[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary":3,"summaries-facets-categories":76,"summary-related-0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary":3645},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":58,"path":59,"published_at":60,"question":48,"scraped_at":61,"seo":62,"sitemap":63,"source_id":64,"source_name":65,"source_type":66,"source_url":67,"stem":68,"tags":69,"thumbnail_url":48,"tldr":73,"tweet":48,"unknown_tags":74,"__hash__":75},"summaries\u002Fsummaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary.md","Specs, Not Code, Are the Real Bottleneck",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3895,961,7229,0.00075265,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"ai-shifts-code-from-scarce-resource-to-commodity","AI Shifts Code from Scarce Resource to Commodity",[22,23,24],"p",{},"Historically, software development bottlenecks stemmed from code's high cost: every line demanded manual effort, memory recall, and precision. AI-assisted tools now generate entire functions, modules, or architectures in seconds, making code production scalable and nearly free. This removes the old constraint, yet systems fail to improve proportionally—bugs endure, vulnerabilities rise, and complexity grows harder to manage. The widening gap between code output and confident understanding proves code was never the core limit.",[17,26,28],{"id":27},"precise-specification-defines-success","Precise Specification Defines Success",[22,30,31],{},"The fundamental challenge is specifying exactly what code must achieve. Without clear, precise requirements upfront, even perfect code misses the mark. This insight reframes decades of practices: development isn't bottlenecked by implementation but by upfront knowledge of desired behavior. AI amplifies this by flooding teams with code volume they can't fully comprehend or verify, turning abundance into liability.",[17,33,35],{"id":34},"reactive-cycles-perpetuate-the-misdiagnosis","Reactive Cycles Perpetuate the Misdiagnosis",[22,37,38],{},"Industry workflows—code, test, debug, fix, repeat—feel intuitive but react to flaws rather than preventing them through rigorous specs. Tools like unit tests and fuzzing refine this loop without addressing root causes, resembling adaptation more than engineering. To build reliable systems at AI scale, prioritize specification rigor first: define behaviors exhaustively before generation, then validate outputs against them.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"Software Engineering",null,"md",false,{"content_references":52,"triage":53},[],{"relevance":54,"novelty":55,"quality":54,"actionability":55,"composite":56,"reasoning":57},4,3,3.6,"Category: Software Engineering. The article addresses a key pain point for product builders regarding the importance of precise specifications in software development, which resonates with the audience's need for actionable insights. It provides a fresh perspective on the shift in bottlenecks from code generation to specification but lacks detailed frameworks or tools for implementation.",true,"\u002Fsummaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary","2026-04-15 14:54:50","2026-04-15 15:39:00",{"title":5,"description":40},{"loc":59},"0655ba472b96a06c","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-real-bottleneck-is-not-the-code-1ecf87ce605d?source=rss----5517fd7b58a6---4","summaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary",[70,71,72],"ai-tools","software-engineering","dev-productivity","AI tools make generating code effortless, but precisely defining what code should do—specification—remains the hardest part, explaining why bugs and complexity persist.",[71,72],"Cqzy_F-1FYNeFvcJdSMczCUr2QSzUsgishArwJZsghg",[77,80,83,86,89,92,94,96,98,100,102,104,107,109,111,113,115,117,119,121,123,125,128,131,133,135,137,139,141,144,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643],{"categories":78},[79],"Developer Productivity",{"categories":81},[82],"Business & SaaS",{"categories":84},[85],"AI & LLMs",{"categories":87},[88],"AI Automation",{"categories":90},[91],"Product Strategy",{"categories":93},[85],{"categories":95},[79],{"categories":97},[82],{"categories":99},[],{"categories":101},[85],{"categories":103},[],{"categories":105},[106],"AI News & Trends",{"categories":108},[88],{"categories":110},[106],{"categories":112},[88],{"categories":114},[88],{"categories":116},[85],{"categories":118},[85],{"categories":120},[106],{"categories":122},[85],{"categories":124},[],{"categories":126},[127],"Design & Frontend",{"categories":129},[130],"Data Science & Visualization",{"categories":132},[106],{"categories":134},[],{"categories":136},[47],{"categories":138},[85],{"categories":140},[88],{"categories":142},[143],"Marketing & Growth",{"categories":145},[85],{"categories":147},[88],{"categories":149},[],{"categories":151},[],{"categories":153},[127],{"categories":155},[88],{"categories":157},[79],{"categories":159},[127],{"categories":161},[85],{"categories":163},[88],{"categories":165},[106],{"categories":167},[],{"categories":169},[],{"categories":171},[88],{"categories":173},[47],{"categories":175},[],{"categories":177},[82],{"categories":179},[],{"categories":181},[],{"categories":183},[88],{"categories":185},[88],{"categories":187},[85],{"categories":189},[],{"categories":191},[47],{"categories":193},[],{"categories":195},[],{"categories":197},[],{"categories":199},[85],{"categories":201},[143],{"categories":203},[127],{"categories":205},[127],{"categories":207},[85],{"categories":209},[88],{"categories":211},[85],{"categories":213},[85],{"categories":215},[88],{"categories":217},[88],{"categories":219},[130],{"categories":221},[106],{"categories":223},[88],{"categories":225},[143],{"categories":227},[88],{"categories":229},[91],{"categories":231},[],{"categories":233},[88],{"categories":235},[],{"categories":237},[88],{"categories":239},[47],{"categories":241},[127],{"categories":243},[85],{"categories":245},[],{"categories":247},[],{"categories":249},[88],{"categories":251},[],{"categories":253},[85],{"categories":255},[],{"categories":257},[79],{"categories":259},[47],{"categories":261},[82],{"categories":263},[106],{"categories":265},[85],{"categories":267},[],{"categories":269},[85],{"categories":271},[],{"categories":273},[47],{"categories":275},[130],{"categories":277},[],{"categories":279},[85],{"categories":281},[127],{"categories":283},[],{"categories":285},[127],{"categories":287},[88],{"categories":289},[],{"categories":291},[88],{"categories":293},[106],{"categories":295},[85],{"categories":297},[],{"categories":299},[88],{"categories":301},[85],{"categories":303},[91],{"categories":305},[],{"categories":307},[85],{"categories":309},[88],{"categories":311},[88],{"categories":313},[],{"categories":315},[130],{"categories":317},[85],{"categories":319},[],{"categories":321},[79],{"categories":323},[82],{"categories":325},[85],{"categories":327},[88],{"categories":329},[47],{"categories":331},[85],{"categories":333},[],{"categories":335},[],{"categories":337},[85],{"categories":339},[],{"categories":341},[127],{"categories":343},[],{"categories":345},[85],{"categories":347},[],{"categories":349},[88],{"categories":351},[85],{"categories":353},[127],{"categories":355},[],{"categories":357},[85],{"categories":359},[85],{"categories":361},[82],{"categories":363},[88],{"categories":365},[85],{"categories":367},[127],{"categories":369},[88],{"categories":371},[],{"categories":373},[],{"categories":375},[106],{"categories":377},[],{"categories":379},[85],{"categories":381},[82,143],{"categories":383},[],{"categories":385},[85],{"categories":387},[],{"categories":389},[],{"categories":391},[85],{"categories":393},[],{"categories":395},[85],{"categories":397},[398],"DevOps & Cloud",{"categories":400},[],{"categories":402},[106],{"categories":404},[127],{"categories":406},[],{"categories":408},[106],{"categories":410},[106],{"categories":412},[85],{"categories":414},[143],{"categories":416},[],{"categories":418},[82],{"categories":420},[],{"categories":422},[85,398],{"categories":424},[85],{"categories":426},[85],{"categories":428},[88],{"categories":430},[85,47],{"categories":432},[130],{"categories":434},[85],{"categories":436},[143],{"categories":438},[88],{"categories":440},[88],{"categories":442},[],{"categories":444},[88],{"categories":446},[85,82],{"categories":448},[],{"categories":450},[127],{"categories":452},[127],{"categories":454},[],{"categories":456},[],{"categories":458},[106],{"categories":460},[],{"categories":462},[79],{"categories":464},[47],{"categories":466},[85],{"categories":468},[127],{"categories":470},[88],{"categories":472},[47],{"categories":474},[106],{"categories":476},[127],{"categories":478},[],{"categories":480},[85],{"categories":482},[85],{"categories":484},[85],{"categories":486},[106],{"categories":488},[79],{"categories":490},[85],{"categories":492},[88],{"categories":494},[398],{"categories":496},[127],{"categories":498},[88],{"categories":500},[],{"categories":502},[],{"categories":504},[127],{"categories":506},[106],{"categories":508},[130],{"categories":510},[],{"categories":512},[85],{"categories":514},[85],{"categories":516},[82],{"categories":518},[85],{"categories":520},[85],{"categories":522},[106],{"categories":524},[],{"categories":526},[88],{"categories":528},[47],{"categories":530},[],{"categories":532},[85],{"categories":534},[85],{"categories":536},[88],{"categories":538},[],{"categories":540},[],{"categories":542},[85],{"categories":544},[],{"categories":546},[82],{"categories":548},[88],{"categories":550},[],{"categories":552},[79],{"categories":554},[85],{"categories":556},[82],{"categories":558},[106],{"categories":560},[],{"categories":562},[],{"categories":564},[],{"categories":566},[106],{"categories":568},[106],{"categories":570},[],{"categories":572},[],{"categories":574},[82],{"categories":576},[],{"categories":578},[],{"categories":580},[79],{"categories":582},[],{"categories":584},[143],{"categories":586},[88],{"categories":588},[82],{"categories":590},[88],{"categories":592},[],{"categories":594},[91],{"categories":596},[127],{"categories":598},[47],{"categories":600},[85],{"categories":602},[88],{"categories":604},[82],{"categories":606},[85],{"categories":608},[],{"categories":610},[],{"categories":612},[47],{"categories":614},[130],{"categories":616},[91],{"categories":618},[88],{"categories":620},[85],{"categories":622},[],{"categories":624},[398],{"categories":626},[],{"categories":628},[88],{"categories":630},[],{"categories":632},[],{"categories":634},[85],{"categories":636},[127],{"categories":638},[143],{"categories":640},[88],{"categories":642},[],{"categories":644},[79],{"categories":646},[],{"categories":648},[106],{"categories":650},[85,398],{"categories":652},[106],{"categories":654},[85],{"categories":656},[82],{"categories":658},[85],{"categories":660},[],{"categories":662},[82],{"categories":664},[],{"categories":666},[47],{"categories":668},[127],{"categories":670},[106],{"categories":672},[130],{"categories":674},[79],{"categories":676},[85],{"categories":678},[47],{"categories":680},[],{"categories":682},[],{"categories":684},[91],{"categories":686},[],{"categories":688},[85],{"categories":690},[],{"categories":692},[127],{"categories":694},[127],{"categories":696},[127],{"categories":698},[],{"categories":700},[],{"categories":702},[106],{"categories":704},[88],{"categories":706},[85],{"categories":708},[85],{"categories":710},[85],{"categories":712},[82],{"categories":714},[85],{"categories":716},[],{"categories":718},[47],{"categories":720},[47],{"categories":722},[82],{"categories":724},[],{"categories":726},[85],{"categories":728},[85],{"categories":730},[82],{"categories":732},[106],{"categories":734},[143],{"categories":736},[88],{"categories":738},[],{"categories":740},[127],{"categories":742},[],{"categories":744},[85],{"categories":746},[],{"categories":748},[82],{"categories":750},[88],{"categories":752},[],{"categories":754},[398],{"categories":756},[130],{"categories":758},[47],{"categories":760},[143],{"categories":762},[47],{"categories":764},[88],{"categories":766},[],{"categories":768},[],{"categories":770},[88],{"categories":772},[79],{"categories":774},[88],{"categories":776},[91],{"categories":778},[82],{"categories":780},[],{"categories":782},[85],{"categories":784},[91],{"categories":786},[85],{"categories":788},[85],{"categories":790},[143],{"categories":792},[127],{"categories":794},[88],{"categories":796},[],{"categories":798},[],{"categories":800},[398],{"categories":802},[47],{"categories":804},[],{"categories":806},[88],{"categories":808},[85],{"categories":810},[127,85],{"categories":812},[79],{"categories":814},[],{"categories":816},[85],{"categories":818},[79],{"categories":820},[127],{"categories":822},[88],{"categories":824},[47],{"categories":826},[],{"categories":828},[85],{"categories":830},[],{"categories":832},[79],{"categories":834},[],{"categories":836},[88],{"categories":838},[91],{"categories":840},[85],{"categories":842},[85],{"categories":844},[127],{"categories":846},[88],{"categories":848},[398],{"categories":850},[127],{"categories":852},[88],{"categories":854},[85],{"categories":856},[85],{"categories":858},[85],{"categories":860},[106],{"categories":862},[],{"categories":864},[91],{"categories":866},[88],{"categories":868},[127],{"categories":870},[88],{"categories":872},[47],{"categories":874},[127],{"categories":876},[88],{"categories":878},[106],{"categories":880},[],{"categories":882},[85],{"categories":884},[127],{"categories":886},[85],{"categories":888},[79],{"categories":890},[106],{"categories":892},[85],{"categories":894},[143],{"categories":896},[85],{"categories":898},[85],{"categories":900},[88],{"categories":902},[88],{"categories":904},[85],{"categories":906},[88],{"categories":908},[127],{"categories":910},[85],{"categories":912},[],{"categories":914},[],{"categories":916},[47],{"categories":918},[],{"categories":920},[79],{"categories":922},[398],{"categories":924},[],{"categories":926},[79],{"categories":928},[82],{"categories":930},[143],{"categories":932},[],{"categories":934},[82],{"categories":936},[],{"categories":938},[],{"categories":940},[],{"categories":942},[],{"categories":944},[],{"categories":946},[85],{"categories":948},[88],{"categories":950},[398],{"categories":952},[79],{"categories":954},[85],{"categories":956},[47],{"categories":958},[91],{"categories":960},[85],{"categories":962},[143],{"categories":964},[85],{"categories":966},[85],{"categories":968},[85],{"categories":970},[85,79],{"categories":972},[47],{"categories":974},[47],{"categories":976},[127],{"categories":978},[85],{"categories":980},[],{"categories":982},[],{"categories":984},[],{"categories":986},[47],{"categories":988},[130],{"categories":990},[106],{"categories":992},[127],{"categories":994},[],{"categories":996},[85],{"categories":998},[85],{"categories":1000},[],{"categories":1002},[],{"categories":1004},[88],{"categories":1006},[85],{"categories":1008},[82],{"categories":1010},[],{"categories":1012},[79],{"categories":1014},[85],{"categories":1016},[79],{"categories":1018},[85],{"categories":1020},[47],{"categories":1022},[143],{"categories":1024},[85,127],{"categories":1026},[106],{"categories":1028},[127],{"categories":1030},[],{"categories":1032},[398],{"categories":1034},[127],{"categories":1036},[88],{"categories":1038},[],{"categories":1040},[],{"categories":1042},[],{"categories":1044},[],{"categories":1046},[47],{"categories":1048},[88],{"categories":1050},[88],{"categories":1052},[85],{"categories":1054},[85],{"categories":1056},[],{"categories":1058},[127],{"categories":1060},[],{"categories":1062},[],{"categories":1064},[88],{"categories":1066},[],{"categories":1068},[],{"categories":1070},[143],{"categories":1072},[143],{"categories":1074},[88],{"categories":1076},[],{"categories":1078},[85],{"categories":1080},[85],{"categories":1082},[47],{"categories":1084},[127],{"categories":1086},[127],{"categories":1088},[88],{"categories":1090},[79],{"categories":1092},[85],{"categories":1094},[127],{"categories":1096},[127],{"categories":1098},[88],{"categories":1100},[88],{"categories":1102},[85],{"categories":1104},[],{"categories":1106},[],{"categories":1108},[85],{"categories":1110},[88],{"categories":1112},[106],{"categories":1114},[47],{"categories":1116},[79],{"categories":1118},[85],{"categories":1120},[],{"categories":1122},[88],{"categories":1124},[88],{"categories":1126},[],{"categories":1128},[79],{"categories":1130},[85],{"categories":1132},[79],{"categories":1134},[79],{"categories":1136},[],{"categories":1138},[],{"categories":1140},[88],{"categories":1142},[88],{"categories":1144},[85],{"categories":1146},[85],{"categories":1148},[106],{"categories":1150},[130],{"categories":1152},[91],{"categories":1154},[106],{"categories":1156},[127],{"categories":1158},[],{"categories":1160},[106],{"categories":1162},[],{"categories":1164},[],{"categories":1166},[],{"categories":1168},[],{"categories":1170},[47],{"categories":1172},[130],{"categories":1174},[],{"categories":1176},[85],{"categories":1178},[85],{"categories":1180},[130],{"categories":1182},[47],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[88],{"categories":1190},[106],{"categories":1192},[106],{"categories":1194},[88],{"categories":1196},[79],{"categories":1198},[85,398],{"categories":1200},[],{"categories":1202},[127],{"categories":1204},[79],{"categories":1206},[88],{"categories":1208},[127],{"categories":1210},[],{"categories":1212},[88],{"categories":1214},[88],{"categories":1216},[85],{"categories":1218},[143],{"categories":1220},[47],{"categories":1222},[127],{"categories":1224},[],{"categories":1226},[88],{"categories":1228},[85],{"categories":1230},[88],{"categories":1232},[88],{"categories":1234},[88],{"categories":1236},[143],{"categories":1238},[88],{"categories":1240},[85],{"categories":1242},[],{"categories":1244},[143],{"categories":1246},[106],{"categories":1248},[88],{"categories":1250},[],{"categories":1252},[],{"categories":1254},[85],{"categories":1256},[88],{"categories":1258},[106],{"categories":1260},[88],{"categories":1262},[],{"categories":1264},[],{"categories":1266},[],{"categories":1268},[88],{"categories