[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ai-debugging-beats-stack-overflow-s-20-30-min-tax-summary":3,"summaries-facets-categories":96,"summary-related-ai-debugging-beats-stack-overflow-s-20-30-min-tax-summary":3681},{"id":4,"title":5,"ai":6,"body":13,"categories":73,"created_at":75,"date_modified":75,"description":38,"extension":76,"faq":75,"featured":77,"kicker_label":75,"meta":78,"navigation":79,"path":80,"published_at":81,"question":75,"scraped_at":75,"seo":82,"sitemap":83,"source_id":84,"source_name":85,"source_type":86,"source_url":87,"stem":88,"tags":89,"thumbnail_url":75,"tldr":93,"tweet":75,"unknown_tags":94,"__hash__":95},"summaries\u002Fsummaries\u002Fai-debugging-beats-stack-overflow-s-20-30-min-tax-summary.md","AI Debugging Beats Stack Overflow's 20-30 Min Tax",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3622,908,12060,0.00115605,{"type":14,"value":15,"toc":69},"minimark",[16,21,25,29,32,62,65],[17,18,20],"h2",{"id":19},"stack-overflows-mechanical-overhead-drains-time","Stack Overflow's Mechanical Overhead Drains Time",[22,23,24],"p",{},"Traditional debugging rituals waste 20–30 minutes per issue on rote tasks: see error, open browser, search Stack Overflow, scan 2019 answers for wrong versions, try fixes, hit new errors, repeat. This isn't true problem-solving—it's transcription. Most answers mismatch current library versions, forcing cycles of trial and error without understanding root causes.",[17,26,28],{"id":27},"ai-delivers-instant-contextual-insights","AI Delivers Instant, Contextual Insights",[22,30,31],{},"Switch to AI like Claude: paste full code snippet and ask targeted questions (e.g., \"Why duplicates in this pandas merge?\") for precise explanations tied to your exact context. In a pandas merge debug with clean data and matching keys but duplicate rows, old Stack Overflow hunt took 25 minutes across irrelevant many-to-many merge answers. AI resolved it immediately by analyzing the specific DataFrame setup:",[33,34,39],"pre",{"className":35,"code":36,"language":37,"meta":38,"style":38},"language-python shiki shiki-themes github-light github-dark","import pandas as pd\norders = pd.DataFrame({\n    # code continues...\n","python","",[40,41,42,50,56],"code",{"__ignoreMap":38},[43,44,47],"span",{"class":45,"line":46},"line",1,[43,48,49],{},"import pandas as pd\n",[43,51,53],{"class":45,"line":52},2,[43,54,55],{},"orders = pd.DataFrame({\n",[43,57,59],{"class":45,"line":58},3,[43,60,61],{},"    # code continues...\n",[22,63,64],{},"This approach turns debugging into focused reasoning, eliminating version mismatches and generic advice.",[66,67,68],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":38,"searchDepth":52,"depth":52,"links":70},[71,72],{"id":19,"depth":52,"text":20},{"id":27,"depth":52,"text":28},[74],"Developer Productivity",null,"md",false,{},true,"\u002Fsummaries\u002Fai-debugging-beats-stack-overflow-s-20-30-min-tax-summary","2026-04-08 21:21:18",{"title":5,"description":38},{"loc":80},"d31221dad4090ec8","Python in Plain English","article","https:\u002F\u002Funknown","summaries\u002Fai-debugging-beats-stack-overflow-s-20-30-min-tax-summary",[37,90,91,92],"llm","ai-tools","coding","Paste code\u002Ferrors into Claude for context-aware fixes in seconds, skipping Stack Overflow's mechanical 20-30 min searches that often yield outdated answers.",[],"CXvFcKcCoe6gAvOjoRztUfwC46_9lOQjdPrXkY0AivI",[97,99,102,105,108,111,113,115,117,119,121,123,126,128,130,132,134,136,138,140,142,144,147,150,152,154,157,159,161,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679],{"categories":98},[74],{"categories":100},[101],"Business & SaaS",{"categories":103},[104],"AI & LLMs",{"categories":106},[107],"AI Automation",{"categories":109},[110],"Product Strategy",{"categories":112},[104],{"categories":114},[74],{"categories":116},[101],{"categories":118},[],{"categories":120},[104],{"categories":122},[],{"categories":124},[125],"AI News & Trends",{"categories":127},[107],{"categories":129},[125],{"categories":131},[107],{"categories":133},[107],{"categories":135},[104],{"categories":137},[104],{"categories":139},[125],{"categories":141},[104],{"categories":143},[],{"categories":145},[146],"Design & Frontend",{"categories":148},[149],"Data Science & Visualization",{"categories":151},[125],{"categories":153},[],{"categories":155},[156],"Software Engineering",{"categories":158},[104],{"categories":160},[107],{"categories":162},[163],"Marketing & Growth",{"categories":165},[104],{"categories":167},[107],{"categories":169},[],{"categories":171},[],{"categories":173},[146],{"categories":175},[107],{"categories":177},[74],{"categories":179},[146],{"categories":181},[104],{"categories":183},[107],{"categories":185},[125],{"categories":187},[],{"categories":189},[],{"categories":191},[107],{"categories":193},[156],{"categories":195},[],{"categories":197},[101],{"categories":199},[],{"categories":201},[],{"categories":203},[107],{"categories":205},[107],{"categories":207},[104],{"categories":209},[],{"categories":211},[156],{"categories":213},[],{"categories":215},[],{"categories":217},[],{"categories":219},[104],{"categories":221},[163],{"categories":223},[146],{"categories":225},[146],{"categories":227},[104],{"categories":229},[107],{"categories":231},[104],{"categories":233},[104],{"categories":235},[107],{"categories":237},[107],{"categories":239},[149],{"categories":241},[125],{"categories":243},[107],{"categories":245},[163],{"categories":247},[107],{"categories":249},[110],{"categories":251},[],{"categories":253},[107],{"categories":255},[],{"categories":257},[107],{"categories":259},[156],{"categories":261},[146],{"categories":263},[104],{"categories":265},[],{"categories":267},[],{"categories":269},[107],{"categories":271},[],{"categories":273},[104],{"categories":275},[],{"categories":277},[74],{"categories":279},[156],{"categories":281},[101],{"categories":283},[125],{"categories":285},[104],{"categories":287},[],{"categories":289},[104],{"categories":291},[],{"categories":293},[156],{"categories":295},[149],{"categories":297},[],{"categories":299},[104],{"categories":301},[146],{"categories":303},[],{"categories":305},[146],{"categories":307},[107],{"categories":309},[],{"categories":311},[107],{"categories":313},[125],{"categories":315},[101],{"categories":317},[104],{"categories":319},[],{"categories":321},[107],{"categories":323},[104],{"categories":325},[110],{"categories":327},[],{"categories":329},[104],{"categories":331},[107],{"categories":333},[107],{"categories":335},[],{"categories":337},[149],{"categories":339},[104],{"categories":341},[],{"categories":343},[74],{"categories":345},[101],{"categories":347},[104],{"categories":349},[107],{"categories":351},[156],{"categories":353},[104],{"categories":355},[],{"categories":357},[],{"categories":359},[104],{"categories":361},[],{"categories":363},[146],{"categories":365},[],{"categories":367},[104],{"categories":369},[],{"categories":371},[107],{"categories":373},[104],{"categories":375},[146],{"categories":377},[],{"categories":379},[104],{"categories":381},[104],{"categories":383},[101],{"categories":385},[107],{"categories":387},[104],{"categories":389},[146],{"categories":391},[107],{"categories":393},[],{"categories":395},[],{"categories":397},[125],{"categories":399},[],{"categories":401},[104],{"categories":403},[101,163],{"categories":405},[],{"categories":407},[104],{"categories":409},[],{"categories":411},[],{"categories":413},[104],{"categories":415},[],{"categories":417},[104],{"categories":419},[420],"DevOps & Cloud",{"categories":422},[],{"categories":424},[125],{"categories":426},[146],{"categories":428},[],{"categories":430},[125],{"categories":432},[125],{"categories":434},[104],{"categories":436},[163],{"categories":438},[],{"categories":440},[101],{"categories":442},[],{"categories":444},[104,420],{"categories":446},[104],{"categories":448},[104],{"categories":450},[107],{"categories":452},[104,156],{"categories":454},[149],{"categories":456},[104],{"categories":458},[163],{"categories":460},[107],{"categories":462},[107],{"categories":464},[],{"categories":466},[107],{"categories":468},[104,101],{"categories":470},[],{"categories":472},[146],{"categories":474},[146],{"categories":476},[],{"categories":478},[],{"categories":480},[125],{"categories":482},[],{"categories":484},[74],{"categories":486},[156],{"categories":488},[104],{"categories":490},[146],{"categories":492},[107],{"categories":494},[156],{"categories":496},[125],{"categories":498},[146],{"categories":500},[],{"categories":502},[104],{"categories":504},[104],{"categories":506},[104],{"categories":508},[125],{"categories":510},[74],{"categories":512},[104],{"categories":514},[107],{"categories":516},[420],{"categories":518},[146],{"categories":520},[107],{"categories":522},[],{"categories":524},[],{"categories":526},[146],{"categories":528},[125],{"categories":530},[149],{"categories":532},[],{"categories":534},[104],{"categories":536},[104],{"categories":538},[101],{"categories":540},[104],{"categories":542},[104],{"categories":544},[125],{"categories":546},[],{"categories":548},[107],{"categories":550},[156],{"categories":552},[],{"categories":554},[104],{"categories":556},[104],{"categories":558},[107],{"categories":560},[],{"categories":562},[],{"categories":564},[104],{"categories":566},[],{"categories":568},[101],{"categories":570},[107],{"categories":572},[],{"categories":574},[74],{"categories":576},[104],{"categories":578},[101],{"categories":580},[125],{"categories":582},[],{"categories":584},[],{"categories":586},[],{"categories":588},[125],{"categories":590},[125],{"categories":592},[],{"categories":594},[],{"categories":596},[101],{"categories":598},[],{"categories":600},[],{"categories":602},[74],{"categories":604},[],{"categories":606},[163],{"categories":608},[107],{"categories":610},[101],{"categories":612},[107],{"categories":614},[156],{"categories":616},[],{"categories":618},[110],{"categories":620},[146],{"categories":622},[156],{"categories":624},[104],{"categories":626},[107],{"categories":628},[101],{"categories":630},[104],{"categories":632},[],{"categories":634},[],{"categories":636},[156],{"categories":638},[149],{"categories":640},[110],{"categories":642},[107],{"categories":644},[104],{"categories":646},[],{"categories":648},[420],{"categories":650},[],{"categories":652},[107],{"categories":654},[],{"categories":656},[],{"categories":658},[104],{"categories":660},[146],{"categories":662},[163],{"categories":664},[107],{"categories":666},[],{"categories":668},[74],{"categories":670},[],{"categories":672},[125],{"categories":674},[104,420],{"categories":676},[125],{"categories":678},[104],{"categories":680},[101],{"categories":682},[104],{"categories":684},[],{"categories":686},[101],{"categories":688},[],{"categories":690},[156],{"categories":692},[146],{"categories":694},[125],{"categories":696},[149],{"categories":698},[74],{"categories":700},[104],{"categories":702},[156],{"categories":704},[],{"categories":706},[],{"categories":708},[110],{"categories":710},[],{"categories":712},[104],{"categories":714},[],{"categories":716},[146],{"categories":718},[146],{"categories":720},[146],{"categories":722},[],{"categories":724},[],{"categories":726},[125],{"categories":728},[107],{"categories":730},[104],{"categories":732},[104],{"categories":734},[104],{"categories":736},[101],{"categories":738},[104],{"categories":740},[],{"categories":742},[156],{"categories":744},[156],{"categories":746},[101],{"categories":748},[],{"categories":750},[104],{"categories":752},[104],{"categories":754},[101],{"categories":756},[125],{"categories":758},[163],{"categories":760},[107],{"categories":762},[],{"categories":764},[146],{"categories":766},[],{"categories":768},[104],{"categories":770},[],{"categories":772},[101],{"categories":774},[107],{"categories":776},[],{"categories":778},[420],{"categories":780},[149],{"categories":782},[156],{"categories":784},[163],{"categories":786},[156],{"categories":788},[107],{"categories":790},[],{"categories":792},[],{"categories":794},[107],{"categories":796},[74],{"categories":798},[107],{"categories":800},[110],{"categories":802},[101],{"categories":804},[],{"categories":806},[104],{"categories":808},[110],{"categories":810},[104],{"categories":812},[104],{"categories":814},[163],{"categories":816},[146],{"categories":818},[107],{"categories":820},[],{"categories":822},[],{"categories":824},[420],{"categories":826},[156],{"categories":828},[],{"categories":830},[107],{"categories":832},[104],{"categories":834},[146,104],{"categories":836},[74],{"categories":838},[],{"categories":840},[104],{"categories":842},[74],{"categories":844},[146],{"categories":846},[107],{"categories":848},[156],{"categories":850},[],{"categories":852},[104],{"categories":854},[],{"categories":856},[74],{"categories":858},[],{"categories":860},[107],{"categories":862},[110],{"categories":864},[104],{"categories":866},[104],{"categories":868},[146],{"categories":870},[107],{"categories":872},[420],{"categories":874},[146],{"categories":876},[107],{"categories":878},[104],{"categories":880},[104],{"categories":882},[104],{"categories":884},[125],{"categories":886},[],{"categories":888},[110],{"categories":890},[107],{"categories":892},[146],{"categories":894},[107],{"categories":896},[156],{"categories":898},[146],{"categories":900},[107],{"categories":902},[125],{"categories":904},[],{"categories":906},[104],{"categories":908},[146],{"categories":910},[104],{"categories":912},[74],{"categories":914},[125],{"categories":916},[104],{"categories":918},[163],{"categories":920},[104],{"categories":922},[104],{"categories":924},[107],{"categories":926},[107],{"categories":928},[104],{"categories":930},[107],{"categories":932},[146],{"categories":934},[104],{"categories":936},[],{"categories":938},[],{"categories":940},[156],{"categories":942},[],{"categories":944},[74],{"categories":946},[420],{"categories":948},[],{"categories":950},[74],{"categories":952},[101],{"categories":954},[163],{"categories":956},[],{"categories":958},[101],{"categories":960},[],{"categories":962},[],{"categories":964},[],{"categories":966},[],{"categories":968},[],{"categories":970},[104],{"categories":972},[107],{"categories":974},[420],{"categories":976},[74],{"categories":978},[104],{"categories":980},[156],{"categories":982},[110],{"categories":984},[104],{"categories":986},[163],{"categories":988},[104],{"categories":990},[104],{"categories":992},[104],{"categories":994},[104,74],{"categories":996},[156],{"categories":998},[156],{"categories":1000},[146],{"categories":1002},[104],{"categories":1004},[],{"categories":1006},[],{"categories":1008},[],{"categories":1010},[156],{"categories":1012},[149],{"categories":1014},[125],{"categories":1016},[146],{"categories":1018},[],{"categories":1020},[104],{"categories":1022},[104],{"categories":1024},[],{"categories":1026},[],{"categories":1028},[107],{"categories":1030},[104],{"categories":1032},[101],{"categories":1034},[],{"categories":1036},[74],{"categories":1038},[104],{"categories":1040},[74],{"categories":1042},[104],{"categories":1044},[156],{"categories":1046},[163],{"categories":1048},[104,146],{"categories":1050},[125],{"categories":1052},[146],{"categories":1054},[],{"categories":1056},[420],{"categories":1058},[146],{"categories":1060},[107],{"categories":1062},[],{"categories":1064},[],{"categories":1066},[],{"categories":1068},[],{"categories":1070},[156],{"categories":1072},[107],{"categories":1074},[107],{"categories":1076},[420],{"categories":1078},[104],{"categories":1080},[104],{"categories":1082},[104],{"categories":1084},[],{"categories":1086},[146],{"categories":1088},[],{"categories":1090},[],{"categories":1092},[107],{"categories":1094},[],{"categories":1096},[],{"categories":1098},[163],{"categories":1100},[163],{"categories":1102},[107],{"categories":1104},[],{"categories":1106},[104],{"categories":1108},[104],{"categories":1110},[156],{"categories":1112},[146],{"categories":1114},[146],{"categories":1116},[107],{"categories":1118},[74],{"categories":1120},[104],{"categories":1122},[146],{"categories":1124},[146],{"categories":1126},[107],{"categories":1128},[107],{"categories":1130},[104],{"categories":1132},[],{"categories":1134},[],{"categories":1136},[104],{"categories":1138},[107],{"categories":1140},[125],{"categories":1142},[156],{"categories":1144},[74],{"categories":1146},[104],{"categories":1148},[],{"categories":1150},[107],{"categories":1152},[107],{"categories":1154},[],