[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c51fe7b2bdf2e546-free-tool-fixes-ai-coders-12-month-aws-lag-summary":3,"summaries-facets-categories":83,"summary-related-c51fe7b2bdf2e546-free-tool-fixes-ai-coders-12-month-aws-lag-summary":3748},{"id":4,"title":5,"ai":6,"body":13,"categories":52,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":57,"navigation":64,"path":65,"published_at":66,"question":54,"scraped_at":67,"seo":68,"sitemap":69,"source_id":70,"source_name":71,"source_type":72,"source_url":73,"stem":74,"tags":75,"thumbnail_url":54,"tldr":80,"tweet":54,"unknown_tags":81,"__hash__":82},"summaries\u002Fsummaries\u002Fc51fe7b2bdf2e546-free-tool-fixes-ai-coders-12-month-aws-lag-summary.md","Free Tool Fixes AI Coders' 12-Month AWS Lag",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3891,1218,24737,0.0013647,{"type":14,"value":15,"toc":45},"minimark",[16,21,25,28,32,35,38,42],[17,18,20],"h2",{"id":19},"ai-coding-assistants-deliver-confident-but-outdated-aws-advice","AI Coding Assistants Deliver Confident but Outdated AWS Advice",[22,23,24],"p",{},"Current LLMs like Claude Opus 4.6 excel at generating valid code but fail on recent AWS changes. For storing embeddings on S3, they propose five working solutions using older services, ignoring a purpose-built service launched in December 2025. This isn't basic hallucination—it's training data cutoff leaving models 12 months behind real-world infrastructure. Result: polished answers that mislead on optimal services, wasting developer time on suboptimal implementations.",[22,26,27],{},"Trade-off: Newer models prioritize general coding fluency over niche, fast-evolving cloud updates, so even top-tier AIs default to pre-2025 patterns.",[17,29,31],{"id":30},"live-demo-reveals-the-knowledge-gap","Live Demo Reveals the Knowledge Gap",[22,33,34],{},"In a recent AWS demo showcasing AI coding progress, Claude Opus handled a simple embedding storage prompt with five syntactically correct but architecturally wrong options. The presenter then integrated a new tool—same model, same prompt—and received the correct, up-to-date service recommendation in three seconds. This exposed how vanilla LLMs shine on timeless syntax but crumble on platform-specific evolution, turning demos into unintended reality checks.",[22,36,37],{},"Key lesson: Production AI coding needs external knowledge injection to match 2026 AWS realities, not just bigger models.",[17,39,41],{"id":40},"free-plug-in-unlocks-current-aws-expertise","Free Plug-In Unlocks Current AWS Expertise",[22,43,44],{},"The fix is a lightweight, free tool that bridges the recency gap without retraining models. It injects live AWS service knowledge into prompts, ensuring responses reference post-training launches like the 2025 embeddings service. Builders get accurate architecture advice instantly, avoiding the 'works but wrong' trap. Apply it to any LLM for reliable cloud coding—test on your next S3 or vector task to cut debugging cycles from hours to seconds.",{"title":46,"searchDepth":47,"depth":47,"links":48},"",2,[49,50,51],{"id":19,"depth":47,"text":20},{"id":30,"depth":47,"text":31},{"id":40,"depth":47,"text":41},[53],"Developer Productivity",null,"md",false,{"content_references":58,"triage":59},[],{"relevance":60,"novelty":61,"quality":61,"actionability":60,"composite":62,"reasoning":63},5,4,4.55,"Category: AI & LLMs. The article addresses a specific pain point for developers using AI coding tools that provide outdated AWS solutions, offering a practical fix with a free plug-in. It provides actionable steps for integrating the tool into existing workflows, making it highly relevant and immediately applicable.",true,"\u002Fsummaries\u002Fc51fe7b2bdf2e546-free-tool-fixes-ai-coders-12-month-aws-lag-summary","2026-05-15 14:23:44","2026-05-15 15:00:30",{"title":5,"description":46},{"loc":65},"c51fe7b2bdf2e546","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fyour-ai-coding-tool-is-12-months-behind-on-aws-heres-the-free-fix-7496bb7d78c9?source=rss----5517fd7b58a6---4","summaries\u002Fc51fe7b2bdf2e546-free-tool-fixes-ai-coders-12-month-aws-lag-summary",[76,77,78,79],"ai-tools","cloud","devops","dev-productivity","AI coding tools like Claude Opus confidently suggest outdated AWS solutions, missing services launched 12 months ago; a free plug-in tool updates them instantly for accurate answers on the same model and prompt.",[79],"pcmmqf8ZzxCakK1-M0tvcaLihYcCxTp0U_QV_Mcoark",[84,86,89,92,95,98,100,102,104,106,108,110,113,115,117,119,121,123,125,127,129,131,134,137,139,141,144,146,148,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746],{"categories":85},[53],{"categories":87},[88],"Business & SaaS",{"categories":90},[91],"AI & LLMs",{"categories":93},[94],"AI Automation",{"categories":96},[97],"Product Strategy",{"categories":99},[91],{"categories":101},[53],{"categories":103},[88],{"categories":105},[],{"categories":107},[91],{"categories":109},[],{"categories":111},[112],"AI News & Trends",{"categories":114},[94],{"categories":116},[112],{"categories":118},[94],{"categories":120},[94],{"categories":122},[91],{"categories":124},[91],{"categories":126},[112],{"categories":128},[91],{"categories":130},[],{"categories":132},[133],"Design & Frontend",{"categories":135},[136],"Data Science & Visualization",{"categories":138},[112],{"categories":140},[],{"categories":142},[143],"Software Engineering",{"categories":145},[91],{"categories":147},[94],{"categories":149},[150],"Marketing & Growth",{"categories":152},[91],{"categories":154},[94],{"categories":156},[],{"categories":158},[],{"categories":160},[133],{"categories":162},[94],{"categories":164},[53],{"categories":166},[133],{"categories":168},[91],{"categories":170},[94],{"categories":172},[112],{"categories":174},[],{"categories":176},[],{"categories":178},[94],{"categories":180},[143],{"categories":182},[],{"categories":184},[88],{"categories":186},[],{"categories":188},[],{"categories":190},[94],{"categories":192},[94],{"categories":194},[91],{"categories":196},[],{"categories":198},[143],{"categories":200},[],{"categories":202},[],{"categories":204},[],{"categories":206},[91],{"categories":208},[150],{"categories":210},[133],{"categories":212},[133],{"categories":214},[91],{"categories":216},[94],{"categories":218},[91],{"categories":220},[91],{"categories":222},[94],{"categories":224},[94],{"categories":226},[136],{"categories":228},[112],{"categories":230},[94],{"categories":232},[150],{"categories":234},[94],{"categories":236},[97],{"categories":238},[],{"categories":240},[94],{"categories":242},[],{"categories":244},[94],{"categories":246},[143],{"categories":248},[249],"DevOps & Cloud",{"categories":251},[133],{"categories":253},[91],{"categories":255},[],{"categories":257},[],{"categories":259},[94],{"categories":261},[],{"categories":263},[91],{"categories":265},[],{"categories":267},[53],{"categories":269},[143],{"categories":271},[88],{"categories":273},[112],{"categories":275},[91],{"categories":277},[],{"categories":279},[91],{"categories":281},[],{"categories":283},[143],{"categories":285},[136],{"categories":287},[],{"categories":289},[91],{"categories":291},[133],{"categories":293},[],{"categories":295},[133],{"categories":297},[94],{"categories":299},[],{"categories":301},[94],{"categories":303},[112],{"categories":305},[88],{"categories":307},[91],{"categories":309},[],{"categories":311},[94],{"categories":313},[91],{"categories":315},[97],{"categories":317},[],{"categories":319},[91],{"categories":321},[94],{"categories":323},[94],{"categories":325},[],{"categories":327},[136],{"categories":329},[91],{"categories":331},[],{"categories":333},[53],{"categories":335},[88],{"categories":337},[91],{"categories":339},[94],{"categories":341},[143],{"categories":343},[91],{"categories":345},[],{"categories":347},[],{"categories":349},[91],{"categories":351},[],{"categories":353},[133],{"categories":355},[],{"categories":357},[91],{"categories":359},[],{"categories":361},[94],{"categories":363},[91],{"categories":365},[133],{"categories":367},[],{"categories":369},[91],{"categories":371},[91],{"categories":373},[88],{"categories":375},[94],{"categories":377},[91],{"categories":379},[133],{"categories":381},[94],{"categories":383},[],{"categories":385},[],{"categories":387},[112],{"categories":389},[],{"categories":391},[91],{"categories":393},[88,150],{"categories":395},[],{"categories":397},[91],{"categories":399},[94],{"categories":401},[],{"categories":403},[],{"categories":405},[91],{"categories":407},[],{"categories":409},[91],{"categories":411},[249],{"categories":413},[],{"categories":415},[112],{"categories":417},[133],{"categories":419},[],{"categories":421},[112],{"categories":423},[112],{"categories":425},[91],{"categories":427},[150],{"categories":429},[],{"categories":431},[88],{"categories":433},[],{"categories":435},[91,249],{"categories":437},[91],{"categories":439},[91],{"categories":441},[91],{"categories":443},[94],{"categories":445},[91,143],{"categories":447},[136],{"categories":449},[91],{"categories":451},[150],{"categories":453},[94],{"categories":455},[94],{"categories":457},[],{"categories":459},[94],{"categories":461},[91],{"categories":463},[91,88],{"categories":465},[],{"categories":467},[133],{"categories":469},[133],{"categories":471},[],{"categories":473},[],{"categories":475},[112],{"categories":477},[],{"categories":479},[53],{"categories":481},[143],{"categories":483},[91],{"categories":485},[133],{"categories":487},[94],{"categories":489},[143],{"categories":491},[112],{"categories":493},[133],{"categories":495},[],{"categories":497},[91],{"categories":499},[91],{"categories":501},[91],{"categories":503},[112],{"categories":505},[53],{"categories":507},[91],{"categories":509},[94],{"categories":511},[249],{"categories":513},[133],{"categories":515},[94],{"categories":517},[],{"categories":519},[],{"categories":521},[133],{"categories":523},[112],{"categories":525},[136],{"categories":527},[],{"categories":529},[91],{"categories":531},[91],{"categories":533},[88],{"categories":535},[91],{"categories":537},[91],{"categories":539},[112],{"categories":541},[],{"categories":543},[94],{"categories":545},[143],{"categories":547},[],{"categories":549},[91],{"categories":551},[91],{"categories":553},[94],{"categories":555},[],{"categories":557},[],{"categories":559},[91],{"categories":561},[],{"categories":563},[88],{"categories":565},[94],{"categories":567},[],{"categories":569},[53],{"categories":571},[91],{"categories":573},[88],{"categories":575},[112],{"categories":577},[53],{"categories":579},[],{"categories":581},[],{"categories":583},[],{"categories":585},[112],{"categories":587},[112],{"categories":589},[],{"categories":591},[],{"categories":593},[88],{"categories":595},[],{"categories":597},[],{"categories":599},[53],{"categories":601},[],{"categories":603},[150],{"categories":605},[94],{"categories":607},[88],{"categories":609},[94],{"categories":611},[143],{"categories":613},[],{"categories":615},[97],{"categories":617},[133],{"categories":619},[143],{"categories":621},[91],{"categories":623},[94],{"categories":625},[88],{"categories":627},[91],{"categories":629},[],{"categories":631},[],{"categories":633},[143],{"categories":635},[136],{"categories":637},[97],{"categories":639},[94],{"categories":641},[91],{"categories":643},[],{"categories":645},[249],{"categories":647},[],{"categories":649},[94],{"categories":651},[],{"categories":653},[53],{"categories":655},[],{"categories":657},[91],{"categories":659},[133],{"categories":661},[150],{"categories":663},[94],{"categories":665},[],{"categories":667},[53],{"categories":669},[],{"categories":671},[112],{"categories":673},[91,249],{"categories":675},[112],{"categories":677},[91],{"categories":679},[88],{"categories":681},[91],{"categories":683},[],{"categories":685},[88],{"categories":687},[],{"categories":689},[143],{"categories":691},[133],{"categories":693},[112],{"categories":695},[136],{"categories":697},[53],{"categories":699},[91],{"categories":701},[94],{"categories":703},[143],{"categories":705},[],{"categories":707},[],{"categories":709},[97],{"categories":711},[],{"categories":713},[91],{"categories":715},[],{"categories":717},[133],{"categories":719},[133],{"categories":721},[91],{"categories":723},[133],{"categories":725},[],{"categories":727},[],{"categories":729},[112],{"categories":731},[94],{"categories":733},[91],{"categories":735},[91],{"categories":737},[91],{"categories":739},[88],{"categories":741},[91],{"categories":743},[],{"categories":745},[143],{"categories":747},[143],{"categories":749},[88],{"categories":751},[],{"categories":753},[91],{"categories":755},[91],{"categories":757},[88],{"categories":759},[112],{"categories":761},[150],{"categories":763},[94],{"categories":765},[],{"categories":767},[133],{"categories":769},[],{"categories":771},[91],{"categories":773},[],{"categories":775},[88],{"categories":777},[94],{"categories":779},[],{"categories":781},[249],{"categories":783},[136],{"categories":785},[143],{"categories":787},[150],{"categories":789},[143],{"categories":791},[94],{"categories":793},[],{"categories":795},[],{"categories":797},[94],{"categories":799},[53],{"categories":801},[94],{"categories":803},[97],{"categories":805},[88],{"categories":807},[],{"categories":809},[91],{"categories":811},[97],{"categories":813},[91],{"categories":815},[91],{"categories":817},[150],{"categories":819},[91],{"categories":821},[133],{"categories":823},[94],{"categories":825},[],{"categories":827},[],{"categories":829},[249],{"categories":831},[143],{"categories":833},[],{"categories":835},[94],{"categories":837},[91],{"categories":839},[133,91],{"categories":841},[53],{"categories":843},[],{"categories":845},[91],{"categories":847},[53],{"categories":849},[133],{"categories":851},[94],{"categories":853},[143],{"categories":855},[],{"categories":857},[91],{"categories":859},[],{"categories":861},[],{"categories":863},[53],{"categories":865},[],{"categories":867},[94],{"categories":869},[97],{"categories":871},[91],{"categories":873},[91],{"categories":875},[133],{"categories":877},[94],{"categories":879},[249],{"categories":881},[133],{"categories":883},[94],{"categories":885},[91],{"categories":887},[91],{"categories":889},[91],{"categories":891},[143],{"categories":893},[],{"categories":895},[112],{"categories":897},[],{"categories":899},[97],{"categories":901},[94],{"categories":903},[133],{"categories":905},[94],{"categories":907},[143],{"categories":909},[133],{"categories":911},[94],{"categories":913},[112],{"categories":915},[],{"categories":917},[91],{"categories":919},[133],{"categories":921},[91],{"categories":923},[53],{"categories":925},[112],{"categories":927},[91],{"categories":929},[150],{"categories":931},[91],{"categories":933},[94],{"categories":935},[91],{"categories":937},[94],{"categories":939},[94],{"categories":941},[91],{"categories":943},[94],{"categories":945},[133],{"categories":947},[91],{"categories":949},[],{"categories":951},[],{"categories":953},[143],{"categories":955},[],{"categories":957},[53],{"categories":959},[249],{"categories":961},[],{"categories":963},