":1270},[],{"categories":1272},[],{"categories":1274},[130],{"categories":1276},[85],{"categories":1278},[130],{"categories":1280},[106],{"categories":1282},[85],{"categories":1284},[85],{"categories":1286},[88],{"categories":1288},[85],{"categories":1290},[],{"categories":1292},[],{"categories":1294},[398],{"categories":1296},[],{"categories":1298},[],{"categories":1300},[79],{"categories":1302},[],{"categories":1304},[],{"categories":1306},[],{"categories":1308},[],{"categories":1310},[47],{"categories":1312},[106],{"categories":1314},[143],{"categories":1316},[82],{"categories":1318},[85],{"categories":1320},[85],{"categories":1322},[82],{"categories":1324},[],{"categories":1326},[127],{"categories":1328},[88],{"categories":1330},[82],{"categories":1332},[85],{"categories":1334},[85],{"categories":1336},[79],{"categories":1338},[],{"categories":1340},[79],{"categories":1342},[85],{"categories":1344},[143],{"categories":1346},[88],{"categories":1348},[106],{"categories":1350},[82],{"categories":1352},[85],{"categories":1354},[88],{"categories":1356},[],{"categories":1358},[85],{"categories":1360},[79],{"categories":1362},[85],{"categories":1364},[],{"categories":1366},[106],{"categories":1368},[85],{"categories":1370},[],{"categories":1372},[82],{"categories":1374},[85],{"categories":1376},[],{"categories":1378},[],{"categories":1380},[],{"categories":1382},[85],{"categories":1384},[],{"categories":1386},[398],{"categories":1388},[85],{"categories":1390},[],{"categories":1392},[85],{"categories":1394},[85],{"categories":1396},[85],{"categories":1398},[85,398],{"categories":1400},[85],{"categories":1402},[85],{"categories":1404},[127],{"categories":1406},[88],{"categories":1408},[],{"categories":1410},[88],{"categories":1412},[85],{"categories":1414},[85],{"categories":1416},[85],{"categories":1418},[79],{"categories":1420},[79],{"categories":1422},[47],{"categories":1424},[127],{"categories":1426},[88],{"categories":1428},[],{"categories":1430},[85],{"categories":1432},[106],{"categories":1434},[85],{"categories":1436},[82],{"categories":1438},[],{"categories":1440},[398],{"categories":1442},[127],{"categories":1444},[127],{"categories":1446},[88],{"categories":1448},[106],{"categories":1450},[88],{"categories":1452},[85],{"categories":1454},[],{"categories":1456},[85],{"categories":1458},[],{"categories":1460},[],{"categories":1462},[85],{"categories":1464},[85],{"categories":1466},[85],{"categories":1468},[88],{"categories":1470},[85],{"categories":1472},[],{"categories":1474},[130],{"categories":1476},[88],{"categories":1478},[],{"categories":1480},[85],{"categories":1482},[106],{"categories":1484},[],{"categories":1486},[127],{"categories":1488},[398],{"categories":1490},[106],{"categories":1492},[47],{"categories":1494},[47],{"categories":1496},[106],{"categories":1498},[106],{"categories":1500},[398],{"categories":1502},[],{"categories":1504},[106],{"categories":1506},[85],{"categories":1508},[79],{"categories":1510},[106],{"categories":1512},[],{"categories":1514},[130],{"categories":1516},[106],{"categories":1518},[47],{"categories":1520},[106],{"categories":1522},[398],{"categories":1524},[85],{"categories":1526},[85],{"categories":1528},[],{"categories":1530},[82],{"categories":1532},[],{"categories":1534},[],{"categories":1536},[85],{"categories":1538},[85],{"categories":1540},[85],{"categories":1542},[85],{"categories":1544},[],{"categories":1546},[130],{"categories":1548},[79],{"categories":1550},[],{"categories":1552},[85],{"categories":1554},[85],{"categories":1556},[398],{"categories":1558},[398],{"categories":1560},[],{"categories":1562},[88],{"categories":1564},[106],{"categories":1566},[106],{"categories":1568},[85],{"categories":1570},[88],{"categories":1572},[],{"categories":1574},[127],{"categories":1576},[85],{"categories":1578},[85],{"categories":1580},[],{"categories":1582},[],{"categories":1584},[398],{"categories":1586},[85],{"categories":1588},[47],{"categories":1590},[82],{"categories":1592},[85],{"categories":1594},[],{"categories":1596},[88],{"categories":1598},[79],{"categories":1600},[79],{"categories":1602},[],{"categories":1604},[85],{"categories":1606},[127],{"categories":1608},[88],{"categories":1610},[],{"categories":1612},[85],{"categories":1614},[85],{"categories":1616},[88],{"categories":1618},[],{"categories":1620},[88],{"categories":1622},[47],{"categories":1624},[],{"categories":1626},[85],{"categories":1628},[],{"categories":1630},[85],{"categories":1632},[],{"categories":1634},[85],{"categories":1636},[85],{"categories":1638},[],{"categories":1640},[85],{"categories":1642},[106],{"categories":1644},[85],{"categories":1646},[85],{"categories":1648},[79],{"categories":1650},[85],{"categories":1652},[106],{"categories":1654},[88],{"categories":1656},[],{"categories":1658},[85],{"categories":1660},[143],{"categories":1662},[],{"categories":1664},[],{"categories":1666},[],{"categories":1668},[79],{"categories":1670},[106],{"categories":1672},[88],{"categories":1674},[85],{"categories":1676},[127],{"categories":1678},[88],{"categories":1680},[],{"categories":1682},[88],{"categories":1684},[],{"categories":1686},[85],{"categories":1688},[88],{"categories":1690},[85],{"categories":1692},[],{"categories":1694},[85],{"categories":1696},[85],{"categories":1698},[106],{"categories":1700},[127],{"categories":1702},[88],{"categories":1704},[127],{"categories":1706},[82],{"categories":1708},[],{"categories":1710},[],{"categories":1712},[85],{"categories":1714},[79],{"categories":1716},[106],{"categories":1718},[],{"categories":1720},[],{"categories":1722},[47],{"categories":1724},[127],{"categories":1726},[],{"categories":1728},[85],{"categories":1730},[],{"categories":1732},[143],{"categories":1734},[85],{"categories":1736},[398],{"categories":1738},[47],{"categories":1740},[],{"categories":1742},[88],{"categories":1744},[85],{"categories":1746},[88],{"categories":1748},[88],{"categories":1750},[85],{"categories":1752},[],{"categories":1754},[79],{"categories":1756},[85],{"categories":1758},[82],{"categories":1760},[47],{"categories":1762},[127],{"categories":1764},[],{"categories":1766},[],{"categories":1768},[],{"categories":1770},[88],{"categories":1772},[127],{"categories":1774},[106],{"categories":1776},[85],{"categories":1778},[106],{"categories":1780},[127],{"categories":1782},[],{"categories":1784},[127],{"categories":1786},[106],{"categories":1788},[82],{"categories":1790},[85],{"categories":1792},[106],{"categories":1794},[143],{"categories":1796},[],{"categories":1798},[],{"categories":1800},[130],{"categories":1802},[85,47],{"categories":1804},[106],{"categories":1806},[85],{"categories":1808},[88],{"categories":1810},[88],{"categories":1812},[85],{"categories":1814},[],{"categories":1816},[47],{"categories":1818},[85],{"categories":1820},[130],{"categories":1822},[88],{"categories":1824},[143],{"categories":1826},[398],{"categories":1828},[],{"categories":1830},[79],{"categories":1832},[88],{"categories":1834},[88],{"categories":1836},[47],{"categories":1838},[85],{"categories":1840},[85],{"categories":1842},[],{"categories":1844},[],{"categories":1846},[],{"categories":1848},[398],{"categories":1850},[106],{"categories":1852},[85],{"categories":1854},[85],{"categories":1856},[85],{"categories":1858},[],{"categories":1860},[130],{"categories":1862},[82],{"categories":1864},[],{"categories":1866},[88],{"categories":1868},[398],{"categories":1870},[],{"categories":1872},[127],{"categories":1874},[127],{"categories":1876},[],{"categories":1878},[47],{"categories":1880},[127],{"categories":1882},[85],{"categories":1884},[],{"categories":1886},[106],{"categories":1888},[85],{"categories":1890},[127],{"categories":1892},[88],{"categories":1894},[106],{"categories":1896},[],{"categories":1898},[88],{"categories":1900},[127],{"categories":1902},[85],{"categories":1904},[],{"categories":1906},[85],{"categories":1908},[85],{"categories":1910},[398],{"categories":1912},[106],{"categories":1914},[130],{"categories":1916},[130],{"categories":1918},[],{"categories":1920},[],{"categories":1922},[],{"categories":1924},[88],{"categories":1926},[47],{"categories":1928},[47],{"categories":1930},[],{"categories":1932},[],{"categories":1934},[85],{"categories":1936},[],{"categories":1938},[88],{"categories":1940},[85],{"categories":1942},[],{"categories":1944},[85],{"categories":1946},[82],{"categories":1948},[85],{"categories":1950},[143],{"categories":1952},[88],{"categories":1954},[85],{"categories":1956},[47],{"categories":1958},[106],{"categories":1960},[88],{"categories":1962},[],{"categories":1964},[106],{"categories":1966},[88],{"categories":1968},[88],{"categories":1970},[],{"categories":1972},[82],{"categories":1974},[88],{"categories":1976},[],{"categories":1978},[85],{"categories":1980},[79],{"categories":1982},[106],{"categories":1984},[398],{"categories":1986},[88],{"categories":1988},[88],{"categories":1990},[79],{"categories":1992},[85],{"categories":1994},[],{"categories":1996},[],{"categories":1998},[127],{"categories":2000},[85,82],{"categories":2002},[],{"categories":2004},[79],{"categories":2006},[130],{"categories":2008},[85],{"categories":2010},[47],{"categories":2012},[85],{"categories":2014},[88],{"categories":2016},[85],{"categories":2018},[85],{"categories":2020},[106],{"categories":2022},[88],{"categories":2024},[],{"categories":2026},[],{"categories":2028},[88],{"categories":2030},[85],{"categories":2032},[398],{"categories":2034},[],{"categories":2036},[85],{"categories":2038},[88],{"categories":2040},[],{"categories":2042},[85],{"categories":2044},[143],{"categories":2046},[130],{"categories":2048},[88],{"categories":2050},[85],{"categories":2052},[398],{"categories":2054},[],{"categories":2056},[85],{"categories":2058},[143],{"categories":2060},[127],{"categories":2062},[85],{"categories":2064},[],{"categories":2066},[143],{"categories":2068},[106],{"categories":2070},[85],{"categories":2072},[85],{"categories":2074},[79],{"categories":2076},[],{"categories":2078},[],{"categories":2080},[127],{"categories":2082},[85],{"categories":2084},[130],{"categories":2086},[143],{"categories":2088},[143],{"categories":2090},[106],{"categories":2092},[],{"categories":2094},[],{"categories":2096},[85],{"categories":2098},[],{"categories":2100},[85,47],{"categories":2102},[106],{"categories":2104},[88],{"categories":2106},[47],{"categories":2108},[85],{"categories":2110},[79],{"categories":2112},[],{"categories":2114},[],{"categories":2116},[79],{"categories":2118},[143],{"categories":2120},[85],{"categories":2122},[],{"categories":2124},[127,85],{"categories":2126},[398],{"categories":2128},[79],{"categories":2130},[],{"categories":2132},[82],{"categories":2134},[82],{"categories":2136},[85],{"categories":2138},[47],{"categories":2140},[88],{"categories":2142},[106],{"categories":2144},[143],{"categories":2146},[127],{"categories":2148},[85],{"categories":2150},[85],{"categories":2152},[85],{"categories":2154},[79],{"categories":2156},[85],{"categories":2158},[88],{"categories":2160},[106],{"categories":2162},[],{"categories":2164},[],{"categories":2166},[130],{"categories":2168},[47],{"categories":2170},[85],{"categories":2172},[127],{"categories":2174},[130],{"categories":2176},[85],{"categories":2178},[85],{"categories":2180},[88],{"categories":2182},[88],{"categories":2184},[85,82],{"categories":2186},[],{"categories":2188},[127],{"categories":2190},[],{"categories":2192},[85],{"categories":2194},[106],{"categories":2196},[79],{"categories":2198},[79],{"categories":2200},[88],{"categories":2202},[85],{"categories":2204},[82],{"categories":2206},[47],{"categories":2208},[143],{"categories":2210},[],{"categories":2212},[106],{"categories":2214},[85],{"categories":2216},[85],{"categories":2218},[106],{"categories":2220},[47],{"categories":2222},[85],{"categories":2224},[88],{"categories":2226},[106],{"categories":2228},[85],{"categories":2230},[127],{"categories":2232},[85],{"categories":2234},[85],{"categories":2236},[398],{"categories":2238},[91],{"categories":2240},[88],{"categories":2242},[85],{"categories":2244},[106],{"categories":2246},[88],{"categories":2248},[143],{"categories":2250},[85],{"categories":2252},[],{"categories":2254},[85],{"categories":2256},[],{"categories":2258},[],{"categories":2260},[],{"categories":2262},[82],{"categories":2264},[85],{"categories":2266},[88],{"categories":2268},[106],{"categories":2270},[106],{"categories":2272},[106],{"categories":2274},[106],{"categories":2276},[],{"categories":2278},[79],{"categories":2280},[88],{"categories":2282},[106],{"categories":2284},[79],{"categories":2286},[88],{"categories":2288},[85],{"categories":2290},[85,88],{"categories":2292},[88],{"categories":2294},[398],{"categories":2296},[106],{"categories":2298},[106],{"categories":2300},[88],{"categories":2302},[85],{"categories":2304},[],{"categories":2306},[106],{"categories":2308},[143],{"categories":2310},[79],{"categories":2312},[85],{"categories":2314},[85],{"categories":2316},[],{"categories":2318},[47],{"categories":2320},[],{"categories":2322},[79],{"categories":2324},[88],{"categories":2326},[106],{"categories":2328},[85],{"categories":2330},[106],{"categories":2332},[79],{"categories":2334},[106],{"categories":2336},[106],{"categories":2338},[],{"categories":2340},[82],{"categories":2342},[88],{"categories":2344},[106],{"categories":2346},[106],{"categories":2348},[106],{"categories":2350},[106],{"categories":2352},[106],{"categories":2354},[106],{"categories":2356},[106],{"categories":2358},[106],{"categories":2360},[106],{"categories":2362},[106],{"categories":2364},[130],{"categories":2366},[79],{"categories":2368},[85],{"categories":2370},[85],{"categories":2372},[],{"categories":2374},[85,79],{"categories":2376},[],{"categories":2378},[88],{"categories":2380},[106],{"categories":2382},[88],{"categories":2384},[85],{"categories":2386},[85],{"categories":2388},[85],{"categories":2390},[85],{"categories":2392},[85],{"categories":2394},[88],{"categories":2396},[82],{"categories":2398},[127],{"categories":2400},[106],{"categories":2402},[85],{"categories":2404},[],{"categories":2406},[],{"categories":2408},[88],{"categories":2410},[127],{"categories":2412},[85],{"categories":2414},[],{"categories":2416},[],{"categories":2418},[143],{"categories":2420},[85],{"categories":2422},[],{"categories":2424},[],{"categories":2426},[79],{"categories":2428},[82],{"categories":2430},[85],{"categories":2432},[82],{"categories":2434},[127],{"categories":2436},[],{"categories":2438},[106],{"categories":2440},[],{"categories":2442},[127],{"categories":2444},[85],{"categories":2446},[143],{"categories":2448},[],{"categories":2450},[143],{"categories":2452},[],{"categories":2454},[],{"categories":2456},[88],{"categories":2458},[],{"categories":2460},[82],{"categories":2462},[79],{"categories":2464},[127],{"categories":2466},[47],{"categories":2468},[],{"categories":2470},[],{"categories":2472},[85],{"categories":2474},[79],{"categories":2476},[143],{"categories":2478},[],{"categories":2480},[88],{"categories":2482},[88],{"categories":2484},[106],{"categories":2486},[85],{"categories":2488},[88],{"categories":2490},[85],{"categories":2492},[88],{"categories":2494},[85],{"categories":2496},[91],{"categories":2498},[106],{"categories":2500},[],{"categories":2502},[143],{"categories":2504},[47],{"categories":2506},[88],{"categories":2508},[],{"categories":2510},[85],{"categories":2512},[88],{"categories":2514},[82],{"categories":2516},[79],{"categories":2518},[85],{"categories":2520},[127],{"categories":2522},[47],{"categories":2524},[47],{"categories":2526},[85],{"categories":2528},[130],{"categories":2530},[85],{"categories":2532},[88],{"categories":2534},[82],{"categories":2536},[88],{"categories":2538},[85],{"categories":2540},[85],{"categories":2542},[88],{"categories":2544},[106],{"categories":2546},[],{"categories":2548},[79],{"categories":2550},[85],{"categories":2552},[88],{"categories":2554},[85],{"categories":2556},[85],{"categories":2558},[],{"categories":2560},[127],{"categories":2562},[82],{"categories":2564},[106],{"categories":2566},[85],{"categories":2568},[85],{"categories":2570},[127],{"categories":2572},[143],{"categories":2574},[130],{"categories":2576},[85],{"categories":2578},[106],{"categories":2580},[85],{"categories":2582},[88],{"categories":2584},[398],{"categories":2586},[85],{"categories":2588},[88],{"categories":2590},[130],{"categories":2592},[],{"categories":2594},[88],{"categories":2596},[47],{"categories":2598},[127],{"categories":2600},[85],{"categories":2602},[79],{"categories":2604},[82],{"categories":2606},[47],{"categories":2608},[],{"categories":2610},[88],{"categories":2612},[85],{"categories":2614},[],{"categories":2616},[106],{"categories":2618},[],{"categories":2620},[106],{"categories":2622},[85],{"categories":2624},[88],{"categories":2626},[88],{"categories":2628},[88],{"categories":2630},[],{"categories":2632},[],{"categories":2634},[85],{"categories":2636},[85],{"categories":2638},[],{"categories":2640},[127],{"categories":2642},[88],{"categories":2644},[143],{"categories":2646},[79],{"categories":2648},[],{"categories":2650},[],{"categories":2652},[106],{"categories":2654},[47],{"categories":2656},[85],{"categories":2658},[85],{"categories":2660},[85],{"categories":2662},[47],{"categories":2664},[106],{"categories":2666},[127],{"categories":2668},[85],{"categories":2670},[85],{"categories":2672},[85],{"categories":2674},[106],{"categories":2676},[85],{"categories":2678},[106],{"categories":2680},[88],{"categories":2682},[88],{"categories":2684},[47],{"categories":2686},[88],{"categories":2688},[85],{"categories":2690},[47],{"categories":2692},[127],{"categories":2694},[],{"categories":2696},[88],{"categories":2698},[],{"categories":2700},[],{"categories":2702},[82],{"categories":2704},[85],{"categories":2706},[88],{"categories":2708},[79],{"categories":2710},[88],{"categories":2712},[143],{"categories":2714},[],{"categories":2716},[88],{"categories":2718},[],{"categories":2720},[79],{"categories":2722},[88],{"categories":2724},[],{"categories":2726},[88],{"categories":2728},[85],{"categories":2730},[106],{"categories":2732},[85],{"categories":2734},[88],{"categories":2736},[106],{"categories":2738},[88],{"categories":2740},[