{"categories":1156},[74],{"categories":1158},[104],{"categories":1160},[74],{"categories":1162},[74],{"categories":1164},[],{"categories":1166},[],{"categories":1168},[107],{"categories":1170},[107],{"categories":1172},[104],{"categories":1174},[104],{"categories":1176},[125],{"categories":1178},[149],{"categories":1180},[110],{"categories":1182},[125],{"categories":1184},[146],{"categories":1186},[],{"categories":1188},[125],{"categories":1190},[],{"categories":1192},[],{"categories":1194},[],{"categories":1196},[],{"categories":1198},[156],{"categories":1200},[149],{"categories":1202},[],{"categories":1204},[104],{"categories":1206},[104],{"categories":1208},[149],{"categories":1210},[156],{"categories":1212},[],{"categories":1214},[],{"categories":1216},[107],{"categories":1218},[125],{"categories":1220},[125],{"categories":1222},[107],{"categories":1224},[74],{"categories":1226},[104,420],{"categories":1228},[],{"categories":1230},[146],{"categories":1232},[74],{"categories":1234},[107],{"categories":1236},[146],{"categories":1238},[],{"categories":1240},[107],{"categories":1242},[107],{"categories":1244},[104],{"categories":1246},[163],{"categories":1248},[156],{"categories":1250},[146],{"categories":1252},[],{"categories":1254},[107],{"categories":1256},[104],{"categories":1258},[107],{"categories":1260},[107],{"categories":1262},[107],{"categories":1264},[163],{"categories":1266},[107],{"categories":1268},[104],{"categories":1270},[],{"categories":1272},[163],{"categories":1274},[125],{"categories":1276},[107],{"categories":1278},[],{"categories":1280},[],{"categories":1282},[104],{"categories":1284},[107],{"categories":1286},[125],{"categories":1288},[107],{"categories":1290},[],{"categories":1292},[],{"categories":1294},[],{"categories":1296},[107],{"categories":1298},[],{"categories":1300},[],{"categories":1302},[149],{"categories":1304},[104],{"categories":1306},[149],{"categories":1308},[125],{"categories":1310},[104],{"categories":1312},[104],{"categories":1314},[107],{"categories":1316},[104],{"categories":1318},[],{"categories":1320},[],{"categories":1322},[420],{"categories":1324},[],{"categories":1326},[],{"categories":1328},[74],{"categories":1330},[],{"categories":1332},[],{"categories":1334},[],{"categories":1336},[],{"categories":1338},[156],{"categories":1340},[125],{"categories":1342},[163],{"categories":1344},[101],{"categories":1346},[104],{"categories":1348},[104],{"categories":1350},[101],{"categories":1352},[],{"categories":1354},[146],{"categories":1356},[107],{"categories":1358},[101],{"categories":1360},[104],{"categories":1362},[104],{"categories":1364},[74],{"categories":1366},[],{"categories":1368},[74],{"categories":1370},[104],{"categories":1372},[163],{"categories":1374},[107],{"categories":1376},[125],{"categories":1378},[101],{"categories":1380},[104],{"categories":1382},[107],{"categories":1384},[],{"categories":1386},[104],{"categories":1388},[74],{"categories":1390},[104],{"categories":1392},[],{"categories":1394},[125],{"categories":1396},[104],{"categories":1398},[],{"categories":1400},[101],{"categories":1402},[104],{"categories":1404},[],{"categories":1406},[],{"categories":1408},[],{"categories":1410},[104],{"categories":1412},[],{"categories":1414},[420],{"categories":1416},[104],{"categories":1418},[],{"categories":1420},[104],{"categories":1422},[104],{"categories":1424},[104],{"categories":1426},[104,420],{"categories":1428},[104],{"categories":1430},[104],{"categories":1432},[146],{"categories":1434},[107],{"categories":1436},[],{"categories":1438},[107],{"categories":1440},[104],{"categories":1442},[104],{"categories":1444},[104],{"categories":1446},[74],{"categories":1448},[74],{"categories":1450},[156],{"categories":1452},[146],{"categories":1454},[107],{"categories":1456},[],{"categories":1458},[104],{"categories":1460},[125],{"categories":1462},[104],{"categories":1464},[101],{"categories":1466},[],{"categories":1468},[420],{"categories":1470},[146],{"categories":1472},[146],{"categories":1474},[107],{"categories":1476},[125],{"categories":1478},[107],{"categories":1480},[104],{"categories":1482},[],{"categories":1484},[104],{"categories":1486},[],{"categories":1488},[],{"categories":1490},[104],{"categories":1492},[104],{"categories":1494},[104],{"categories":1496},[107],{"categories":1498},[104],{"categories":1500},[],{"categories":1502},[149],{"categories":1504},[107],{"categories":1506},[],{"categories":1508},[],{"categories":1510},[104],{"categories":1512},[125],{"categories":1514},[],{"categories":1516},[146],{"categories":1518},[420],{"categories":1520},[125],{"categories":1522},[156],{"categories":1524},[156],{"categories":1526},[125],{"categories":1528},[125],{"categories":1530},[420],{"categories":1532},[],{"categories":1534},[125],{"categories":1536},[104],{"categories":1538},[74],{"categories":1540},[125],{"categories":1542},[],{"categories":1544},[149],{"categories":1546},[125],{"categories":1548},[156],{"categories":1550},[125],{"categories":1552},[420],{"categories":1554},[104],{"categories":1556},[104],{"categories":1558},[],{"categories":1560},[101],{"categories":1562},[],{"categories":1564},[],{"categories":1566},[104],{"categories":1568},[104],{"categories":1570},[104],{"categories":1572},[104],{"categories":1574},[],{"categories":1576},[149],{"categories":1578},[74],{"categories":1580},[],{"categories":1582},[104],{"categories":1584},[104],{"categories":1586},[420],{"categories":1588},[420],{"categories":1590},[],{"categories":1592},[107],{"categories":1594},[125],{"categories":1596},[125],{"categories":1598},[104],{"categories":1600},[107],{"categories":1602},[],{"categories":1604},[146],{"categories":1606},[104],{"categories":1608},[104],{"categories":1610},[],{"categories":1612},[],{"categories":1614},[420],{"categories":1616},[104],{"categories":1618},[156],{"categories":1620},[101],{"categories":1622},[104],{"categories":1624},[],{"categories":1626},[107],{"categories":1628},[74],{"categories":1630},[74],{"categories":1632},[],{"categories":1634},[104],{"categories":1636},[146],{"categories":1638},[107],{"categories":1640},[],{"categories":1642},[104],{"categories":1644},[104],{"categories":1646},[107],{"categories":1648},[],{"categories":1650},[107],{"categories":1652},[156],{"categories":1654},[],{"categories":1656},[104],{"categories":1658},[],{"categories":1660},[104],{"categories":1662},[],{"categories":1664},[104],{"categories":1666},[104],{"categories":1668},[],{"categories":1670},[104],{"categories":1672},[125],{"categories":1674},[104],{"categories":1676},[104],{"categories":1678},[74],{"categories":1680},[104],{"categories":1682},[125],{"categories":1684},[107],{"categories":1686},[],{"categories":1688},[104],{"categories":1690},[163],{"categories":1692},[],{"categories":1694},[],{"categories":1696},[],{"categories":1698},[74],{"categories":1700},[125],{"categories":1702},[107],{"categories":1704},[104],{"categories":1706},[146],{"categories":1708},[107],{"categories":1710},[],{"categories":1712},[107],{"categories":1714},[],{"categories":1716},[104],{"categories":1718},[107],{"categories":1720},[104],{"categories":1722},[],{"categories":1724},[104],{"categories":1726},[104],{"categories":1728},[125],{"categories":1730},[146],{"categories":1732},[107],{"categories":1734},[146],{"categories":1736},[101],{"categories":1738},[],{"categories":1740},[],{"categories":1742},[104],{"categories":1744},[74],{"categories":1746},[125],{"categories":1748},[],{"categories":1750},[],{"categories":1752},[156],{"categories":1754},[146],{"categories":1756},[],{"categories":1758},[104],{"categories":1760},[],{"categories":1762},[163],{"categories":1764},[104],{"categories":1766},[420],{"categories":1768},[156],{"categories":1770},[],{"categories":1772},[107],{"categories":1774},[104],{"categories":1776},[107],{"categories":1778},[107],{"categories":1780},[104],{"categories":1782},[],{"categories":1784},[74],{"categories":1786},[104],{"categories":1788},[101],{"categories":1790},[156],{"categories":1792},[146],{"categories":1794},[],{"categories":1796},[],{"categories":1798},[],{"categories":1800},[107],{"categories":1802},[146],{"categories":1804},[125],{"categories":1806},[104],{"categories":1808},[125],{"categories":1810},[146],{"categories":1812