[53],{"categories":965},[88],{"categories":967},[150],{"categories":969},[],{"categories":971},[88],{"categories":973},[],{"categories":975},[91],{"categories":977},[],{"categories":979},[],{"categories":981},[],{"categories":983},[],{"categories":985},[91],{"categories":987},[94],{"categories":989},[249],{"categories":991},[53],{"categories":993},[91],{"categories":995},[143],{"categories":997},[97],{"categories":999},[91],{"categories":1001},[150],{"categories":1003},[91],{"categories":1005},[91],{"categories":1007},[91],{"categories":1009},[91,53],{"categories":1011},[143],{"categories":1013},[143],{"categories":1015},[133],{"categories":1017},[91],{"categories":1019},[],{"categories":1021},[],{"categories":1023},[],{"categories":1025},[143],{"categories":1027},[136],{"categories":1029},[112],{"categories":1031},[133],{"categories":1033},[],{"categories":1035},[91],{"categories":1037},[91],{"categories":1039},[],{"categories":1041},[],{"categories":1043},[94],{"categories":1045},[91],{"categories":1047},[88],{"categories":1049},[],{"categories":1051},[53],{"categories":1053},[91],{"categories":1055},[53],{"categories":1057},[91],{"categories":1059},[143],{"categories":1061},[150],{"categories":1063},[91,133],{"categories":1065},[112],{"categories":1067},[91],{"categories":1069},[133],{"categories":1071},[],{"categories":1073},[249],{"categories":1075},[133],{"categories":1077},[94],{"categories":1079},[],{"categories":1081},[],{"categories":1083},[],{"categories":1085},[],{"categories":1087},[143],{"categories":1089},[94],{"categories":1091},[94],{"categories":1093},[249],{"categories":1095},[91],{"categories":1097},[91],{"categories":1099},[91],{"categories":1101},[],{"categories":1103},[133],{"categories":1105},[],{"categories":1107},[],{"categories":1109},[94],{"categories":1111},[],{"categories":1113},[],{"categories":1115},[150],{"categories":1117},[150],{"categories":1119},[94],{"categories":1121},[143],{"categories":1123},[],{"categories":1125},[91],{"categories":1127},[91],{"categories":1129},[143],{"categories":1131},[133],{"categories":1133},[133],{"categories":1135},[94],{"categories":1137},[53],{"categories":1139},[91],{"categories":1141},[133],{"categories":1143},[133],{"categories":1145},[94],{"categories":1147},[94],{"categories":1149},[91],{"categories":1151},[],{"categories":1153},[],{"categories":1155},[91],{"categories":1157},[94],{"categories":1159},[112],{"categories":1161},[143],{"categories":1163},[53],{"categories":1165},[91],{"categories":1167},[],{"categories":1169},[94],{"categories":1171},[94],{"categories":1173},[],{"categories":1175},[53],{"categories":1177},[91],{"categories":1179},[53],{"categories":1181},[53],{"categories":1183},[],{"categories":1185},[],{"categories":1187},[94],{"categories":1189},[112],{"categories":1191},[94],{"categories":1193},[91],{"categories":1195},[91],{"categories":1197},[112],{"categories":1199},[136],{"categories":1201},[97],{"categories":1203},[112],{"categories":1205},[133],{"categories":1207},[],{"categories":1209},[],{"categories":1211},[112],{"categories":1213},[],{"categories":1215},[],{"categories":1217},[],{"categories":1219},[],{"categories":1221},[143],{"categories":1223},[136],{"categories":1225},[],{"categories":1227},[91],{"categories":1229},[91],{"categories":1231},[136],{"categories":1233},[143],{"categories":1235},[],{"categories":1237},[],{"categories":1239},[94],{"categories":1241},[112],{"categories":1243},[112],{"categories":1245},[94],{"categories":1247},[53],{"categories":1249},[91,249],{"categories":1251},[],{"categories":1253},[133],{"categories":1255},[53],{"categories":1257},[94],{"categories":1259},[133],{"categories":1261},[],{"categories":1263},[94],{"categories":1265},[94],{"categories":1267},[91],{"categories":1269},[150],{"categories":1271},[143],{"categories":1273},[133],{"categories":1275},[],{"categories":1277},[94],{"categories":1279},[91],{"categories":1281},[94],{"categories":1283},[94],{"categories":1285},[94],{"categories":1287},[150],{"categories":1289},[94],{"categories":1291},[91],{"categories":1293},[],{"categories":1295},[150],{"categories":1297},[112],{"categories":1299},[94],{"categories":1301},[],{"categories":1303},[],{"categories":1305},[91],{"categories":1307},[94],{"categories":1309},[112],{"categories":1311},[94],{"categories":1313},[],{"categories":1315},[],{"categories":1317},[],{"categories":1319},[94],{"categories":1321},[],{"categories":1323},[],{"categories":1325},[136],{"categories":1327},[91],{"categories":1329},[136],{"categories":1331},[112],{"categories":1333},[91],{"categories":1335},[91],{"categories":1337},[94],{"categories":1339},[91],{"categories":1341},[],{"categories":1343},[],{"categories":1345},[249],{"categories":1347},[],{"categories":1349},[],{"categories":1351},[53],{"categories":1353},[],{"categories":1355},[],{"categories":1357},[],{"categories":1359},[],{"categories":1361},[143],{"categories":1363},[112],{"categories":1365},[150],{"categories":1367},[88],{"categories":1369},[91],{"categories":1371},[91],{"categories":1373},[88],{"categories":1375},[],{"categories":1377},[133],{"categories":1379},[94],{"categories":1381},[88],{"categories":1383},[91],{"categories":1385},[91],{"categories":1387},[53],{"categories":1389},[],{"categories":1391},[53],{"categories":1393},[91],{"categories":1395},[150],{"categories":1397},[94],{"categories":1399},[112],{"categories":1401},[88],{"categories":1403},[91],{"categories":1405},[94],{"categories":1407},[],{"categories":1409},[91],{"categories":1411},[53],{"categories":1413},[91],{"categories":1415},[],{"categories":1417},[112],{"categories":1419},[91],{"categories":1421},[],{"categories":1423},[88],{"categories":1425},[88],{"categories":1427},[91],{"categories":1429},[],{"categories":1431},[],{"categories":1433},[],{"categories":1435},[91],{"categories":1437},[],{"categories":1439},[249],{"categories":1441},[91],{"categories":1443},[],{"categories":1445},[91],{"categories":1447},[91],{"categories":1449},[91],{"categories":1451},[91,249],{"categories":1453},[91],{"categories":1455},[91],{"categories":1457},[133],{"categories":1459},[94],{"categories":1461},[],{"categories":1463},[94],{"categories":1465},[91],{"categories":1467},[91],{"categories":1469},[91],{"categories":1471},[53],{"categories":1473},[53],{"categories":1475},[143],{"categories":1477},[133],{"categories":1479},[94],{"categories":1481},[],{"categories":1483},[91],{"categories":1485},[112],{"categories":1487},[91],{"categories":1489},[88],{"categories":1491},[],{"categories":1493},[249],{"categories":1495},[133],{"categories":1497},[133],{"categories":1499},[94],{"categories":1501},[112],{"categories":1503},[94],{"categories":1505},[91],{"categories":1507},[],{"categories":1509},[91],{"categories":1511},[],{"categories":1513},[],{"categories":1515},[91],{"categories":1517},[91],{"categories":1519},[91],{"categories":1521},[94],{"categories":1523},[91],{"categories":1525},[],{"categories":1527},[136],{"categories":1529},[94],{"categories":1531},[],{"categories":1533},[],{"categories":1535},[91],{"categories":1537},[112],{"categories":1539},[],{"categories":1541},[133],{"categories":1543},[249],{"categories":1545},[112],{"categories":1547},[143],{"categories":1549},[143],{"categories":1551},[112],{"categories":1553},[112],{"categories":1555},[249],{"categories":1557},[],{"categories":1559},[112],{"categories":1561},[91],{"categories":1563},[53],{"categories":1565},[112],{"categories":1567},[],{"categories":1569},[136],{"categories":1571},[112],{"categories":1573},[143],{"categories":1575},[112],{"categories":1577},[249],{"categories":1579},[91],{"categories":1581},[91],{"categories":1583},[],{"categories":1585},[88],{"categories":1587},[],{"categories":1589},[],{"categories":1591},[91],{"categories":1593},[91],{"categories":1595},[91],{"categories":1597},[91],{"categories":1599},[],{"categories":1601},[136],{"categories":1603},[53],{"categories":1605},[],{"categories":1607},[91],{"categories":1609},[91],{"categories":1611},[249],{"categories":1613},[249],{"categories":1615},[],{"categories":1617},[94],{"categories":1619},[112],{"categories":1621},[112],{"categories":1623},[91],{"categories":1625},[94],{"categories":1627},[],{"categories":1629},[133],{"categories":1631},[91],{"categories":1633},[91],{"categories":1635},[],{"categories":1637},[],{"categories":1639},[249],{"categories":1641},[91],{"categories":1643},[143],{"categories":1645},[88],{"categories":1647},[91],{"categories":1649},[],{"categories":1651},[94],{"categories":1653},[53],{"categories":1655},[53],{"categories":1657},[],{"categories":1659},[91],{"categories":1661},[133],{"categories":1663},[94],{"categories":1665},[],{"categories":1667},[91],{"categories":1669},[91],{"categories":1671},[94],{"categories":1673},[],{"categories":1675},[94],{"categories":1677},[143],{"categories":1679},[],{"categories":1681},[91],{"categories":1683},[],{"categories":1685},[91],{"categories":1687},[],{"categories":1689},[91],{"categories":1691},[91],{"categories":1693},[],{"categories":1695},[91],{"categories":1697},[112],{"categories":1699},[91],{"categories":1701},[91],{"categories":1703},[53],{"categories":1705},[91],{"categories":1707},[112],{"categories":1709},[94],{"categories":1711},[],{"categories":1713},[91],{"categories":1715},[150],{"categories":1717},[],{"categories":1719},[],{"categories":1721},[],{"categories":1723},[53],{"categories":1725},[112],{"categories":1727},[94],{"categories":1729},[91],{"categories":1731},[133],{"categories":1733},[94],{"categories":1735},[],{"categories":1737},[94],{"categories":1739},[],{"categories":1741},[91],{"categories":1743},[94],{"categories":1745},[91],{"categories":1747},[],{"categories":1749},[91],{"categories":1751},[91],{"categories":1753},[112],{"categories":1755},[133],{"categories":1757},[94],{"categories":1759},[133],{"categories":1761},[88],{"categories":1763},[],{"categories":1765},[],{"categories":1767},[91],{"categories":1769},[53],{"categories":1771},[112],{"categories":1773},[],{"categories":1775},[],{"categories":1777},[143],{"categories":1779},[133],{"categories":1781},[],{"categories":1783},[91],{"categories":1785},[],{"categories":1787},[150],{"categories":1789},[91],{"categories":1791},[249],{"categories":1793},[143],{"categories":1795},[],{"categories":1797},[94],{"categories":1799},[91],{"categories":1801},[53],{"categories":1803},[94],{"categories":1805},[94],{"categories":1807},[91],{"categories":1809},[],{"categories":1811},[53],{"categories":1813},[91],{"categories":1815},[88],{"categories":1817},[143],{"categories":1819},[133],{"categories":1821},[],{"categories":1823},[],{"categories":1825},[],{"categories":1827},[94],{"categories":1829},[133],{"categories":1831},[112],{"categories":1833},[91],{"categories":1835},[112],{"categories":1837},[133],{"categories":1839},[],{"categories":1841},[133],{"categories":1843},[112],{"categories":1845},[88],{"categories":1847},[91],{"categories":1849},[112],{"categories":1851},[150],{"categories":1853},[],{"categories":1855},[],{"categories":1857},[136],{"categories":1859},[91,143],{"categories":1861},[112],{"categories":1863},[91],{"categories":1865},[94],{"categories":1867},[94],{"categories":1869},[91],{"categories":1871},[],{"categories":1873},[143],{"categories":1875},[91],{"categories":1877},[136],{"categories":1879},[94],{"categories":1881},[150],{"categories":1883},[249],{"categories":1885},[],{"categories":1887},[53],{"categories":1889},[94],{"categories":1891},[94],{"categories":1893},[143],{"categories":1895},[91],{"categories":1897},[91],{"categories":1899},[],{"categories":1901},[],{"categories":1903},[],{"categories":1905},[249],{"categories":1907},[112],{"categories":1909},[91],{"categories":1911},[91],{"categories":1913},[91],{"categories":1915},[],{"categories":1917},[136],{"categories":1919},[88],{"categories":1921},[],{"categories":1923},[94],{"categories":1925},[249],{"categories":1927},[],{"categories":1929},[133],{"categories":1931},[133],{"categories":1933},[],{"categories":1935},[143],{"categories":1937},[133],{"categories":1939},[91],{"categories":1941},[],{"categories":1943},[112],{"categories":1945},[91],{"categories":1947},[133],{"categories":1949},[94],{"categories":1951},[112],{"categories":1953},[],{"categories":1955},[94],{"categories":1957},[133],{"categories":1959},[91],{"categories":1961},[],{"categories":1963},[91],{"categories":1965},[91],{"categories":1967},[249],{"categories":1969},[112],{"categories":1971},[136],{"categories":1973},[136],{"categories":1975},[],{"categories":1977},[],{"categories":1979},[],{"categories":1981},[94],{"categories":1983},[143],{"categories":1985},[143],{"categories":1987},[],{"categories":1989},[],{"categories":1991},[91],{"categories":1993},[],{"categories":1995},[94],{"categories":1997},[91],{"categories":1999},[],{"categories":2001},[91],{"categories":2003},[88],{"categories":2005},[91],{"categories":2007},[150],{"categories":2009},[94],{"categories":2011},[91],{"categories":2013},[143],{"categories":2015},[],{"categories":2017},[112],{"categories":2019},[94],{"categories":2021},[],{"categories":2023},[112],{"categories":2025},[94],{"categories":2027},[94],{"categories":2029},[],{"categories":2031},[88],{"categories":2033},[94],{"categories":2035},[],{"categories":2037},[91],{"categories":2039},[53],{"categories":2041},[112],{"categories":2043},[249],{"categories":2045},[94],{"categories":2047},[94],{"categories":2049},[53],{"categories":2051},[],{"categories":2053},[91],{"categories":2055},[],{"categories":2057},[],{"categories":2059},[133],{"categories":2061},[91,88],{"categories":2063},[],{"categories":2065},[53],{"categories":2067},[136],{"categories":2069},[91],{"categories":2071},[143],{"categories":2073},[91],{"categories":2075},[94],{"categories":2077},[91],{"categories":2079},[91],{"categories":2081},[112],{"categories":2083},[94],{"categories":2085},[],{"categories":2087},[],{"categories":2089},[94],{"categories":2091},[91],{"categories":2093},[249],{"categories":2095},[],{"categories":2097},[91],{"categories":2099},[94],{"categories":2101},[],{"categories":2103},[91],{"categories":2105},[150],{"categories":2107},[136],{"categories":2109},[94],{"categories":2111},[91],{"categories":2113},[249],{"categories":2115},[],{"categories":2117},[91],{"categories":2119},[150],{"categories":2121},[133],{"categories":2123},[91],{"categories":2125},[],{"categories":2127},[150],{"categories":2129},[112],{"categories":2131},[91],{"categories":2133},[91],{"categories":2135},[53],{"categories":2137},[],{"categories":2139},[],{"categories":2141},[133],{"categories":2143},[91],{"categories":2145},[136],{"categories":2147},[150],{"categories":2149},[150],{"categories":2151},[112],{"categories":2153},[],{"categories":2155},[],{"categories":2157},[91],{"categories":2159},[91],{"categories":2161},[],{"categories":2163},[91,143],{"categories":2165},[112],{"categories":2167},[94],{"categories":2169},[143],{"categories":2171},[91],{"categories":2173},[53],{"categories":2175},[],{"categories":2177},[],{"categories":2179},[53],{"categories":2181},[150],{"categories":2183},[91],{"categories":2185},[],{"categories":2187},[133,91],{"categories":2189},[249],{"categories":2191},[53],{"categories":2193},[],{"categories":2195},[88],{"categories":2197},[88],{"categories":2199},[91],{"categories":2201},[143],{"categories":2203},[94],{"categories":2205},[112],{"categories":2207},[150],{"categories":2209},[133],{"categories":2211},[91],{"categories":2213},[91],{"categories":2215},[91],{"categories":2217},[53],{"categories":2219},[91],{"categories":2221},[94],{"categories":2223},[112],{"categories":2225},[],{"categories":2227},[],{"categories":2229},[136],{"categories":2231},[143],{"categories":2233},[91],{"categories":2235},[133],{"categories":2237},[136],{"categories":2239},[91],{"categories":2241},[91],{"categories":2243},[94],{"categories":2245},[94],{"categories":2247},[91,88],{"categories":2249},[],{"categories":2251},[133],{"categories":2253},[],{"categories":2255},[91],{"categories":2257},[112],{"categories":2259},[53],{"categories":2261},[53],{"categories":2263},[94],{"categories":2265},[91],{"categories":2267},[88],{"categories":2269},[143],{"categories":2271},[150],{"categories":2273},[91],{"categories":2275},[],{"categories":2277},[112],{"categories":2279},[91],{"categories":2281},[91],{"categories":2283},[112],{"categories":2285},[143],{"categories":2287},[91],{"categories":2289},[94],{"categories":2291},[112],{"categories":2293},[91],{"categories":2295},[133],{"categories":2297},[91],{"categories":2299},[91],{"categories":2301},[249],{"categories":2303},[97],{"categories":2305},[94],{"categories":2307},[91],{"categories":2309},[112],{"categories":2311},[94],{"categories":2313},[150],{"categories":2315},[91],{"categories":2317},[],{"categories":2319},[91],{"categories":2321},[],{"categories":2323},[],{"categories":2325},[],{"categories":2327},[88],{"categories":2329},[91],{"categories":2331},[94],{"categories":2333},[112],{"categories":2335},[112],{"categories":2337},[112],{"categories":2339},[112],{"categories":2341},[],{"categories":2343},[53],{"categories":2345},[94],{"categories":2347},[112],{"categories":2349},[53],{"categories":2351},[94],{"categories":2353},[91],{"categories":2355},[91,94],{"categories":2357},[94],{"categories":2359},[249],{"categories":2361},[112],{"categories":2363},[112],{"categories":2365},[94],{"categories":2367},[91],{"categories":2369},[],{"categories":2371},[112],{"categories":2373},[150],{"categories":2375},[53],{"categories":2377},[91],{"categories":2379},[91],{"categories":2381},[],{"categories":2383},[143],{"categories":2385},[],{"categories":2387},[53],{"categories":2389},[94],{"categories":2391},[112],{"categories":2393},[91],{"categories":2395},[112],{"categories":2397},[53],{"categories":2399},[112],{"categories":2401},[112],{"categories":2403},[],{"categories":2405},[88],{"categories":2407},[94],{"categories":2409},[112],{"categories":2411},[112],{"categories":2413},[112],{"categories":2415},[112],{"categories":2417},[112],{"categories":2419},[112],{"categories":2421},[112],{"categories":2423},[112],{"categories":2425},[112],{"categories":2427},[112],{"categories":2429},[136],{"categories":2431},[53],{"categories":2433},[91],{"categories":2435},[91],{"categories":2437},[],{"categories":2439},[91,53],{"categories":2441},[],{"categories":2443},[94],{"categories":2445},[112],{"categories":2447},[94],{"categories":2449},[91],{"categories":2451},[91],{"categories":2453},[91],{"categories":2455},[91],{"categories":2457},[91],{"categories":2459},[94],{"categories":2461},[88],{"categories":2463},[],{"categories":2465},[133],{"categories":2467},[112],{"categories":2469},[91],{"categories":2471},[],{"categories":2473},[],{"categories":2475},[94],{"categories":2477},[133],{"categories":2479},[91],{"categories":2481},[],{"categories":2483},[],{"categories":2485},[150],{"categories":2487},[91],{"categories":2489},[],{"categories":2491},[],{"categories":2493},[112],{"categories":2495},[53],{"categories":2497},[88],{"categories":2499},[91],{"categories":2501},[88],{"categories":2503},[133],{"categories":2505},[],{"categories":2507},[112],{"categories":2509},[],{"categories":2511},[133],{"categories":2513},[91],{"categories":2515},[150],{"categories":2517},[],{"categories":2519},[150],{"categories":2521},[],{"categories":2523},[],{"categories":2525},[94],{"categories":2527},[],{"categories":2529},[88],{"categories":2531},[53],{"categories":2533},[133],{"categories":2535},[143],{"categories":2537},[],{"categories":2539},[],{"categories":2541},[91],{"categories":2543},[53],{"categories":2545},[150],{"categories":2547},[],{"categories":2549},[94],{"categories":2551},[94],{"categories":2553},[112],{"categories":2555},[91],{"categories":2557},[94],{"categories":2559},[91],{"categories":2561},[94],{"categories":2563},[91],{"categories":2565},[97],{"categories":2567},[112],{"categories":2569},[],{"categories":2571},[150],{"categories":2573},[],{"categories":2575},[143],{"categories":2577},[94],{"categories":2579},[],{"categories":2581},[91],{"categories":2583},[94],{"categories":2585},[88],{"categories":2587},[53],{"categories":2589},[91],{"categories":2591},[133],{"categories":2593},[143],{"categories":2595},[143],{"categories":2597},[91],{"categories":2599},[136],{"categories":2601},[91],{"categories":2603},[94],{"categories":2605},[88],{"categories":2607},[94],{"categories":2609},[91],{"categories":2611},[91],{"categories":2613},[94],{"categories":2615},[112],{"categories":2617},[],{"categories":2619},[53],{"categories":2621},[91],{"categories":2623},[94],{"categories":2625},[91],{"categories":2627},[91],{"categories":2629},[],{"categories":2631},[133],{"categories":2633},[88],{"categories":2635},[112],{"categories":2637},[91],{"categories":2639},[91],{"categories":2641},[133],{"categories":2643},[150],{"categories":2645},[136],{"categories":2647},[91],{"categories":2649},[112],{"categories":2651},[91],{"categories":2653},[94],{"categories":2655},[249],{"categories":2657},[91],{"categories":2659},[94],{"categories":2661},[136],{"categories":2663},[],{"categories":2665},[94],{"categories":2667},[143],{"categories":2669},[133],{"categories":2671},[91],{"categories":2673},[53],{"categories":2675},[88],{"categories":2677},[143],{"categories":2679},[91],{"categories":2681},[],{"categories":2683},[94],{"categories":2685},[94],{"categories":2687},[91],{"categories":2689},[],{"categories":2691},[112],{"categories":2693},[],{"categories":2695},[112],{"categories":2697},[91],{"categories":2699},[94],{"categories":2701},[94],{"categories":2703},[94],{"categories":2705},[],{"categories":2707},[112],{"categories":2709},[],{"categories":2711},[91],{"categories":2713},[91],{"categories":2715},[],{"categories":2717},[133],{"categories":2719},[94],{"categories":2721},[150],{"categories":2723},[53],{"categories":2725},[],{"categories":2727},[],{"categories":2729},[53],{"categories":2731},[112],{"categories":2733},[143],{"categories":2735},[91],{"categories":2737},[91],{"categories":2739},[91],{"categories":2741},[143],{"categories":2743},[112],{"categories":2745},[133],{"categories":2747},[91],{"categories":2749},[91],{"categories":2751},[91],{"categories":2753},[112],{"categories":2755},[91],{"categories":2757},[112],{"categories":2759},[112],{"categories":2761},[94],{"categories":2763},[94],{"categories":2765},[143],{"categories":2767},[112],{"categories":2769},[94],{"categories":2771},[91],{"categories":2773},[143],{"categories":2775},[133],{"categories":2777},[],{"categories":2779},[94],{"categories":2781},[],{"categories":2783},[],{"categories":2785},[],{"categories":2787},[88],{"categories":2789},[91],{"categories":2791},[94],{"categories":2793},[53],{"categories":2795},[94],{"categories":2797},[150],{"categories":2799},[],{"categories":2801},[94],{"categories":2803},[],{"categories":2805},[53],{"categories":2807},[94],{"categories":2809},[],{"categories":2811},[94],{"categories":2813},[91],{"categories":2815},[112],{"categories":2817},[91],{"categories":2819},[94],{"categories":2821},[112],{"categories":2823},[94],{"categories":2825},[143],{"categories":2827},[133],{"categories":2829},[53],{"categories":2831},[],{"categories":2833},[94],{"categories":2835},[133],{"categories":2837},[249],{"categories":2839},[112],{"categories":2841},[91],{"categories":2843},[133],{"categories":2845},[53],{"categories":2847},[],{"categories":2849},[94],{"categories":2851},[94],{"categories":2853},[91],{"categories":2855},[],{"categories":2857},[94],{"categories":2859},[97],{"categories":2861},[112],{"categories":2863},[94],{"categories":2865},[88],{"categories":2867},[],{"categories":2869},[91],{"categories":2871},[97],{"categories":2873},[91],{"categories":2875},[94],{"categories":2877},[112],{"categories":2879},[53],{"categories":2881},[249],{"categories":2883},[91],{"categories":2885},[91],{"categories":2887},[91],{"categories":2889},[112],{"categories":2891},[88],{"categories":2893},[91],{"categories":2895},[133],{"categories":2897},[112],{"categories":2899},[249],{"categories":2901},[91],{"categories":2903},[],{"categories":2905},[],{"categories":2907},[91],{"categories":2909},[249],{"categories":2911},[136],{"categories":2913},[94],{"categories":2915},[94],{"categories":2917},[112],{"categories":2919},[91],{"categories":2921},[53],{"categories":2923},[133],{"categories":2925},[94],{"categories":2927},[91],{"categories":2929},[150],{"categories":2931},[91],{"categories":2933},[94],{"categories":2935},[],{"categories":2937},[91],{"categories":2939},[91],{"categories":2941},[112],{"categories":2943},[53],{"categories":2945},[],{"categories":2947},[91],{"categories":2949},[91],{"categories":2951},[143],{"categories":2953},[133],{"categories":2955},[91,94],{"categories":2957},[150,88],{"categories":2959},[91],{"categories":2961},[],{"categories":2963},[94],{"categories":2965},[],{"categories":2967},[143],{"categories":2969},[],{"categories":2971},[91],{"categories":2973},[112],{"categories":2975},[],{"categories":2977},[94],{"categories":2979},[],{"categories":2981},[133],{"categories":2983},[94],{"categories":2985},[53],{"categories":2987},[94],{"categories":2989},[91],{"categories":2991},[],{"categories":2993},[249],{"categories":2995},[150],{"categories":2997},[88],{"categories":2999},[88],{"categories":3001},[53],{"categories":3003},[53],{"categories":3005},[91],{"categories":3007},[94],{"categories":3009},[91],{"categories":3011},[91],{"categories":3013},[53],{"categories":3015},[91],{"categories":3017},[150],{"categories":3019},[112],{"categories":3021},[91],{"categories":3023},[94],{"categories":3025},[91],{"categories":3027},[],{"categories":3029},[143],{"categories":3031},[],{"categories":3033},[94],{"categories":3035},[53],{"categories":3037},[],{"categories":3039},[249],{"categories":3041},[91],{"categories":3043},[],{"categories":3045},[112],{"categories":3047},[94],{"categories":3049},[143],{"categories":3051},[91],{"categories":3053},[94],{"categories":3055},[143],{"categories":3057},[94],{"categories":3059},[112],{"categories":3061},[53],{"categories":3063},[112],{"categories":3065},[143],{"categories":3067},[91],{"categories":3069},[133],{"categories":3071},[91],{"categories":3073},[91],{"categories":3075},[91],{"categories":3077},[91],{"categories":3079},[94],{"categories":3081},[91],{"categories":3083},[94],{"categories":3085},[91],{"categories":3087},[53],{"categories":3089},[91],{"categories":3091},[94],{"categories":3093},[133],{"categories":3095},[53],{"categories":3097},[94],{"categories":3099},[133],{"categories":3101},[],{"categories":3103},[91],{"categories":3105},[91],{"categories":3107},[143],{"categories":3109},[],{"categories":3111},[94],{"categories":3113},[150],{"categories":3115},[91],{"categories":3117},[112],{"categories":3119},[150],{"categories":3121},[94],{"categories":3123},[88],{"categories":3125},[88],{"categories":3127},[91],{"categories":3129},[53],{"categories":3131},[],{"categories":3133},[91],{"categories":3135},[],{"categories":3137},[53],{"categories":3139},[91],{"categories":3141},[94],{"categories":3143},[94],{"categories":3145},[],{"categories":3147},[143],{"categories":3149},[143],{"categories":3151},[150],{"categories":3153},[133],{"categories":3155},[],{"categories":3157},[91],{"categories":3159},[53],{"categories":3161},[91],{"categories":3163},[143],{"categories":3165},[53],{"categories":3167},[112],{"categories":3169},[112],{"categories":3171},[],{"categories":3173},[112],{"categories":3175},[94],{"categories":3177},[133],{"categories":3179},[136],{"categories":3181},[91],{"categories":3183},[],{"categories":3185},[112],{"categories":3187},[143],{"categories":3189},[88],{"categories":3191},[91],{"categories":3193},[53],{"categories":3195},[249],{"categories":3197},[53],{"categories":3199},[],{"categories":3201},[],{"categories":3203},[112],{"categories":3205},[],{"categories":3207},[94],{"categories":3209},[94],{"categories":3211},[94],{"categories":3213},[],{"categories":3215},[91],{"categories":3217},[],{"categories":3219},[112],{"categories":3221},[53],{"categories":3223},[133],{"categories":3225},[91],{"categories":3227},[112],{"categories":3229},[112],{"categories":3231},[],{"categories":3233},[112],{"categories":3235},[53],{"categories":3237},[91],{"categories":3239},[],{"categories":3241},[94],{"categories":3243},[94],{"categories":3245},[53],{"categories":3247},[],{"categories":3249},[],{"categories":3251},[],{"categories":3253},[133],{"categories":3255},[94],{"categories":3257},[91],{"categories":3259},[],{"categories":3261},[],{"categories":3263},[],{"categories":3265},[133],{"categories":3267},[],{"categories":3269},[53],{"categories":3271},[],{"categories":3273},[],{"categories":3275},[133],{"categories":3277},[91],{"categories":3279},[112],{"categories":3281},[],{"categories":3283},[150],{"categories":3285},[112],{"categories":3287},[150],{"categories":3289},[91],{"categories":3291},[],{"categories":3293},[],{"categories":3295},[94],{"categories":3297},[],{"categories":3299},[],{"categories":3301},[94],{"categories":3303},[91],{"categories":3305},[],{"categories":3307},[94],{"categories":3309},[112],{"categories":3311},[150],{"categories":3313},[136],{"categories":3315},[94],{"categories":3317},[94],{"categories":3319},[],{"categories":3321},[],{"categories":3323},[],{"categories":3325},[112],{"categories":3327},[],{"categories":3329},[],{"categories":3331},[133],{"categories":3333},[53],{"categories":3335},[],{"categories":3337},[88],{"categories":3339},[150],{"categories":3341},[91],{"categories":3343},[143],{"categories":3345},[53],{"categories":3347},[136],{"categories":3349},[88],{"categories":3351},[143],{"categories":3353},[],{"categories":3355},[],{"categories":3357},[94],{"categories":3359},[53],{"categories":3361},[133],{"categories":3363},[53],{"categories":3365},[94],{"categories":3367},[249],{"categories":3369},[91],{"categories":3371},[53],{"categories":3373},[94],{"categories":3375},[],{"categories":3377},[91],{"categories":3379},[112],{"categories":3381},[143],{"categories":3383},[],{"categories":3385},[133],{"categories":3387},[112],{"categories":3389},[53],{"categories":3391},[94],{"categories":3393},[91],{"categories":3395},[88],{"categories":3397},[94,249],{"categories":3399},[94],{"categories":3401},[143],