47],{"categories":2742},[127],{"categories":2744},[79],{"categories":2746},[],{"categories":2748},[88],{"categories":2750},[127],{"categories":2752},[106],{"categories":2754},[85],{"categories":2756},[127],{"categories":2758},[79],{"categories":2760},[],{"categories":2762},[88],{"categories":2764},[88],{"categories":2766},[85],{"categories":2768},[],{"categories":2770},[88],{"categories":2772},[91],{"categories":2774},[106],{"categories":2776},[88],{"categories":2778},[82],{"categories":2780},[],{"categories":2782},[85],{"categories":2784},[91],{"categories":2786},[85],{"categories":2788},[88],{"categories":2790},[106],{"categories":2792},[79],{"categories":2794},[398],{"categories":2796},[85],{"categories":2798},[85],{"categories":2800},[85],{"categories":2802},[106],{"categories":2804},[82],{"categories":2806},[85],{"categories":2808},[127],{"categories":2810},[106],{"categories":2812},[398],{"categories":2814},[85],{"categories":2816},[],{"categories":2818},[],{"categories":2820},[398],{"categories":2822},[130],{"categories":2824},[88],{"categories":2826},[88],{"categories":2828},[106],{"categories":2830},[85],{"categories":2832},[79],{"categories":2834},[127],{"categories":2836},[88],{"categories":2838},[85],{"categories":2840},[143],{"categories":2842},[85],{"categories":2844},[88],{"categories":2846},[],{"categories":2848},[85],{"categories":2850},[85],{"categories":2852},[106],{"categories":2854},[79],{"categories":2856},[],{"categories":2858},[85],{"categories":2860},[85],{"categories":2862},[47],{"categories":2864},[127],{"categories":2866},[85,88],{"categories":2868},[143,82],{"categories":2870},[85],{"categories":2872},[],{"categories":2874},[88],{"categories":2876},[],{"categories":2878},[47],{"categories":2880},[85],{"categories":2882},[106],{"categories":2884},[],{"categories":2886},[88],{"categories":2888},[],{"categories":2890},[88],{"categories":2892},[79],{"categories":2894},[88],{"categories":2896},[85],{"categories":2898},[398],{"categories":2900},[143],{"categories":2902},[82],{"categories":2904},[82],{"categories":2906},[79],{"categories":2908},[79],{"categories":2910},[85],{"categories":2912},[88],{"categories":2914},[85],{"categories":2916},[85],{"categories":2918},[79],{"categories":2920},[85],{"categories":2922},[143],{"categories":2924},[106],{"categories":2926},[85],{"categories":2928},[88],{"categories":2930},[85],{"categories":2932},[],{"categories":2934},[47],{"categories":2936},[],{"categories":2938},[88],{"categories":2940},[79],{"categories":2942},[],{"categories":2944},[398],{"categories":2946},[85],{"categories":2948},[],{"categories":2950},[106],{"categories":2952},[88],{"categories":2954},[47],{"categories":2956},[85],{"categories":2958},[88],{"categories":2960},[47],{"categories":2962},[88],{"categories":2964},[106],{"categories":2966},[79],{"categories":2968},[106],{"categories":2970},[47],{"categories":2972},[85],{"categories":2974},[127],{"categories":2976},[85],{"categories":2978},[85],{"categories":2980},[85],{"categories":2982},[85],{"categories":2984},[88],{"categories":2986},[85],{"categories":2988},[88],{"categories":2990},[85],{"categories":2992},[79],{"categories":2994},[85],{"categories":2996},[88],{"categories":2998},[127],{"categories":3000},[79],{"categories":3002},[88],{"categories":3004},[127],{"categories":3006},[],{"categories":3008},[85],{"categories":3010},[85],{"categories":3012},[47],{"categories":3014},[],{"categories":3016},[88],{"categories":3018},[143],{"categories":3020},[85],{"categories":3022},[106],{"categories":3024},[143],{"categories":3026},[88],{"categories":3028},[82],{"categories":3030},[82],{"categories":3032},[85],{"categories":3034},[79],{"categories":3036},[],{"categories":3038},[85],{"categories":3040},[],{"categories":3042},[79],{"categories":3044},[85],{"categories":3046},[88],{"categories":3048},[88],{"categories":3050},[],{"categories":3052},[47],{"categories":3054},[47],{"categories":3056},[143],{"categories":3058},[127],{"categories":3060},[],{"categories":3062},[85],{"categories":3064},[79],{"categories":3066},[85],{"categories":3068},[47],{"categories":3070},[79],{"categories":3072},[106],{"categories":3074},[106],{"categories":3076},[],{"categories":3078},[106],{"categories":3080},[88],{"categories":3082},[127],{"categories":3084},[130],{"categories":3086},[85],{"categories":3088},[],{"categories":3090},[106],{"categories":3092},[47],{"categories":3094},[82],{"categories":3096},[85],{"categories":3098},[79],{"categories":3100},[398],{"categories":3102},[79],{"categories":3104},[],{"categories":3106},[],{"categories":3108},[106],{"categories":3110},[],{"categories":3112},[88],{"categories":3114},[88],{"categories":3116},[88],{"categories":3118},[],{"categories":3120},[85],{"categories":3122},[],{"categories":3124},[106],{"categories":3126},[79],{"categories":3128},[127],{"categories":3130},[85],{"categories":3132},[106],{"categories":3134},[106],{"categories":3136},[],{"categories":3138},[106],{"categories":3140},[79],{"categories":3142},[85],{"categories":3144},[],{"categories":3146},[88],{"categories":3148},[88],{"categories":3150},[79],{"categories":3152},[],{"categories":3154},[],{"categories":3156},[],{"categories":3158},[127],{"categories":3160},[88],{"categories":3162},[85],{"categories":3164},[],{"categories":3166},[],{"categories":3168},[],{"categories":3170},[127],{"categories":3172},[],{"categories":3174},[79],{"categories":3176},[],{"categories":3178},[],{"categories":3180},[127],{"categories":3182},[85],{"categories":3184},[106],{"categories":3186},[],{"categories":3188},[143],{"categories":3190},[106],{"categories":3192},[143],{"categories":3194},[85],{"categories":3196},[],{"categories":3198},[],{"categories":3200},[88],{"categories":3202},[],{"categories":3204},[],{"categories":3206},[88],{"categories":3208},[85],{"categories":3210},[],{"categories":3212},[88],{"categories":3214},[106],{"categories":3216},[143],{"categories":3218},[130],{"categories":3220},[88],{"categories":3222},[88],{"categories":3224},[],{"categories":3226},[],{"categories":3228},[],{"categories":3230},[106],{"categories":3232},[],{"categories":3234},[],{"categories":3236},[127],{"categories":3238},[79],{"categories":3240},[],{"categories":3242},[82],{"categories":3244},[143],{"categories":3246},[85],{"categories":3248},[47],{"categories":3250},[79],{"categories":3252},[130],{"categories":3254},[82],{"categories":3256},[47],{"categories":3258},[],{"categories":3260},[],{"categories":3262},[88],{"categories":3264},[79],{"categories":3266},[127],{"categories":3268},[79],{"categories":3270},[88],{"categories":3272},[398],{"categories":3274},[88],{"categories":3276},[],{"categories":3278},[85],{"categories":3280},[106],{"categories":3282},[47],{"categories":3284},[],{"categories":3286},[127],{"categories":3288},[106],{"categories":3290},[79],{"categories":3292},[88],{"categories":3294},[85],{"categories":3296},[82],{"categories":3298},[88,398],{"categories":3300},[88],{"categories":3302},[47],{"categories":3304},[85],{"categories":3306},[130],{"categories":3308},[143],{"categories":3310},[88],{"categories":3312},[],{"categories":3314},[88],{"categories":3316},[85],{"categories":3318},[82],{"categories":3320},[],{"categories":3322},[],{"categories":3324},[85],{"categories":3326},[130],{"categories":3328},[85],{"categories":3330},[],{"categories":3332},[106],{"categories":3334},[],{"categories":3336},[106],{"categories":3338},[47],{"categories":3340},[88],{"categories":3342},[85],{"categories":3344},[143],{"categories":3346},[47],{"categories":3348},[],{"categories":3350},[106],{"categories":3352},[85],{"categories":3354},[],{"categories":3356},[85],{"categories":3358},[88],{"categories":3360},[85],{"categories":3362},[88],{"categories":3364},[85],{"categories":3366},[85],{"categories":3368},[85],{"categories":3370},[85],{"categories":3372},[82],{"categories":3374},[],{"categories":3376},[91],{"categories":3378},[106],{"categories":3380},[85],{"categories":3382},[],{"categories":3384},[47],{"categories":3386},[85],{"categories":3388},[85],{"categories":3390},[88],{"categories":3392},[106],{"categories":3394},[85],{"categories":3396},[85],{"categories":3398},[82],{"categories":3400},[88],{"categories":3402},[127],{"categories":3404},[],{"categories":3406},[130],{"categories":3408},[85],{"categories":3410},[],{"categories":3412},[106],{"categories":3414},[143],{"categories":3416},[],{"categories":3418},[],{"categories":3420},[106],{"categories":3422},[106],{"categories":3424},[143],{"categories":3426},[79],{"categories":3428},[88],{"categories":3430},[88],{"categories":3432},[85],{"categories":3434},[82],{"categories":3436},[],{"categories":3438},[],{"categories":3440},[106],{"categories":3442},[130],{"categories":3444},[47],{"categories":3446},[88],{"categories":3448},[127],{"categories":3450},[130],{"categories":3452},[130],{"categories":3454},[],{"categories":3456},[106],{"categories":3458},[85],{"categories":3460},[85],{"categories":3462},[47],{"categories":3464},[],{"categories":3466},[106],{"categories":3468},[106],{"categories":3470},[106],{"categories":3472},[],{"categories":3474},[88],{"categories":3476},[85],{"categories":3478},[],{"categories":3480},[79],{"categories":3482},[82],{"categories":3484},[],{"categories":3486},[85],{"categories":3488},[85],{"categories":3490},[],{"categories":3492},[47],{"categories":3494},[],{"categories":3496},[],{"categories":3498},[],{"categories":3500},[],{"categories":3502},[85],{"categories":3504},[106],{"categories":3506},[],{"categories":3508},[],{"categories":3510},[85],{"categories":3512},[85],{"categories":3514},[85],{"categories":3516},[130],{"categories":3518},[85],{"categories":3520},[130],{"categories":3522},[],{"categories":3524},[130],{"categories":3526},[130],{"categories":3528},[398],{"categories":3530},[88],{"categories":3532},[47],{"categories":3534},[],{"categories":3536},[],{"categories":3538},[130],{"categories":3540},[47],{"categories":3542},[47],{"categories":3544},[47],{"categories":3546},[],{"categories":3548},[79],{"categories":3550},[47],{"categories":3552},[47],{"categories":3554},[79],{"categories":3556},[47],{"categories":3558},[82],{"categories":3560},[47],{"categories":3562},[47],{"categories":3564},[47],{"categories":3566},[130],{"categories":3568},[106],{"categories":3570},[106],{"categories":3572},[85],{"categories":3574},[47],{"categories":3576},[130],{"categories":3578},[398],{"categories":3580},[130],{"categories":3582},[130],{"categories":3584},[130],{"categories":3586},[],{"categories":3588},[82],{"categories":3590},[],{"categories":3592},[398],{"categories":3594},[47],{"categories":3596},[47],{"categories":3598},[47],{"categories":3600},[88],{"categories":3602},[106,82],{"categories":3604},[130],{"categories":3606},[],{"categories":3608},[],{"categories":3610},[130],{"categories":3612},[],{"categories":3614},[130],{"categories":3616},[106],{"categories":3618},[88],{"categories":3620},[],{"categories":3622},[47],{"categories":3624},[85],{"categories":3626},[127],{"categories":3628},[],{"categories":3630},[85],{"categories":3632},[],{"categories":3634},[106],{"categories":3636},[79],{"categories":3638},[130],{"categories":3640},[],{"categories":3642},[47],{"categories":3644},[106],[3646,3718,3865,3929],{"id":3647,"title":3648,"ai":3649,"body":3654,"categories":3685,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3686,"navigation":58,"path":3706,"published_at":48,"question":48,"scraped_at":3707,"seo":3708,"sitemap":3709,"source_id":3710,"source_name":3711,"source_type":66,"source_url":3712,"stem":3713,"tags":3714,"thumbnail_url":48,"tldr":3715,"tweet":48,"unknown_tags":3716,"__hash__":3717},"summaries\u002Fsummaries\u002Fe2e31b13773a5b4f-insomnia-v12-brings-ai-and-mcp-to-api-workflows-summary.md","Insomnia v12 Brings AI and MCP to API Workflows",{"provider":7,"model":8,"input_tokens":3650,"output_tokens":3651,"processing_time_ms":3652,"cost_usd":3653},3910,1688,10244,0.00160335,{"type":14,"value":3655,"toc":3680},[3656,3660,3663,3667,3670,3674,3677],[17,3657,3659],{"id":3658},"core-features-for-ai-ready-api-development","Core Features for AI-Ready API Development",[22,3661,3662],{},"Insomnia v12 general availability introduces MCP (Model Context Protocol) client support for testing modern AI endpoints alongside HTTP, gRPC, GraphQL, Socket.io, WSS, and SSE. AI-powered commits automate changelog generation from code changes, reducing manual documentation effort. Autogenerated mock servers use natural language prompts to create realistic API mocks instantly, speeding up frontend-backend decoupling and prototyping without backend dependencies. These enable seamless local testing without accounts, supporting git, local, or cloud workflows for faster iteration.",[17,3664,3666],{"id":3665},"free-tier-maximizes-accessibility","Free Tier Maximizes Accessibility",[22,3668,3669],{},"The open-source core offers Git sync for up to 3 users, unlimited projects, and unlimited collection runners at no cost. No account required for local use, making it ideal for solo developers or small teams prototyping APIs. Download binaries available for MacOS, Windows, and Ubuntu, ensuring cross-platform compatibility without installation hurdles.",[17,3671,3673],{"id":3672},"scaling-collaboration-and-security","Scaling Collaboration and Security",[22,3675,3676],{},"For teams, Insomnia provides RBAC (role-based access control), domain capture, and enterprise-grade security adopted by organizations prioritizing compliance. Contact sales for paid tiers unlocks unlimited Git sync and advanced collaboration. Trusted by millions worldwide, it scales from individual debugging to team-wide API design, bridging development gaps with AI-native tools.",[22,3678,3679],{},"This promotional content highlights practical upgrades for API builders but lacks deep implementation details or benchmarks.",{"title":40,"searchDepth":41,"depth":41,"links":3681},[3682,3683,3684],{"id":3658,"depth":41,"text":3659},{"id":3665,"depth":41,"text":3666},{"id":3672,"depth":41,"text":3673},[79],{"content_references":3687,"triage":3702},[3688,3694,3698],{"type":3689,"title":3690,"author":3691,"url":3692,"context":3693},"other","Kong Insomnia 12: Smarter, Faster, More Accessible API and MCP Development","Haley Giuliano","https:\u002F\u002Fkonghq.com\u002Fblog\u002Fproduct-releases\u002Fkong-insomnia-12","mentioned",{"type":3689,"title":3695,"author":3696,"url":3697,"context":3693},"Kong Insomnia 11: Elevating API Security and Collaboration","Adam Jiroun","https:\u002F\u002Fkonghq.com\u002Fblog\u002Fproduct-releases\u002Finsomnia-11",{"type":3689,"title":3699,"author":3700,"url":3701,"context":3693},"Announcing Insomnia’s New Teams RBAC and Domain Capture","Marco Palladino","https:\u002F\u002Fkonghq.com\u002Fblog\u002Fproduct-releases\u002Finsomnia-teams-rbac-and-domain-capture",{"relevance":3703,"novelty":55,"quality":54,"actionability":55,"composite":3704,"reasoning":3705},5,3.95,"Category: Software Engineering. The article discusses practical features of Insomnia v12 that enhance API development workflows, directly addressing the needs of developers integrating AI into their products. While it provides useful information about new functionalities, it lacks in-depth implementation details that would allow for immediate action.","\u002Fsummaries\u002Fe2e31b13773a5b4f-insomnia-v12-brings-ai-and-mcp-to-api-workflows-summary","2026-04-16 02:59:46",{"title":3648,"description":40},{"loc":3706},"e2e31b13773a5b4f","__oneoff__","https:\u002F\u002Finsomnia.rest","summaries\u002Fe2e31b13773a5b4f-insomnia-v12-brings-ai-and-mcp-to-api-workflows-summary",[70,72,71],"Insomnia v12 GA adds MCP client support, AI-powered commits, natural language mock servers, and free tier with unlimited projects and Git sync for 3 users.",[72,71],"NRVUv9QTvaVUG4uNt_DyLG-7IUyQ-7W2tFKPwGiugks",{"id":3719,"title":3720,"ai":3721,"body":3726,"categories":3833,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3834,"navigation":58,"path":3850,"published_at":3851,"question":48,"scraped_at":3852,"seo":3853,"sitemap":3854,"source_id":3855,"source_name":3856,"source_type":66,"source_url":3857,"stem":3858,"tags":3859,"thumbnail_url":48,"tldr":3861,"tweet":3862,"unknown_tags":3863,"__hash__":3864},"summaries\u002Fsummaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary.md","Bun's Fast Runtime Risks AI Agent Pivot",{"provider":7,"model":8,"input_tokens":3722,"output_tokens":3723,"processing_time_ms":3724,"cost_usd":3725},8196,2120,57195,0.00267655,{"type":14,"value":3727,"toc":3827},[3728,3732,3744,3751,3754,3757,3761,3764,3767,3770,3774,3777,3780,3783,3787],[17,3729,3731],{"id":3730},"bun-delivers-speed-across-js-tooling","Bun Delivers Speed Across JS Tooling",[22,3733,3734,3735,3739,3740,3743],{},"Bun combines runtime, package manager, bundler, and test runner into one fast package, outperforming npm in installs and offering built-in safeguards. Use ",[3736,3737,3738],"code",{},"bunfig.toml"," to set ",[3736,3741,3742],{},"installer = { minimum_release_age = \"72h\" }"," (3 days in seconds), blocking fresh package versions to dodge supply chain attacks—most exploits get patched within hours. Bun's package manager installs dependencies blazingly fast, even without using its runtime.",[22,3745,3746,3747,3750],{},"For servers, spin up with native routing: ",[3736,3748,3749],{},"Bun.serve({ fetch(req) { ... }, })"," supports methods like GET\u002FPOST per path or file-system routing without extras. Pair with Hono for middleware: \"my default stack is typically Bun and Hono... elegant lean framework.\" Deploy on VPS or any host. Bun's bundler replaces Vite for dev servers\u002Fwatching\u002Fbuilds; test runner swaps Jest\u002FVitest, though dedicated tools have more features.",[22,3752,3753],{},"Documentation excels for humans and agents: \"copy the page content... view it as markdown,\" making it parseable. > \"Bun actually is a combination of things: runtime... package manager... bundling... test runner.\"",[22,3755,3756],{},"Trade-offs: Bun prioritizes runtime performance (X posts highlight server updates), but lacks Hono's middleware—build your own.",[17,3758,3760],{"id":3759},"anthropic-push-reshapes-bun-and-frameworks-for-agents","Anthropic Push Reshapes Bun and Frameworks for Agents",[22,3762,3763],{},"Anthropic's acquisition hints Bun becomes an \"AI agent runtime\": add sandboxing, proxying, tool\u002Fpermission management. > \"I could definitely see a future where Bun is getting more and more features that make it a great agent runtime... I'm a bit surprised that we don't have more of that stuff already.\"",[22,3765,3766],{},"Remix 3 beta (not production-ready) ditches React for agent-friendly design—simple syntax agents grasp despite absent training data. Released Nov 2021 originally, Remix pivoted post-React dissatisfaction. Challenge: AIs default to React\u002FNext.js; non-React frameworks like Angular\u002FSvelte\u002FRemix need explicit prompts, muting DX\u002Fsyntax advantages. > \"Releasing a new framework like Remix 3 right now feels very anachronistic... it'll require a developer to explicitly tell the AI to use Remix 3.\"",[22,3768,3769],{},"Web dev calms (fewer framework wars), but AI agents dominate: devs architect, agents code. Bun stays web-server viable, but agent focus might sideline it for generalists.",[17,3771,3773],{"id":3772},"ai-development-trends-favor-agents-over-vectors","AI Development Trends Favor Agents Over Vectors",[22,3775,3776],{},"Vector DBs like Qdrant (self-hostable) shine for semantic search\u002FRAG, but agentic search disrupts: grant agents filesystem access for 100s of docs—no embeddings needed. Scales poorly for millions; hybrid wins. > \"Nowadays it looks more like the future is agentic search... more efficient to just give the agent the file system and let it do its thing.\"",[22,3778,3779],{},"Coding agents abound (wild west phase): context management key; big-company tools stable. Wait 1 year for dust to settle. Vector DB\u002FRAG\u002Fagent courses viable; his Generative AI course updated with RAG section.",[22,3781,3782],{},"Be generalist: frontend devs learn Docker basics (Compose\u002FDockerfiles\u002Fcommands)—AI aids configs. Skip Kubernetes upfront. > \"With AI the requirement... will be to have generalist developers... knowing the basics about Docker is definitely something that's useful for most developers.\"",[17,3784,3786],{"id":3785},"key-takeaways","Key Takeaways",[3788,3789,3790,3805,3812,3815,3818,3821,3824],"ul",{},[3791,3792,3793,3794,3797,3798,3800,3801,3804],"li",{},"Install Bun for package management: ",[3736,3795,3796],{},"bun install"," with ",[3736,3799,3738],{}," ",[3736,3802,3803],{},"minimum_release_age"," to mitigate supply chain risks.",[3791,3806,3807,3808,3811],{},"Build REST APIs: Bun runtime + Hono for middleware\u002Frouting; use native ",[3736,3809,3810],{},"Bun.serve()"," for quick servers.",[3791,3813,3814],{},"Monitor Bun's evolution: Great now for web\u002Fperformance, but watch Anthropic agent features like sandboxing.",[3791,3816,3817],{},"Prefer agentic search for small doc sets: Filesystem access over vector DBs like Qdrant for efficiency.",[3791,3819,3820],{},"Upskill as generalist: Master Docker basics; defer Kubernetes; explicitly prompt AIs for non-React frameworks like Remix 3.",[3791,3822,3823],{},"Test Bun's bundler\u002Ftest runner, but stick to Vite\u002FJest if needing advanced features.",[3791,3825,3826],{},"Explore Remix 3 beta post-stability for agent-optimized web apps.",{"title":40,"searchDepth":41,"depth":41,"links":3828},[3829,3830,3831,3832],{"id":3730,"depth":41,"text":3731},{"id":3759,"depth":41,"text":3760},{"id":3772,"depth":41,"text":3773},{"id":3785,"depth":41,"text":3786},[47],{"content_references":3835,"triage":3848},[3836,3840,3843,3845],{"type":3837,"title":3838,"url":3839,"context":3693},"tool","Restream","https:\u002F\u002Frestream.io",{"type":3837,"title":3841,"context":3842},"Hono","recommended",{"type":3837,"title":3844,"context":3693},"Qdrant",{"type":3837,"title":3846,"context":3847},"Bun","cited",{"relevance":54,"novelty":55,"quality":54,"actionability":55,"composite":56,"reasoning":3849},"Category: Software Engineering. The article discusses Bun's capabilities as a JavaScript runtime and its potential evolution towards AI agent features, addressing the audience's interest in practical tools for building AI-powered products. It provides specific examples of Bun's functionality, such as its fast installation and server setup, which are actionable for developers.","\u002Fsummaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary","2026-05-08 06:22:42","2026-05-08 11:13:12",{"title":3720,"description":40},{"loc":3850},"1fe9cef7f9c97c94","Maximilian Schwarzmuller","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=onbqdR_qp_0","summaries\u002F0feb6a5be5c7f4a1-bun-s-fast-runtime-risks-ai-agent-pivot-summary",[3860,70,71,72],"agents","Bun shines as a speedy JS runtime, package manager, and server tool, but Anthropic's ownership signals evolution toward AI agent features like sandboxing, potentially alienating web devs.","Glitchy livestream where the host troubleshoots OBS encoding lag while casually discussing Bun's runtime strengths, Hono integration, package manager security (like bunfig.toml for supply chain attacks), and its potential AI agent focus.",[71,72],"18pb3yFdBMrJcjGQhxfWF6aY6C1qBTeIGDzSkJ_EZWw",{"id":3866,"title":3867,"ai":3868,"body":3873,"categories":3901,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3902,"navigation":58,"path":3916,"published_at":3917,"question":48,"scraped_at":3918,"seo":3919,"sitemap":3920,"source_id":3921,"source_name":3856,"source_type":66,"source_url":3922,"stem":3923,"tags":3924,"thumbnail_url":48,"tldr":3926,"tweet":48,"unknown_tags":3927,"__hash__":3928},"summaries\u002Fsummaries\u002F07a5267285c58d7e-tech-stack-choices-matter-more-than-ever-with-ai-summary.md","Tech Stack Choices Matter More Than Ever with AI",{"provider":7,"model":8,"input_tokens":3869,"output_tokens":3870,"processing_time_ms":3871,"cost_usd":3872},6882,1487,10773,0.00161305,{"type":14,"value":3874,"toc":3896},[3875,3879,3882,3886,3889,3893],[17,3876,3878],{"id":3877},"reject-ai-dominated-stack-decisions","Reject AI-Dominated Stack Decisions",[22,3880,3881],{},"Letting AI fully select your tech stack leads to 'white coding,' where developers stop steering and just prompt, making them replaceable. AI defaults to TypeScript + React + Next.js + Tailwind due to abundant training data, fine-tuning, reinforcement learning, and system prompts that favor type-safe languages like TypeScript for self-validation via type checks. This was reasonable a year ago but shortsighted now—AI agents like Claude Code or Codex produce this stack in white coding scenarios. Instead, review code, write some yourself, and leverage expertise to avoid irrelevance. White coding suits quick internal tools ignoring edge cases\u002Fsecurity or non-coders prototyping, but not production work.",[17,3883,3885],{"id":3884},"ai-handles-any-stack-seamlessly-in-2026","AI Handles Any Stack Seamlessly in 2026",[22,3887,3888],{},"By April 2026, AI adapts to non-default stacks effortlessly. Feed docs for new libraries like Nuxt.js, Svelte 5, or TanStack Start into chat context, or use agent web search and skills (e.g., code research skill for doc lookup). AI replicates existing project code style—e.g., sticks to Nuxt.js syntax if seeded. No need for manual docs if prompts specify the stack and trigger searches. This shifts developer role from writing all code to orchestrating agents, amplifying the impact of initial choices.",[17,3890,3892],{"id":3891},"prioritize-choices-for-performance-expertise-and-joy","Prioritize Choices for Performance, Expertise, and Joy",[22,3894,3895],{},"Stacks matter because projects demand fits: use Go backend for high-load performance\u002Fmemory over TypeScript; stick to Angular if that's your strength for confident reviews. Frameworks exist for purposes—beyond past ergonomics, future ones may agent-optimize while staying human-readable. With less manual coding industry-wide, opinions differentiate pros: don't over-optimize early (rewrite with AI if scaling hits), but align with real needs. Aesthetics count too—enjoyable code sustains reviews in AI workflows. Developers set themselves apart by smart, opinionated picks over AI influence.",{"title":40,"searchDepth":41,"depth":41,"links":3897},[3898,3899,3900],{"id":3877,"depth":41,"text":3878},{"id":3884,"depth":41,"text":3885},{"id":3891,"depth":41,"text":3892},[47],{"content_references":3903,"triage":3913},[3904,3907,3910],{"type":3837,"title":3905,"url":3906,"context":3842},"Claude Code","https:\u002F\u002Facad.link\u002Fclaude-code",{"type":3837,"title":3908,"url":3909,"context":3842},"Codex","https:\u002F\u002Facad.link\u002Fcodex",{"type":3689,"title":3911,"url":3912,"context":3842},"Academind Courses","https:\u002F\u002Facademind.com\u002Fcourses",{"relevance":3703,"novelty":54,"quality":54,"actionability":54,"composite":3914,"reasoning":3915},4.35,"Category: Software Engineering. The article provides a deep dive into the implications of tech stack choices in the context of AI, addressing a specific pain point for developers about the risks of relying solely on AI for stack decisions. It offers actionable insights on how to prioritize tech stack choices