},[],{"categories":1814},[146],{"categories":1816},[125],{"categories":1818},[101],{"categories":1820},[104],{"categories":1822},[125],{"categories":1824},[163],{"categories":1826},[],{"categories":1828},[],{"categories":1830},[149],{"categories":1832},[104,156],{"categories":1834},[125],{"categories":1836},[104],{"categories":1838},[107],{"categories":1840},[107],{"categories":1842},[104],{"categories":1844},[],{"categories":1846},[156],{"categories":1848},[104],{"categories":1850},[149],{"categories":1852},[107],{"categories":1854},[163],{"categories":1856},[420],{"categories":1858},[],{"categories":1860},[74],{"categories":1862},[107],{"categories":1864},[107],{"categories":1866},[156],{"categories":1868},[104],{"categories":1870},[104],{"categories":1872},[],{"categories":1874},[],{"categories":1876},[],{"categories":1878},[420],{"categories":1880},[125],{"categories":1882},[104],{"categories":1884},[104],{"categories":1886},[104],{"categories":1888},[],{"categories":1890},[149],{"categories":1892},[101],{"categories":1894},[],{"categories":1896},[107],{"categories":1898},[420],{"categories":1900},[],{"categories":1902},[146],{"categories":1904},[146],{"categories":1906},[],{"categories":1908},[156],{"categories":1910},[146],{"categories":1912},[104],{"categories":1914},[],{"categories":1916},[125],{"categories":1918},[104],{"categories":1920},[146],{"categories":1922},[107],{"categories":1924},[125],{"categories":1926},[],{"categories":1928},[107],{"categories":1930},[146],{"categories":1932},[104],{"categories":1934},[],{"categories":1936},[104],{"categories":1938},[104],{"categories":1940},[420],{"categories":1942},[125],{"categories":1944},[149],{"categories":1946},[149],{"categories":1948},[],{"categories":1950},[],{"categories":1952},[],{"categories":1954},[107],{"categories":1956},[156],{"categories":1958},[156],{"categories":1960},[],{"categories":1962},[],{"categories":1964},[104],{"categories":1966},[],{"categories":1968},[107],{"categories":1970},[104],{"categories":1972},[],{"categories":1974},[104],{"categories":1976},[101],{"categories":1978},[104],{"categories":1980},[163],{"categories":1982},[107],{"categories":1984},[104],{"categories":1986},[156],{"categories":1988},[125],{"categories":1990},[107],{"categories":1992},[],{"categories":1994},[125],{"categories":1996},[107],{"categories":1998},[107],{"categories":2000},[],{"categories":2002},[101],{"categories":2004},[107],{"categories":2006},[],{"categories":2008},[104],{"categories":2010},[74],{"categories":2012},[125],{"categories":2014},[420],{"categories":2016},[107],{"categories":2018},[107],{"categories":2020},[74],{"categories":2022},[104],{"categories":2024},[],{"categories":2026},[],{"categories":2028},[146],{"categories":2030},[104,101],{"categories":2032},[],{"categories":2034},[74],{"categories":2036},[149],{"categories":2038},[104],{"categories":2040},[156],{"categories":2042},[104],{"categories":2044},[107],{"categories":2046},[104],{"categories":2048},[104],{"categories":2050},[125],{"categories":2052},[107],{"categories":2054},[],{"categories":2056},[],{"categories":2058},[107],{"categories":2060},[104],{"categories":2062},[420],{"categories":2064},[],{"categories":2066},[104],{"categories":2068},[107],{"categories":2070},[],{"categories":2072},[104],{"categories":2074},[163],{"categories":2076},[149],{"categories":2078},[107],{"categories":2080},[104],{"categories":2082},[420],{"categories":2084},[],{"categories":2086},[104],{"categories":2088},[163],{"categories":2090},[146],{"categories":2092},[104],{"categories":2094},[],{"categories":2096},[163],{"categories":2098},[125],{"categories":2100},[104],{"categories":2102},[104],{"categories":2104},[74],{"categories":2106},[],{"categories":2108},[],{"categories":2110},[146],{"categories":2112},[104],{"categories":2114},[149],{"categories":2116},[163],{"categories":2118},[163],{"categories":2120},[125],{"categories":2122},[],{"categories":2124},[],{"categories":2126},[104],{"categories":2128},[],{"categories":2130},[104,156],{"categories":2132},[125],{"categories":2134},[107],{"categories":2136},[156],{"categories":2138},[104],{"categories":2140},[74],{"categories":2142},[],{"categories":2144},[],{"categories":2146},[74],{"categories":2148},[163],{"categories":2150},[104],{"categories":2152},[],{"categories":2154},[146,104],{"categories":2156},[420],{"categories":2158},[74],{"categories":2160},[],{"categories":2162},[101],{"categories":2164},[101],{"categories":2166},[104],{"categories":2168},[156],{"categories":2170},[107],{"categories":2172},[125],{"categories":2174},[163],{"categories":2176},[146],{"categories":2178},[104],{"categories":2180},[104],{"categories":2182},[104],{"categories":2184},[74],{"categories":2186},[104],{"categories":2188},[107],{"categories":2190},[125],{"categories":2192},[],{"categories":2194},[],{"categories":2196},[149],{"categories":2198},[156],{"categories":2200},[104],{"categories":2202},[146],{"categories":2204},[149],{"categories":2206},[104],{"categories":2208},[104],{"categories":2210},[107],{"categories":2212},[107],{"categories":2214},[104,101],{"categories":2216},[],{"categories":2218},[146],{"categories":2220},[],{"categories":2222},[104],{"categories":2224},[125],{"categories":2226},[74],{"categories":2228},[74],{"categories":2230},[107],{"categories":2232},[104],{"categories":2234},[101],{"categories":2236},[156],{"categories":2238},[163],{"categories":2240},[],{"categories":2242},[125],{"categories":2244},[104],{"categories":2246},[104],{"categories":2248},[125],{"categories":2250},[156],{"categories":2252},[104],{"categories":2254},[107],{"categories":2256},[125],{"categories":2258},[104],{"categories":2260},[146],{"categories":2262},[104],{"categories":2264},[104],{"categories":2266},[420],{"categories":2268},[110],{"categories":2270},[107],{"categories":2272},[104],{"categories":2274},[125],{"categories":2276},[107],{"categories":2278},[163],{"categories":2280},[104],{"categories":2282},[],{"categories":2284},[104],{"categories":2286},[],{"categories":2288},[],{"categories":2290},[],{"categories":2292},[101],{"categories":2294},[104],{"categories":2296},[107],{"categories":2298},[125],{"categories":2300},[125],{"categories":2302},[125],{"categories":2304},[125],{"categories":2306},[],{"categories":2308},[74],{"categories":2310},[107],{"categories":2312},[125],{"categories":2314},[74],{"categories":2316},[107],{"categories":2318},[104],{"categories":2320},[104,107],{"categories":2322},[107],{"categories":2324},[420],{"categories":2326},[125],{"categories":2328},[125],{"categories":2330},[107],{"categories":2332},[104],{"categories":2334},[],{"categories":2336},[125],{"categories":2338},[163],{"categories":2340},[74],{"categories":2342},[104],{"categories":2344},[104],{"categories":2346},[],{"categories":2348},[156],{"categories":2350},[],{"categories":2352},[74],{"categories":2354},[107],{"categories":2356},[125],{"categories":2358},[104],{"categories":2360},[125],{"categories":2362},[74],{"categories":2364},[125],{"categories":2366},[125],{"categories":2368},[],{"categories":2370},[101],{"categories":2372},[107],{"categories":2374},[125],{"categories":2376},[125],{"categories":2378},[125],{"categories":2380},[125],{"categories":2382},[125],{"categories":2384},[125],{"categories":2386},[125],{"categories":2388},[125],{"categories":2390},[125],{"categories":2392},[125],{"categories":2394},[149],{"categories":2396},[74],{"categories":2398},[104],{"categories":2400},[104],{"categories":2402},[],{"categories":2404},[104,74],{"categories":2406},[],{"categories":2408},[107],{"categories":2410},[125],{"categories":2412},[107],{"categories":2414},[104],{"categories":2416},[104],{"categories":2418},[104],{"categories":2420},[104],{"categories":2422},[104],{"categories":2424},[107],{"categories":2426},[101],{"categories":2428},[146],{"categories":2430},[125],{"categories":2432},[104],{"categories":2434},[],{"categories":2436},[],{"categories":2438},[107],{"categories":2440},[146],{"categories":2442},[104],{"categories":2444},[],{"categories":2446},[],{"categories":2448},[163],{"categories":2450},[104],{"categories":2452},[],{"categories":2454},[],{"categories":2456},[74],{"categories":2458},[101],{"categories":2460},[104],{"categories":2462},[101],{"categories":2464},[146],{"categories":2466},[],{"categories":2468},[125],{"categories":2470},[],{"categories":2472},[146],{"categories":2474},[104],{"categories":2476},[163],{"categories":2478},[],{"categories":2480},[163],{"categories":2482},[],{"categories":2484},[],{"categories":2486},[107],{"categories":2488},[],{"categories":2490},[101],{"categories":2492},[74],{"categories":2494},[146],{"categories":2496},[156],{"categories":2498},[],{"categories":2500},[],{"categories":2502},[104],{"categories":2504},[74],{"categories":2506},[163],{"categories":2508},[],{"categories":2510},[107],{"categories":2512},[107],{"categories":2514},[125],{"categories":2516},[104],{"categories":2518},[107],{"categories":2520},[104],{"categories":2522},[107],{"categories":2524},[104],{"categories":2526},[110],{"categories":2528},[125],{"categories":2530},[],{"categories":2532},[163],{"categories":2534},[156],{"categories":2536},[107],{"categories":2538},[],{"categories":2540},[104],{"categories":2542},[107],{"categories":2544},[101],{"categories":2546},[74],{"categories":2548},[104],{"categories":2550},[146],{"categories":2552},[156],{"categories":2554},[156],{"categories":2556},[104],{"categories":2558},[149],{"categories":2560},[104],{"categories":2562},[107],{"categories":2564},[101],{"categories":2566},[107],{"categories":2568},[104],{"categories":2570},[104],{"categories":2572},[107],{"categories":2574},[125],{"categories":2576},[],{"categories":2578},[74],{"categories":2580},[104],{"categories":2582},[107],{"categories":2584},[104],{"categories":2586},[104],{"categories":2588},[],{"categories":2590},[146],{"categories":2592},[101],{"categories":2594},[125],{"categories":2596},[104],{"categories":2598},[104],{"categories":2600},[146],{"categories":2602},[163],{"categories":2604},[149],{"categories":2606},[104],{"categories":2608},[125],{"categories":2610},[104],{"categories":2612},[107],{"categories":2614},[420],{"categories":2616},[104],{"categories":2618},[107],{"categories":2620},[149],{"categories":2622},[],{"categories":2624},[107],{"categories":2626},[156],{"categories":2628},[146],{"categories":2630},[104],{"categories":2632},[74],{"categories":2634},[101],{"categories":2636},[156],{"categories":2638},[],{"categories":2640},[107],{"categories":2642},[104],{"categories":2644},[],{"categories":2646},[125],{"categories":2648},[],{"categories":2650},[125],{"categories":2652},[104],{"categories":2654},[107],{"categories":2656},[107],{"categories":2658},[107],{"categories":2660},[],{"categories":2662},[],{"categories":2664},[104],{"categories":2666},[104],{"categories":2668},[],{"categories":2670},[146],{"categories":2672},[107],{"categories":2674},[163],{"categories":2676},[74],{"categories":2678},[],{"categories":2680},[],{"categories":2682},[125],{"categories":2684},[156],{"categories":2686},[104],{"categories":2688},[104],{"categories":2690},[104],{"categories":2692},[156],{"categories":2694},[125],{"categories":2696},[146],{"categories":2698},[104],{"categories":2700},[104],{"categories":2702},[104],{"categories":2704},[125],{"categories":2706},[104],{"categories":2708},[125],{"categories":2710},[107],{"categories":2712},[107],{"categories":2714},[156],{"categories":2716},[107],{"categories":2718},[104],{"categories":2720},[156],{"categories":2722},[146],{"categories":2724},[],{"categories":2726},[107],{"categories":2728},[],{"categories":2730},[],{"categories":2732},[],{"categories":2734},[101],{"categories":2736},[104],{"categories":2738},[107],{"categories":2740},[74],{"categories":2742},[107],{"categories":2744},[163],{"categories":2746},[],{"categories":2748},[107],{"categories":2750},[],{"categories":2752},[74],{"categories":2754},[107],{"categories":2756},[],{"categories":2758},[107],{"categories":2760},[104],{"categories":2762},[125],{"categories":2764},[104],{"categories":2766},[107],{"categories":2768},[125],{"categories":2770},[107],{"categories":2772},[156],{"categories":2774},[146],{"categories":2776},[74],{"categories":2778},[],{"categories":2780},[107],{"categories":2782},[146],{"categories":2784},[420],{"categories":2786},[125],{"categories":2788},[104],{"categories":2790},[146],{"categories":2792},[74],{"categories":2794},[],{"categories":2796},[107],{"categories":2798},[107],{"categories":2800},[104],{"categories":2802},[],{"categories":2804},[107],{"categories":2806},[110],{"categories":2808},[125],{"categories":2810},[107],{"categories":2812},[101],{"categories":2814},[],{"categories":2816},[104],{"categories":2818},[110],{"categories":2820},[104],{"categories":2822},[107],{"categories":2824},[125],{"categories":2826},[74],{"categories":2828},[420],{"categories":2830},[104],{"categories":2832},[104],{"categories":2834},[104],{"categories":2836},[125],{"categories":2838},[101],{"categories":2840},[104],{"categories":2842},[146],{"categories":2844},[125],{"categories":2846},[420],{"categories":2848},[104],{"categories":2850},[],{"categories":2852},[],{"categories":2854},[420],{"categories":2856},[149],{"categories":2858},[107],{"categories":2860},[107],{"categories":2862},[125],{"categories":2864},[104],{"categories":2866},[74],{"categories":2868},[146],{"categories":2870},[107],{"categories":2872},[104],{"categories":2874},[163],{"categories":2876},[104],{"categories":2878},[107],{"categories":2880},[],{"categories":2882},[104],{"categories":2884},[104],{"categories":2886},[125],{"categories":2888},[74],{"categories":2890},[],{"categories":2892},[104],{"categories":2894},[104],{"categories":2896},[156],{"categories":2898},[146],{"categories":2900},[104,107],{"categories":2902},[163,101],{"categories":2904},[104],{"categories":2906},[],{"categories":2908},[107],{"categories":2910},[],{"categories":2912},[156],{"categories":2914},[104],{"categories":2916},[125],{"categories":2918},[],{"categories":2920},[107],{"categories":2922},[],{"categories":2924},[146],{"categories":2926},[107],{"categories":2928},[74],{"categories":2930},[107],{"categories":2932},[104],{"categories":2934},[420],{"categories":2936},[163],{"categories":2938},[101],{"categories":2940},[101],{"categories":2942},[74],{"categories":2944},[74],{"categories":2946},[104],{"categories":2948},[107],{"categories":2950},[104],{"categories":2952},[104],{"categories":2954},[74],{"categories":2956},[104],{"categories":2958},[163],{"categories":2960},[125],{"categories":2962},[104],{"categories":2964},[107],{"categories":2966},[104],{"categories":2968},[],{"categories":2970},[156],{"categories":2972},[],{"categories":2974},[107],{"categories":2976},[74],{"categories":2978},[],{"categories":2980},[420],{"categories":2982},[104],{"categories":2984},[],{"categories":2986},[125],{"categories":2988},[107],{"categories":2990},[156],{"categories":2992},[104],{"categories":2994},[107],{"categories":2996},[156],{"categories":2998},[107],{"categories":3000},[125],{"categories":3002},[74],{"categories":3004},[125],{"categories":3006},[156],{"categories":3008},[104],{"categories":3010},[146],{"categories":3012},[104],{"categories":3014},[104],{"categories":3016},[104],{"categories":3018},[104],{"categories":3020},[107],{"categories":3022},[104],{"categories":3024},[107],{"categories":3026},[104],{"categories":3028},[74],{"categories":3030},[104],{"categories":3032},[107],{"categories":3034},[146],{"categories":3036},[74],{"categories":3038},[107],{"categories":3040},[146],{"categories":3042},[],{"categories":3044},[104],{"categories":3046},[104],{"categories":3048},[156],{"categories":3050},[],{"categories":3052},[107],{"categories":3054},[163],{"categories":3056},[104],{"categories":3058},[125],{"categories":3060},[163],{"categories":3062},[107],{"categories":3064},[101],{"categories":3066},[101],{"categories":3068},[104],{"categories":3070},[74],{"categories":3072},[],{"categories":3074},[104],{"categories":3076},[],{"categories":3078},[74],{"categories":3080},[104],{"categories":3082},[107],{"categories":3084},[107],{"categories":3086},[],{"categories":3088},[156],{"categories":3090},[156],{"categories":3092},[163],{"categories":3094},[146],{"categories":3096},[],{"categories":3098},[104],{"categories":3100},[74],{"categories":3102},[104],{"categories":3104},[156],{"categories":3106},[74],{"categories":3108},[125],{"categories":3110},[125],{"categories":3112},[],{"categories":3114},[125],{"categories":3116},[107],{"categories":3118},[146],{"categories":3120},[149],{"categories":3122},[104],{"categories":3124},[],{"categories":3126},[125],{"categories":3128},[156],{"categories":3130},[101],{"categories":3132},[104],{"categories":3134},[74],{"categories":3136},[420],{"categories":3138},[74],{"categories":3140},[],{"categories":3142},[],{"categories":3144},[125],{"categories":3146},[],{"categories":3148},[107],{"categories":3150},[107],{"categories":3152},[107],{"categories":3154},[],{"categories":3156},[104],{"categories":3158},[],{"categories":3160},[125],{"categories":3162},[74],{"categories":3164},[146],{"categories":3166},[104],{"categories":3168},[125],{"categories":3170},[125],{"categories":3172},[],{"categories":3174},[125],{"categories":3176},[74],{"categories":3178},[104],{"categories":3180},[],{"categories":3182},[107],{"categories":3184},[107],{"categories":3186},[74],{"categories":3188},[],{"categories":3190},[],{"categories":3192},[],{"categories":3194},[146],{"categories":3196},[107],{"categories":3198},[104],{"categories":3200},[],{"categories":3202},[],{"categories":3204},[],{"categories":3206},[146],{"categories":3208},[],{"categories":3210},[74],{"categories":3212},[],{"categories":3214},[],{"categories":3216},[146],{"categories":3218},[104],{"categories":3220},[125],{"categories":3222},[],{"categories":3224},[163],{"categories":3226},[125],{"categories":3228},[163],{"categories":3230},[104],{"categories":3232},[],{"categories":3234},[],{"categories":3236},[107],{"categories":3238},[],{"categories":3240},[],{"categories":3242},[107],{"categories":3244},[104],{"categories":3246},[],{"categories":3248},[107],{"categories":3250},[125],{"categories":3252},[163],{"categories":3254},[149],{"categories":3256},[107],{"categories":3258},[107],{"categories":3260},[],{"categories":3262},[],{"categories":3264},[],{"categories":3266},[125],{"categories":3268},[],{"categories":3270},[],{"categories":3272},[146],{"categories":3274},[74],{"categories":3276},[],{"categories":3278},[101],{"categories":3280},[163],{"categories":3282},[104],{"categories":3284},[156],{"categories":3286},[74],{"categories":3288},[149],{"categories":3290},[101],{"categories":3292},[156],{"categories":3294},[],{"categories":3296},[],{"categories":3298},[107],{"categories":3300},[74],{"categories":3302},[146],{"categories":3304},[74],{"categories":3306},[107],{"categories":3308},[420],{"categories":3310},[107],{"categories":3312},[],{"categories":3314},[104],{"categories":3316},[125],{"categories":3318},[156],{"categories":3320},[],{"categories":3322},[146],{"categories":3324},[125],{"categories":3326},[74],{"categories":3328},[107],{"categories":3330},[104],{"categories":3332},[101],{"categories":3334},[107,420],{"categories":3336},[107],{"categories":3338},[156],{"categories":3340},[104],{"categories":3342},[149],{"categories":3344},[163],{"categories":3346},[107],{"categories":3348},[],{"categories":3350},[107],{"categories":3352},[104],{"categories":3354},[101],{"categories":3356},[],{"categories":3358},[],{"categories":3360},[104],{"categories":3362},[149],{"categories":3364},[104],{"categories":3366},[],{"categories":3368},[125],{"categories":3370},[],{"categories":3372},[125],{"categories":3374},[156],{"categories":3376},[107],{"categories":3378},[104],{"categories":3380},[163],{"categories":3382},[156],{"categories":3384},[],{"categories":3386},[125],{"categories":3388},[104],{"categories":3390},[],{"categories":3392},[104],{"categories":3394},[107],{"categories":3396},[104],{"categories":3398},[107],{"categories":3400},[104],{"categories":3402},[104],{"categories":3404},[104],{"categories":3406},[104],{"categories":3408},[101],{"categories":3410},[],{"categories":3412},[110],{"categories":3414},[125],{"categories":3416},[104],{"categories":3418},[],{"categories":3420},[156],{"categories":3422},[104],{"categories":3424},[104],{"categories":3426},[107],{"categories":3428},[125],{"categories":3430},[104],{"categories":3432},[104],{"categories":3434},[101],{"categories":3436},[107],{"categories":3438},[146],{"categories":3440},[],{"categories":3442},[149],{"categories":3444},[104],{"categories":3446},[],{"categories":3448},[125],{"categories":3450},[163],{"categories":3452},[],{"categories":3454},[],{"categories":3456},[125],{"categories":3458},[125],{"categories":3460},[163],{"categories":3462},[74],{"categories":3464},[107],{"categories":3466},[107],{"categories":3468},[104],{"categories":3470},[101],{"categories":3472},[],{"categories":3474},[],{"categories":3476},[125],{"categories":3478},[149],{"categories":3480},[156],{"categories":3482},[107],{"categories":3484},[146],{"categories":3486},[149],{"categories":3488},[149],{"categories":3490},[],{"categories":3492},[125],{"categories":3494},[104],{"categories":3496},[104],{"categories":3498},[156],{"categories":3500},[],{"categories":3502},[125],{"categories":3504},[125],{"categories":3506},[125],{"categories":3508},[],{"categories":3510},[107],{"categories":3512},[104],{"categories":3514},[],{"categories":3516},[74],{"categories":3518},[101],{"categories":3520},[],{"categories":3522},[104],{"categories":3524},[104],{"categories":3526},[],{"categories":3528},[156],{"categories":3530},[],{"categories":3532},[],{"categories":3534},[],{"categories":3536},[],{"categories":3538},[104],{"categories":3540},[125],{"categories":3542},[],{"categories":3544},[],{"categories":3546},[104],{"categories":3548},[104],{"categories":3550},[104],{"categories":3552},[149],{"categories":3554},[104],{"categories":3556},[149],{"categories":3558},[],{"categories":3560},[149],{"categories":3562},[149],{"categories":3564},[420],{"categories":3566},[107],{"categories":3568},[156],{"categories":3570},[],{"categories":3572},[],{"categories":3574},[149],{"categories":3576},[156],{"categories":3578},[156],{"categories":3580},[156],{"categories":3582},[],{"categories":3584},[74],{"categories":3586},[156],{"categories":3588},[156],{"categories":3590},[74],{"categories":3592},[156],{"categories":3594},[101],{"categories":3596},[156],{"categories":3598},[156],{"categories":3600},[156],{"categories":3602},[149],{"categories":3604},[125],{"categories":3606},[125],{"categories":3608},[104],{"categories":3610},[156],{"categories":3612},[149],{"categories":3614},[420],{"categories":3616},[149],{"categories":3618},[149],{"categories":3620},[149],{"categories":3622},[],{"categories":3624},[101],{"categories":3626},[],{"categories":3628},[420],{"categories":3630},[156],{"categories":3632},[156],{"categories":3634},[156],{"categories":3636},[107],{"categories":3638},[125,101],{"categories":3640},[149],{"categories":3642},[],{"categories":3644},[],{"categories":3646},[149],{"categories":3648},[],{"categories":3650},[149],{"categories":3652},[125],{"categories":3654},[107],{"categories":3656},[],{"categories":3658},[156],{"categories":3660},[104],{"categories":3662},[146],{"categories":3664},[],{"categories":3666},[104],{"categories":3668},[],{"categories":3670},[125],{"categories":3672},[74],{"categories":3674},[149],{"categories":3676},[],{"categories":3678},[156],{"categories":3680},[125],[3682,3739,3779,3846],{"id":3683,"title":3684,"ai":3685,"body":3690,"categories":3718,"created_at":75,"date_modified":75,"description":38,"extension":76,"faq":75,"featured":77,"kicker_label":75,"meta":3719,"navigation":79,"path":3726,"published_at":3727,"question":75,"scraped_at":3728,"seo":3729,"sitemap":3730,"source_id":3731,"source_name":3732,"source_type":86,"source_url":3733,"stem":3734,"tags":3735,"thumbnail_url":75,"tldr":3736,"tweet":75,"unknown_tags":3737,"__hash__":3738},"summaries\u002Fsummaries\u002F8f8ab2daa22c64d3-collaborative-ai-writer-websockets-crdt-claude-summary.md","Collaborative AI Writer: WebSockets + CRDT + Claude",{"provider":7,"model":8,"input_tokens":3686,"output_tokens":3687,"processing_time_ms":3688,"cost_usd":3689},3901,1273,27480,0.00139405,{"type":14,"value":3691,"toc":3713},[3692,3696,3699,3703,3706,3710],[17,3693,3695],{"id":3694},"bidirectional-real-time-dataflow","Bidirectional Real-Time Dataflow",[22,3697,3698],{},"Clients send edit operations and AI assist requests to a FastAPI WebSocket server, which manages connections per document. The server broadcasts changes