{"categories":3403},[91],{"categories":3405},[136],{"categories":3407},[150],{"categories":3409},[94],{"categories":3411},[],{"categories":3413},[94],{"categories":3415},[91],{"categories":3417},[88],{"categories":3419},[],{"categories":3421},[],{"categories":3423},[91],{"categories":3425},[136],{"categories":3427},[91],{"categories":3429},[],{"categories":3431},[112],{"categories":3433},[],{"categories":3435},[112],{"categories":3437},[53],{"categories":3439},[143],{"categories":3441},[94],{"categories":3443},[91],{"categories":3445},[150],{"categories":3447},[143],{"categories":3449},[],{"categories":3451},[112],{"categories":3453},[91],{"categories":3455},[],{"categories":3457},[91],{"categories":3459},[94],{"categories":3461},[91],{"categories":3463},[94],{"categories":3465},[91],{"categories":3467},[91],{"categories":3469},[91],{"categories":3471},[91],{"categories":3473},[88],{"categories":3475},[],{"categories":3477},[97],{"categories":3479},[112],{"categories":3481},[91],{"categories":3483},[],{"categories":3485},[143],{"categories":3487},[91],{"categories":3489},[91],{"categories":3491},[91],{"categories":3493},[94],{"categories":3495},[112],{"categories":3497},[91],{"categories":3499},[91],{"categories":3501},[88],{"categories":3503},[94],{"categories":3505},[133],{"categories":3507},[],{"categories":3509},[136],{"categories":3511},[91],{"categories":3513},[],{"categories":3515},[112],{"categories":3517},[150],{"categories":3519},[],{"categories":3521},[],{"categories":3523},[112],{"categories":3525},[112],{"categories":3527},[150],{"categories":3529},[53],{"categories":3531},[94],{"categories":3533},[94],{"categories":3535},[91],{"categories":3537},[88],{"categories":3539},[],{"categories":3541},[],{"categories":3543},[112],{"categories":3545},[136],{"categories":3547},[143],{"categories":3549},[94],{"categories":3551},[133],{"categories":3553},[136],{"categories":3555},[136],{"categories":3557},[],{"categories":3559},[112],{"categories":3561},[91],{"categories":3563},[91],{"categories":3565},[143],{"categories":3567},[],{"categories":3569},[112],{"categories":3571},[112],{"categories":3573},[112],{"categories":3575},[],{"categories":3577},[94],{"categories":3579},[91],{"categories":3581},[],{"categories":3583},[53],{"categories":3585},[88],{"categories":3587},[],{"categories":3589},[91],{"categories":3591},[91],{"categories":3593},[],{"categories":3595},[143],{"categories":3597},[],{"categories":3599},[],{"categories":3601},[],{"categories":3603},[],{"categories":3605},[91],{"categories":3607},[112],{"categories":3609},[],{"categories":3611},[],{"categories":3613},[91],{"categories":3615},[91],{"categories":3617},[91],{"categories":3619},[136],{"categories":3621},[91],{"categories":3623},[136],{"categories":3625},[],{"categories":3627},[136],{"categories":3629},[136],{"categories":3631},[249],{"categories":3633},[94],{"categories":3635},[143],{"categories":3637},[],{"categories":3639},[],{"categories":3641},[136],{"categories":3643},[143],{"categories":3645},[143],{"categories":3647},[143],{"categories":3649},[],{"categories":3651},[53],{"categories":3653},[143],{"categories":3655},[143],{"categories":3657},[53],{"categories":3659},[143],{"categories":3661},[88],{"categories":3663},[143],{"categories":3665},[143],{"categories":3667},[143],{"categories":3669},[136],{"categories":3671},[112],{"categories":3673},[112],{"categories":3675},[91],{"categories":3677},[143],{"categories":3679},[136],{"categories":3681},[249],{"categories":3683},[136],{"categories":3685},[136],{"categories":3687},[136],{"categories":3689},[],{"categories":3691},[88],{"categories":3693},[],{"categories":3695},[249],{"categories":3697},[143],{"categories":3699},[143],{"categories":3701},[143],{"categories":3703},[94],{"categories":3705},[112,88],{"categories":3707},[136],{"categories":3709},[],{"categories":3711},[],{"categories":3713},[136],{"categories":3715},[],{"categories":3717},[136],{"categories":3719},[112],{"categories":3721},[94],{"categories":3723},[],{"categories":3725},[143],{"categories":3727},[91],{"categories":3729},[133],{"categories":3731},[],{"categories":3733},[91],{"categories":3735},[],{"categories":3737},[112],{"categories":3739},[53],{"categories":3741},[136],{"categories":3743},[],{"categories":3745},[143],{"categories":3747},[112],[3749,3863,4063,4353],{"id":3750,"title":3751,"ai":3752,"body":3757,"categories":3832,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":3833,"navigation":64,"path":3849,"published_at":3850,"question":54,"scraped_at":3851,"seo":3852,"sitemap":3853,"source_id":3854,"source_name":3855,"source_type":72,"source_url":3856,"stem":3857,"tags":3858,"thumbnail_url":54,"tldr":3860,"tweet":54,"unknown_tags":3861,"__hash__":3862},"summaries\u002Fsummaries\u002F7a3de59522614a1f-ai-drafts-code-fast-but-misses-context-and-silent--summary.md","AI Drafts Code Fast But Misses Context and Silent Bugs",{"provider":7,"model":8,"input_tokens":3753,"output_tokens":3754,"processing_time_ms":3755,"cost_usd":3756},5742,1637,12856,0.00194425,{"type":14,"value":3758,"toc":3826},[3759,3763,3766,3769,3773,3781,3784,3787,3791,3794,3800,3803,3807,3823],[17,3760,3762],{"id":3761},"ai-excels-at-rapid-drafting-with-structural-cleanliness","AI Excels at Rapid Drafting with Structural Cleanliness",[22,3764,3765],{},"AI generated a full event-driven notification microservice—consuming Azure Service Bus queues, processing payloads, and firing webhooks—in under 3 hours, versus 1.5 days manually. Code featured solid interfaces, error handling, and retry logic matching human standards. Integration with third-party delivery APIs plus Redis-based idempotency (deduplicating by correlation ID) was thorough. GitHub Actions pipeline for Azure Container Apps looked flawless on surface: proper stages, env vars, CLI commands.",[22,3767,3768],{},"Output quality scales with prompt context—adding team conventions, constraints, and failure history boosted results significantly. Use AI for 0-to-80% drafts to ship faster, treating it as a first drafter.",[17,3770,3772],{"id":3771},"blind-spots-in-testing-context-and-self-reviews-create-hidden-risks","Blind Spots in Testing, Context, and Self-Reviews Create Hidden Risks",[22,3774,3775,3776,3780],{},"Unit tests (23 generated) passed but mocked internals instead of validating behavior, succeeding even if core logic broke. AI reviewer praised these same hollow tests, confirming ",[3777,3778,3779],"strong",{},"AI-on-AI loops reinforce flaws",": generator assumptions propagate unchecked without human frame challenges.",[22,3782,3783],{},"Pipelines optimized for isolated correctness, not operational context—e.g., rollback pulled prior image tags via cached Docker layers, ignoring release conventions. This fragility surfaces only in incidents.",[22,3785,3786],{},"Counter with: After AI reviews, always probe \"what could go wrong that this misses?