based on performance and personal expertise, making it relevant and practical for the target audience.","\u002Fsummaries\u002F07a5267285c58d7e-tech-stack-choices-matter-more-than-ever-with-ai-summary","2026-04-13 13:00:00","2026-04-19 03:33:23",{"title":3867,"description":40},{"loc":3916},"07a5267285c58d7e","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=bPUZl0wtRxA","summaries\u002F07a5267285c58d7e-tech-stack-choices-matter-more-than-ever-with-ai-summary",[70,71,3925,72],"ai-llms","AI excels at any stack today, so developers must choose based on project performance needs, personal expertise, and code aesthetics—not AI biases or white coding.",[71,3925,72],"Q9FuDBp9mfD_P39Zd2vVtvhU8SzN4fNf9iAGynW_-aE",{"id":3930,"title":3931,"ai":3932,"body":3937,"categories":4106,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4107,"navigation":58,"path":4108,"published_at":4109,"question":48,"scraped_at":48,"seo":4110,"sitemap":4111,"source_id":4112,"source_name":65,"source_type":66,"source_url":4113,"stem":4114,"tags":4115,"thumbnail_url":48,"tldr":4117,"tweet":48,"unknown_tags":4118,"__hash__":4119},"summaries\u002Fsummaries\u002Fse-3-0-code-with-intent-ai-handles-syntax-summary.md","SE 3.0: Code with Intent, AI Handles Syntax",{"provider":7,"model":8,"input_tokens":3933,"output_tokens":3934,"processing_time_ms":3935,"cost_usd":3936},6167,1606,14001,0.00201405,{"type":14,"value":3938,"toc":4100},[3939,3943,3946,3949,3953,3956,3959,3980,3983,3987,3990,3993,4082,4085,4089,4096],[17,3940,3942],{"id":3941},"intent-replaces-syntax-as-programmings-core-unit","Intent Replaces Syntax as Programming's Core Unit",[22,3944,3945],{},"Software Engineering 3.0 marks a paradigm where developers no longer manually translate ideas into executable code; AI tools like LLMs and code generators handle that friction-heavy layer. Previously, in SE 1.0 (manual craftsmanship with C\u002Fassembly) and SE 2.0 (abstractions via OOP, frameworks, Agile), the bottleneck was syntax mastery—brackets, types, race conditions. Now, the locus of intelligence moves to articulating intent clearly, evaluating AI outputs critically, and ensuring alignment with goals. This narrows the gap between imagination and implementation, enabling solo developers to build complex systems faster, but demands rigorous judgment to catch hallucinations like fake APIs or logical flaws in syntactically perfect code.",[22,3947,3948],{},"Fuzzy specs yield poor results; precise ones produce deployable software. Prompt engineering becomes a core skill, treating specifications as first-class artifacts rather than Jira tickets or Slack notes. Success hinges on human strengths: domain expertise, ethical trade-offs, resilient architecture, and debugging emergent behaviors AI can't fully predict.",[17,3950,3952],{"id":3951},"generate-evaluate-refine-loop-drives-development","Generate-Evaluate-Refine Loop Drives Development",[22,3954,3955],{},"The new cycle replaces 'write-debug-ship' with 'generate-evaluate-refine,' emphasizing orchestration over line-by-line implementation. Developers design systems connecting AI modules, APIs, and cloud primitives—like a chef curating ingredients rather than cooking everything. Testing evolves into 'proof of intent': write tests first as conformance specs, ensuring generated code honors requirements regardless of internals.",[22,3957,3958],{},"Key practices include:",[3788,3960,3961,3968,3974],{},[3791,3962,3963,3967],{},[3964,3965,3966],"strong",{},"Specification-first",": Natural language prompts like \"Build a FastAPI endpoint accepting image uploads, analyzing for gravity-defying objects via vision model, returning JSON with confidence (0-1), explanation, and detected objects.\"",[3791,3969,3970,3973],{},[3964,3971,3972],{},"Skeptical review",": Probe for gaps like insufficient error handling (e.g., JSON parse failures), security risks in file uploads, or model inconsistencies.",[3791,3975,3976,3979],{},[3964,3977,3978],{},"Human-in-loop judgment",": Steer refinements without full rewrites; deploy observably with feature flags, logging model reasoning for production monitoring.",[22,3981,3982],{},"This loop scales productivity: AI boilerplate vanishes, freeing time for architecture and validation.",[17,3984,3986],{"id":3985},"antigravity-detector-se-30-pipeline-in-action","Antigravity Detector: SE 3.0 Pipeline in Action",[22,3988,3989],{},"A Python FastAPI microservice detects floating objects in images illustrates the approach. Start with spec, generate skeleton using Claude (handling base64 image upload, vision analysis, structured JSON response with Pydantic). Evaluate: Add JSON error handling, validate model output structure, consider large-file optimizations and security.",[22,3991,3992],{},"Tests enforce intent without implementation details:",[3994,3995,3999],"pre",{"className":3996,"code":3997,"language":3998,"meta":40,"style":40},"language-python shiki shiki-themes github-light github-dark","def test_health_endpoint(client):\n    response = client.get(\"\u002Fhealth\")\n    assert response.status_code == 200\n    assert response.json()[\"status\"] == \"ok\"\n\ndef test_floating_object_detected(client, sample_levitation_image):\n    response = client.post(\"\u002Fanalyze\", files={\"file\": sample_levitation_image})\n    data = response.json()\n    assert 0.0 \u003C= data[\"confidence\"] \u003C= 1.0\n    assert len(data[\"explanation\"]) > 10\n\ndef test_invalid_format_rejected(client):\n    response = client.post(\"\u002Fanalyze\", files={\"file\": (\"test.gif\", b\"fake\", \"image\u002Fgif\")})\n    assert response.status_code == 400\n","python",[3736,4000,4001,4009,4014,4019,4024,4029,4035,4041,4047,4053,4059,4064,4070,4076],{"__ignoreMap":40},[4002,4003,4006],"span",{"class":4004,"line":4005},"line",1,[4002,4007,4008],{},"def test_health_endpoint(client):\n",[4002,4010,4011],{"class":4004,"line":41},[4002,4012,4013],{},"    response = client.get(\"\u002Fhealth\")\n",[4002,4015,4016],{"class":4004,"line":55},[4002,4017,4018],{},"    assert response.status_code == 200\n",[4002,4020,4021],{"class":4004,"line":54},[4002,4022,4023],{},"    assert response.json()[\"status\"] == \"ok\"\n",[4002,4025,4026],{"class":4004,"line":3703},[4002,4027,4028],{"emptyLinePlaceholder":58},"\n",[4002,4030,4032],{"class":4004,"line":4031},6,[4002,4033,4034],{},"def test_floating_object_detected(client, sample_levitation_image):\n",[4002,4036,4038],{"class":4004,"line":4037},7,[4002,4039,4040],{},"    response = client.post(\"\u002Fanalyze\", files={\"file\": sample_levitation_image})\n",[4002,4042,4044],{"class":4004,"line":4043},8,[4002,4045,4046],{},"    data = response.json()\n",[4002,4048,4050],{"class":4004,"line":4049},9,[4002,4051,4052],{},"    assert 0.0 \u003C= data[\"confidence\"] \u003C= 1.0\n",[4002,4054,4056],{"class":4004,"line":4055},10,[4002,4057,4058],{},"    assert len(data[\"explanation\"]) > 10\n",[4002,4060,4062],{"class":4004,"line":4061},11,[4002,4063,4028],{"emptyLinePlaceholder":58},[4002,4065,4067],{"class":4004,"line":4066},12,[4002,4068,4069],{},"def test_invalid_format_rejected(client):\n",[4002,4071,4073],{"class":4004,"line":4072},13,[4002,4074,4075],{},"    response = client.post(\"\u002Fanalyze\", files={\"file\": (\"test.gif\", b\"fake\", \"image\u002Fgif\")})\n",[4002,4077,4079],{"class":4004,"line":4078},14,[4002,4080,4081],{},"    assert response.status_code == 400\n",[22,4083,4084],{},"Deploy iteratively, observing model behavior. Trade-offs: Probabilistic AI requires robustness to version changes; classical debuggers pair with intent logs.",[17,4086,4088],{"id":4087},"skills-shift-think-clearer-question-rigorously","Skills Shift: Think Clearer, Question Rigorously",[22,4090,4091,4092,4095],{},"Thrive by prioritizing system thinking, spec clarity, prompt craft, critical review, architecture, domain knowledge, and testing. Deprioritize syntax memorization, boilerplate, standard algorithms—AI excels there. Watch for 'plausible but wrong' code and build probabilistic resilience. Like past shifts (spreadsheets for accountants, high-level langs for programmers), SE 3.0 liberates engineers to solve harder problems, echoing Python's ",[3736,4093,4094],{},"import antigravity"," joke turning prophetic: intent unlocks superpowers, but clear thinking activates them.",[4097,4098,4099],"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":40,"searchDepth":41,"depth":41,"links":4101},[4102,4103,4104,4105],{"id":3941,"depth":41,"text":3942},{"id":3951,"depth":41,"text":3952},{"id":3985,"depth":41,"text":3986},{"id":4087,"depth":41,"text":4088},[47],{},"\u002Fsummaries\u002Fse-3-0-code-with-intent-ai-handles-syntax-summary","2026-04-08 21:21:18",{"title":3931,"description":40},{"loc":4108},"b5f3342516db3381","https:\u002F\u002Funknown","summaries\u002Fse-3-0-code-with-intent-ai-handles-syntax-summary",[4116,70,71,72],"prompt-engineering","Software Engineering 3.0 shifts the unit of programming from syntax to intent—AI generates code from precise specs, while developers evaluate, orchestrate, test, and refine for correctness.",[71,72],"ckcHSsIeOzsLsjHHe1S7fNV9-WpYQJbV0DyKlkp0EMI"]