bidirectionally: user edits sync instantly across all participants, while Claude's streaming API delivers response tokens one delta at a time to every connected client. This setup supports concurrent editing by multiple users without a central text authority, enabling seamless collaboration where one user types while the AI responds for all.",[17,3700,3702],{"id":3701},"conflict-free-sync-with-per-document-crdt","Conflict-Free Sync with Per-Document CRDT",[22,3704,3705],{},"Use a lightweight CRDT (Conflict-Free Replicated Data Type) scoped to each document to merge concurrent text edits from multiple users without coordination or conflicts. Clients apply operations locally and send them to the server, which replicates the merged state back—ensuring everyone sees the same document version instantly, even during high concurrency.",[17,3707,3709],{"id":3708},"streaming-ai-responses-and-per-user-limits","Streaming AI Responses and Per-User Limits",[22,3711,3712],{},"Integrate Claude's streaming API on the server to generate AI-assisted writing, fanning out each token delta via WebSockets to all room participants as it arrives. Prevent abuse with a token-bucket rate limiter per user, enforcing individual rate limits and cost ceilings so one user's heavy usage doesn't disrupt the shared session. This minimal stack—WebSockets, CRDT, streaming, rate limiting—scales to production without exotic dependencies.",{"title":38,"searchDepth":52,"depth":52,"links":3714},[3715,3716,3717],{"id":3694,"depth":52,"text":3695},{"id":3701,"depth":52,"text":3702},{"id":3708,"depth":52,"text":3709},[104],{"content_references":3720,"triage":3721},[],{"relevance":3722,"novelty":3723,"quality":3723,"actionability":3722,"composite":3724,"reasoning":3725},5,4,4.55,"Category: AI & LLMs. The article provides a detailed guide on building a collaborative AI writing tool using WebSockets and CRDTs, addressing practical applications for developers looking to integrate AI into their products. It includes specific technical implementations and frameworks, making it immediately actionable for the target audience.","\u002Fsummaries\u002F8f8ab2daa22c64d3-collaborative-ai-writer-websockets-crdt-claude-summary","2026-05-08 14:52:43","2026-05-09 15:36:31",{"title":3684,"description":38},{"loc":3726},"8f8ab2daa22c64d3","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fbuild-a-real-time-collaborative-ai-writing-tool-with-websockets-and-claude-d34b52fd6095?source=rss----5517fd7b58a6---4","summaries\u002F8f8ab2daa22c64d3-collaborative-ai-writer-websockets-crdt-claude-summary",[90,37,92,91],"Build multi-user real-time AI writing with FastAPI WebSockets for connections, CRDTs for conflict-free text sync, Claude streaming fanned to all users, and per-user token-bucket rate limiting to avoid bursts.",[],"GW6g8lrW_NwckTbGCOa2C37yTwfTLfmVruA5tfOQ50g",{"id":3740,"title":3741,"ai":3742,"body":3747,"categories":3767,"created_at":75,"date_modified":75,"description":38,"extension":76,"faq":75,"featured":77,"kicker_label":75,"meta":3768,"navigation":79,"path":3769,"published_at":3770,"question":75,"scraped_at":75,"seo":3771,"sitemap":3772,"source_id":3773,"source_name":85,"source_type":86,"source_url":87,"stem":3774,"tags":3775,"thumbnail_url":75,"tldr":3776,"tweet":75,"unknown_tags":3777,"__hash__":3778},"summaries\u002Fsummaries\u002Fclaude-sonnet-partially-migrates-python-blog-engin-summary.md","Claude Sonnet Partially Migrates Python Blog Engine to Rust",{"provider":7,"model":8,"input_tokens":3743,"output_tokens":3744,"processing_time_ms":3745,"cost_usd":3746},3666,957,10762,0.0011892,{"type":14,"value":3748,"toc":3763},[3749,3753,3756,3760],[17,3750,3752],{"id":3751},"ai-coding-agents-excel-at-grunt-workwith-limits","AI Coding Agents Excel at Grunt Work—With Limits",[22,3754,3755],{},"AI tools like Claude promise to automate tedious tasks such as porting code between languages, letting humans focus on architecture and review. In practice, this seductive pitch faces real-world stress: migrating a half-finished Python blog engine to Rust required days of 'push-and-pull' interaction with Claude Sonnet, yielding partial success rather than a seamless handoff.",[17,3757,3759],{"id":3758},"real-experiment-reveals-partial-wins-and-breaks","Real Experiment Reveals Partial Wins and Breaks",[22,3761,3762],{},"Senior InfoWorld journalist Serdar Yegulalp, with 30 years in tech, ran an honest test on Claude's ability to handle 'the hardest job in software development'—full language migration. The outcome documented instructive failures and breakthroughs, showing AI agents manage intent description and execution but falter on production-level complexity without heavy human oversight. (Note: Content is truncated teaser; lacks specifics on exact breaks or fixes.)",{"title":38,"searchDepth":52,"depth":52,"links":3764},[3765,3766],{"id":3751,"depth":52,"text":3752},{"id":3758,"depth":52,"text":3759},[104],{},"\u002Fsummaries\u002Fclaude-sonnet-partially-migrates-python-blog-engin-summary","2026-04-08 21:21:20",{"title":3741,"description":38},{"loc":3769},"65670176d72abdc0","summaries\u002Fclaude-sonnet-partially-migrates-python-blog-engin-summary",[90,37,91,92],"InfoWorld's Serdar Yegulalp tested Claude Sonnet on porting a real Python blog engine to Rust over days of iteration; it succeeded partly but exposed limits in handling complex migrations.",[],"ONaQ2FvFXSp_Ykp6gEgbPUI93sQS8sbLwdHmqioBeH8",{"id":3780,"title":3781,"ai":3782,"body":3787,"categories":3829,"created_at":75,"date_modified":75,"description":3830,"extension":76,"faq":75,"featured":77,"kicker_label":75,"meta":3831,"navigation":79,"path":3832,"published_at":3833,"question":75,"scraped_at":3834,"seo":3835,"sitemap":3836,"source_id":3837,"source_name":3838,"source_type":3839,"source_url":3840,"stem":3841,"tags":3842,"thumbnail_url":75,"tldr":3843,"tweet":75,"unknown_tags":3844,"__hash__":3845},"summaries\u002Fsummaries\u002Fe9551bdd7c16a2fd-claude-code-ultra-plan-refines-big-refactors-on-we-summary.md","Claude Code Ultra Plan Refines Big Refactors on Web",{"provider":7,"model":8,"input_tokens":3783,"output_tokens":3784,"processing_time_ms":3785,"cost_usd":3786},4579,1450,15647,0.0016183,{"type":14,"value":3788,"toc":3824},[3789,3793,3800,3803,3807,3810,3817,3821],[17,3790,3792],{"id":3791},"trigger-ultra-plan-for-richer-plan-refinement","Trigger Ultra Plan for Richer Plan Refinement",[22,3794,3795,3796,3799],{},"In Claude Code's Plan Mode, select \"Refine with Ultra Plan on the web\" for large tasks like refactoring a Laravel\u002FLivewire project to ReactJS. This sends your local files (no GitHub repo needed) to a cloud session on claude.ai\u002Fcode, where Claude refines the draft into a detailed plan with execution order, diagrams, tables, lists, and code snippets. Refinement completes in about 1 minute, using just 1% of weekly token limit on top of the initial local plan (which took 10 minutes for this refactor). Alternatively, trigger via ",[40,3797,3798],{},"\u002Fultraplan"," slash command directly.",[22,3801,3802],{},"The web interface provides a superior review surface over terminal: zoomable codebase explorer, full context visibility, and professional formatting make logical file changes and steps easier to audit without scrolling cramped output.",[17,3804,3806],{"id":3805},"approve-and-execute-seamlessly-across-terminal-or-cloud","Approve and Execute Seamlessly Across Terminal or Cloud",[22,3808,3809],{},"After review, choose \"Approve plan and start coding\" to execute entirely on the web—ideal for hands-off cloud processing while you work locally elsewhere. Or select \"Teleport back to terminal\" to write the refined plan as an MD file locally, then \"Implement here\" to resume in your terminal session.",[22,3811,3812,3813,3816],{},"Execution begins steps in parallel (e.g., removing Livewire components), even if Plan Mode UI lingers. Use ",[40,3814,3815],{},"dangerously-skip-permissions"," flag for full access during tests. Post-execution, the web plan converts to plain Markdown, but initial visual format aids quick validation.",[17,3818,3820],{"id":3819},"trade-offs-best-for-terminal-limited-complex-plans","Trade-offs: Best for Terminal-Limited Complex Plans",[22,3822,3823],{},"Ultra Plan shines when terminal readability fails for big refactors—web view prevents overwhelm from dense output. Drawback: minor token cost (13% weekly total here) and no visible terminal progress during refinement. Skip for simple tasks; reserve for production-scale changes where plan accuracy prevents errors. Test on local projects without repos, as it handles file context automatically.",{"title":38,"searchDepth":52,"depth":52,"links":3825},[3826,3827,3828],{"id":3791,"depth":52,"text":3792},{"id":3805,"depth":52,"text":3806},{"id":3819,"depth":52,"text":3820},[74],"I saw a new option in Plan Mode of Claude Code to refine the plan on the web. How does that work and what's the benefit?