Automations shine for repetitive tasks but require domain knowledge to spot opportunities. Test on your own workflow first to validate before selling.",[22,8257,8258],{},"This content teases practical starters but lacks full breakdowns due to paywall—focus on the mindset to apply immediately.",{"title":155,"searchDepth":156,"depth":156,"links":8260},[8261,8262],{"id":8210,"depth":156,"text":8211},{"id":8223,"depth":156,"text":8224},[216],{"content_references":8265,"triage":8266},[],{"relevance":188,"novelty":7202,"quality":188,"actionability":188,"composite":8020,"reasoning":8267},"Category: AI Automation. The article provides actionable insights for beginners looking to automate tasks using Python, addressing the pain point of how to deliver tangible outcomes rather than just learning syntax. It outlines specific automation ideas and emphasizes the importance of identifying real problems to solve, which is directly applicable to the audience.","\u002Fsummaries\u002F530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary","2026-05-03 09:16:32","2026-05-03 17:00:41",{"title":8200,"description":155},{"loc":8268},"530a45bff7d6a8c2","https:\u002F\u002Fpython.plainenglish.io\u002Fhow-beginners-can-start-earning-with-python-cc9e725efa4f?source=rss----78073def27b8---4","summaries\u002F530a45bff7d6a8c2-earn-with-python-automate-real-problems-first-summary",[203,205,206],"Skip syntax tutorials and for-loop projects. Beginners earn by automating repetitive tasks that save time or reduce errors, using Python libraries for quick value.",[206],"K4_4Sw9ak8izn_A-vCswgp02XDjkZ0hkNYGv__Ca-W4"]