\n\nRelated PREMIUM video: \"I Asked Claude Code \u002F Codex to Refactor from Livewire to React.js\" https:\u002F\u002Faicodingdaily.com\u002Farticle\u002Fi-asked-claude-code-codex-to-refactor-from-livewire-to-reactjs?mtm_campaign=youtube-260406-claude-code-ultraplan\n\nMore of my AI Coding experiments on my website: https:\u002F\u002Faicodingdaily.com?mtm_campaign=youtube-channel-default-link",{},"\u002Fsummaries\u002Fe9551bdd7c16a2fd-claude-code-ultra-plan-refines-big-refactors-on-we-summary","2026-04-06 05:00:47","2026-04-06 16:41:35",{"title":3781,"description":3830},{"loc":3832},"e9551bdd7c16a2fd","AI Coding Daily","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=iy-T-16nIOY","summaries\u002Fe9551bdd7c16a2fd-claude-code-ultra-plan-refines-big-refactors-on-we-summary",[91,92,90],"Trigger Ultra Plan in Claude Code's Plan Mode to refine complex refactor plans (e.g., Livewire to React) into detailed web UIs with diagrams and snippets in ~1 min, then approve to execute in terminal or cloud.",[],"BlNA1hvdxKiBoBdEPkWX4muZBbe8Y6TBZMIBC3yhu4E",{"id":3847,"title":3848,"ai":3849,"body":3854,"categories":3890,"created_at":75,"date_modified":75,"description":3891,"extension":76,"faq":75,"featured":77,"kicker_label":75,"meta":3892,"navigation":79,"path":3893,"published_at":3894,"question":75,"scraped_at":3895,"seo":3896,"sitemap":3897,"source_id":3898,"source_name":3899,"source_type":3839,"source_url":3900,"stem":3901,"tags":3902,"thumbnail_url":75,"tldr":3903,"tweet":75,"unknown_tags":3904,"__hash__":3905},"summaries\u002Fsummaries\u002F622052ea2b6fed44-claude-code-9-features-40-fixes-boost-performance--summary.md","Claude Code: 9 Features, 40 Fixes Boost Performance & DX",{"provider":7,"model":8,"input_tokens":3850,"output_tokens":3851,"processing_time_ms":3852,"cost_usd":3853},3708,1825,17076,0.0016316,{"type":14,"value":3855,"toc":3884},[3856,3860,3863,3867,3870,3874,3877,3881],[17,3857,3859],{"id":3858},"permissions-and-hooks-for-controlled-automation","Permissions and Hooks for Controlled Automation",[22,3861,3862],{},"Pre-tool use hooks now return 'defer' to pause headless sessions until manual resume, enabling CI pipelines to halt at tool calls and resume via flag. Permission denied hooks trigger post-automode blocks, logging denied commands in the permissions recent tab for instant retries. These changes give precise control over tool execution without halting workflows.",[17,3864,3866],{"id":3865},"performance-fixes-eliminate-bottlenecks","Performance Fixes Eliminate Bottlenecks",[22,3868,3869],{},"Key optimizations fix a memory leak from large JSON inputs cached as keys, out-of-memory crashes on files over 1GB, quadratic SSE transport for large frames (now linear time), mid-session tool schema prompt cache misses, and auto-compact trash loops that stop after three failed cycles. Headless resume no longer hangs on oversized inputs, and structured output schema cache bugs (causing high failure rates) are resolved, ensuring reliable scaling for big projects.",[17,3871,3873],{"id":3872},"platform-hardening-and-voice-stability","Platform Hardening and Voice Stability",[22,3875,3876],{},"Windows sees PowerShell checks hardened against trailing ampersands, bypasses, error action break, debugger hangs, and archive extraction races; edit\u002Fwrite stops double CRLF endings or stripping markdown breaks; Shift+Enter inserts lines in Terminal Preview. Voice mode fixes push-to-talk modifier combos, Windows web socket errors, and macOS Apple Silicon mic permissions. Text handling preserves CJK\u002Femoji in prompt history past 4KB boundaries and fixes Devanagari truncation.",[17,3878,3880],{"id":3879},"dx-polish-and-fun-additions","DX Polish and Fun Additions",[22,3882,3883],{},"Edit works on bash-viewed files (cat\u002Fsed) without red calls; at-mention typeahead prioritizes source files over MCP resources, including subagents. Stability covers LSP zombie auto-restarts post-crash, macOS Claude CL ID blanks, no duplicate collapsed search batches in parallel tools, accurate rate limit errors with hints, and 9 UI rendering fixes. New \u002Fpowerup command launches interactive lessons; \u002Fbuddy hatches a coding companion creature. Totals: 9 features, ~40 fixes, 14 improvements—update via 'Claude update'.",{"title":38,"searchDepth":52,"depth":52,"links":3885},[3886,3887,3888,3889],{"id":3858,"depth":52,"text":3859},{"id":3865,"depth":52,"text":3866},{"id":3872,"depth":52,"text":3873},{"id":3879,"depth":52,"text":3880},[74],"Claude Code v2.1.89-90 ships 9 new features, 41 bug fixes, and 14 improvements — including deferred hook permissions, memory leak fixes, SSE linear-time optimization, PowerShell security hardening, and \u002Fpowerup interactive lessons. Full breakdown of every change.\n\n----\nBuild AI Agents from scratch with the Dynamous AI Agent Mastery course — go from zero to deploying production-ready AI agents. Over 72 lessons across 12 modules. Use code DIYSMART for 10% off: https:\u002F\u002Fwww.dynamous.ai\u002Fai-agent-mastery\n----\n\nChapters\n0:00 9 Features, 41 Fixes, 14 Improvements — Hooks & Auto Mode\n0:27 Memory Leak, OOM Crash, SSE Quadratic Fix (Performance)\n0:54 WatchNext\n0:59 CRLF Double Fix, PowerShell Hardening (Windows)\n1:23 Defer Decision, MCP Non-Blocking, --resume Fixes (Headless & SDK)\n1:45 Push-to-Talk, WebSocket, macOS Mic, CJK\u002FDevanagari (Voice & Input)\n2:04 Edit After Bash, @-Mention Typeahead, \u002Fpowerup, \u002Fbuddy (DX)\n2:28 LSP Auto-Restart, Deep Links, Rate Limit Clarity (Stability)\n2:49 claude update — Subscribe & Comment\n\nKey Changes in This Release:\n- Deferred permissions: PreToolUse hooks can return \"defer\" to pause headless sessions, with new PermissionDenied hook for auto mode retry\n- Performance overhaul: Memory leak from JSON cache keys fixed, OOM crash on 1GB+ files resolved, SSE transport now linear instead of quadratic\n- Windows hardening: CRLF doubling fixed, PowerShell permission checks hardened against trailing & bypass, ErrorAction Break hang, archive TOCTOU\n- Headless mode: MCP_CONNECTION_NONBLOCKING skips connection wait in pipe mode, --resume no longer hangs on oversized inputs\n- New commands: \u002Fpowerup delivers interactive feature lessons, \u002Fbuddy hatches an April 1st creature companion\n\nRelease Notes (v2.1.89): https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Freleases\u002Ftag\u002Fv2.1.89\nRelease Notes (v2.1.90): https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Freleases\u002Ftag\u002Fv2.1.90\nClaude Code on GitHub (75K+ stars): https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\n\nUpdate now:\nclaude update\n\nWhich fix were you waiting for the most? Drop it in the comments.\n\n#ClaudeCode #Claude #Anthropic #CodingAgent #AIAgent #DevTools #AIAssistant #Programming #CodingTools #ClaudeCodeUpdate #PermissionHooks #PowerShell #HeadlessMode #VoiceMode #DeveloperExperience #AITools #CodeAssistant #TerminalTools #SSE #MemoryLeak",{},"\u002Fsummaries\u002F622052ea2b6fed44-claude-code-9-features-40-fixes-boost-performance-summary","2026-04-02 11:57:40","2026-04-03 21:20:21",{"title":3848,"description":3891},{"loc":3893},"622052ea2b6fed44","DIY Smart Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=0-Escju3_Vs","summaries\u002F622052ea2b6fed44-claude-code-9-features-40-fixes-boost-performance--summary",[91,90,92],"Claude Code's dual release adds deferred permissions, PowerShell hardening, headless defer for CI, plus fixes for memory leaks, 1GB+ files, Windows quirks, and stability—run 'Claude update' to deploy.",[],"_I9-M-9wsjsF6rNF4SJfhUkRZ3v6FberjhFAveqSiPg"]