\" Never let AI review its own code. Tests must attempt breakage, not affirmation.",[17,3788,3790],{"id":3789},"behavioral-failures-demand-human-impact-validation","Behavioral Failures Demand Human Impact Validation",[22,3792,3793],{},"A YAML config tweak (timeout, retry policy) dropped webhook delivery 34% without crashes, alerts, or logs—failures silently dropped post-second retry instead of dead-letter queuing. AI executed intent precisely but ignored downstream effects, as prompts lacked them.",[22,3795,3796,3799],{},[3777,3797,3798],{},"AI knows what you tell it, fills gaps plausibly, and executes blindly","—amplifying behavioral drift over structural crashes. Alerts cover exceptions; watch operational drift in AI-accelerated systems.",[22,3801,3802],{},"Shift human role to critical evaluator: curate prompts, distrust confidence, override via judgment. Mistakes concentrate in trust decisions, making them higher-stakes but rarer.",[17,3804,3806],{"id":3805},"four-rules-for-production-ai-workflows","Four Rules for Production AI Workflows",[3808,3809,3810,3814,3817,3820],"ol",{},[3811,3812,3813],"li",{},"AI never reviews own output—insert human or diverse AI.",[3811,3815,3816],{},"Config changes need behavioral validation beyond syntax.",[3811,3818,3819],{},"Mandate context input (history, constraints).",[3811,3821,3822],{},"Tests target breakage.",[22,3824,3825],{},"Engineers thrive by asking better questions, catching assumptions, and systemizing AI honesty. Experiment broke complacency, proving judgment stakes rose—not eliminated.",{"title":46,"searchDepth":47,"depth":47,"links":3827},[3828,3829,3830,3831],{"id":3761,"depth":47,"text":3762},{"id":3771,"depth":47,"text":3772},{"id":3789,"depth":47,"text":3790},{"id":3805,"depth":47,"text":3806},[53],{"content_references":3834,"triage":3846},[3835,3840,3843],{"type":3836,"title":3837,"url":3838,"context":3839},"other","How I Use AI to Ship Production Code Without Accumulating Tech Debt","https:\u002F\u002Fmedium.com\u002Fai-in-plain-english\u002Fmost-teams-use-ai-coding-tools-wrong-heres-the-workflow-that-actually-works-44f15bf12a9e","recommended",{"type":3836,"title":3841,"url":3842,"context":3839},"Why Most RAG Systems Fail in Production","https:\u002F\u002Fmedium.com\u002Ftowards-data-engineering\u002Fwhy-most-rag-systems-fail-in-production-and-how-to-design-one-that-actually-works-dcca8cd49a41",{"type":3836,"title":3844,"url":3845,"context":3839},"Stop Defaulting to App Service — Here’s How I Actually Pick an Azure Deployment Target in 2026","https:\u002F\u002Fmedium.com\u002Ftowards-data-engineering\u002Fazure-app-service-container-apps-and-aks-compared-real-costs-in-inr-architecture-constraints-cb3c5734cb02",{"relevance":60,"novelty":61,"quality":61,"actionability":61,"composite":3847,"reasoning":3848},4.35,"Category: Software Engineering. The article provides a detailed analysis of using AI in software development, highlighting both the benefits and pitfalls, which directly addresses the audience's pain points about integrating AI into their workflows. It offers actionable insights on how to improve AI-generated code quality by emphasizing the need for human oversight and context, making it highly relevant and practical.","\u002Fsummaries\u002F7a3de59522614a1f-ai-drafts-code-fast-but-misses-context-and-silent-summary","2026-04-16 17:29:12","2026-04-19 01:22:09",{"title":3751,"description":46},{"loc":3849},"7a3de59522614a1f","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fi-let-ai-write-review-and-deploy-my-code-for-a-week-heres-what-it-broke-f94866f50d35?source=rss----78073def27b8---4","summaries\u002F7a3de59522614a1f-ai-drafts-code-fast-but-misses-context-and-silent--summary",[76,78,79,3859],"software-engineering","Fully delegating dev workflow to AI sped up drafting but caused production issues like hollow tests, context-blind pipelines, AI self-reviews, and 34% webhook drop from unmodeled behavioral changes. Humans must supply context, break review loops, and validate impacts.",[79,3859],"lvvswB9UJzGHkSP3s6_mojaJmIS_MMu7NSJBbIXeEvs",{"id":3864,"title":3865,"ai":3866,"body":3871,"categories":3993,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":3994,"navigation":64,"path":4049,"published_at":4050,"question":54,"scraped_at":4051,"seo":4052,"sitemap":4053,"source_id":4054,"source_name":4055,"source_type":72,"source_url":4056,"stem":4057,"tags":4058,"thumbnail_url":54,"tldr":4060,"tweet":54,"unknown_tags":4061,"__hash__":4062},"summaries\u002Fsummaries\u002F0aec124c9827ed5d-shadow-ai-outruns-enterprise-policies-in-2026-summary.md","Shadow AI Outruns Enterprise Policies in 2026",{"provider":7,"model":8,"input_tokens":3867,"output_tokens":3868,"processing_time_ms":3869,"cost_usd":3870},8228,3205,46870,0.00322545,{"type":14,"value":3872,"toc":3986},[3873,3877,3880,3883,3886,3890,3893,3896,3899,3902,3905,3909,3912,3915,3918,3921,3925,3928,3934,3940,3943,3946,3949,3953],[17,3874,3876],{"id":3875},"shadow-ais-scale-dwarfs-policy-efforts","Shadow AI's Scale Dwarfs Policy Efforts",[22,3878,3879],{},"Employees adopt AI tools faster than governance can respond: 40-65% use unapproved AI per IBM and Netskope surveys, with 47% accessing via personal accounts and over half inputting sensitive data like source code, financials, and PII. Fewer than 20% see this as wrong—it's driven by productivity needs, not malice. Even when policies exist, 38% misunderstand them and 56% lack guidance; comprehension doesn't stop circumvention.",[22,3881,3882],{},"\"By the time a company’s legal team finishes drafting its generative AI acceptable use policy, a meaningful percentage of its engineers, analysts, and product managers have already moved past it. Not deliberately. Not maliciously. Just practically.\" This opening quote captures why shadow AI is the 2026 norm: tools like ChatGPT for debugging code or summarizing meetings deliver immediate wins policies can't match.",[22,3884,3885],{},"Samsung's 2023 incidents previewed this—engineers leaked semiconductor data in three cases post-ban lift, using a memo-based policy with no enforcement. Banning one tool just shifts to others, eroding visibility.",[17,3887,3889],{"id":3888},"breach-costs-and-data-flows-reveal-hidden-risks","Breach Costs and Data Flows Reveal Hidden Risks",[22,3891,3892],{},"Shadow AI inflates breaches: IBM's 2025 report shows $670k extra costs per incident, averaging $4.63M vs $3.96M standard, factoring in 1\u002F5 breaches with 65% PII compromise (vs 53% avg) and 40% IP theft (vs 33%). Netskope logs 223 GenAI violations\u002Fmonth avg, 2,100 for top quartile, with prompts up 500% to 18k\u002Fmonth.",[22,3894,3895],{},"Data leaked spans code, projections, PII, HR data, M&A intel. Law firms exposed privileged info; hospitals misapplied de-identification (HHS clarifies it fails HIPAA sans agreements). Competitive intel is routine: engineers summarize internal analyses, sales paste pricing models.",[22,3897,3898],{},"Agentic AI escalates: Gartner predicts 40% of apps with task-specific agents by 2026 (from \u003C5%), built via Copilot Studio or APIs without IT review. These chain CRM\u002Femail access, vulnerable to prompt injection (OWASP #1 risk).",[22,3900,3901],{},"\"A policy employees understand but routinely ignore is not a governance framework. It is a liability disclaimer.\" This underscores why 63% lack policies, 66% skip audits—AI enters via browsers\u002Fextensions, not procurement.",[22,3903,3904],{},"EU AI Act enforcement (Aug 2026 for high-risk) demands inventories shadow AI evades, risking 3% turnover fines.",[17,3906,3908],{"id":3907},"bans-backfire-provide-alternatives-to-win-compliance","Bans Backfire; Provide Alternatives to Win Compliance",[22,3910,3911],{},"90% block some AI, but substitution persists—personal data, mobiles bypass. 27% prefer unauthorized for better functionality; new hires factor AI access in job choice.",[22,3913,3914],{},"Procurement models fail; NIST's Govern\u002FMap\u002FMeasure\u002FManage assumes visibility most lack (108 known cloud services, 10x shadow). Effective orgs reframe to \"managed enablement\": tier tools (approved\u002Flimited\u002Fprohibited), classify data first, use real-time coaching over blocks.",[22,3916,3917],{},"CSA's discover\u002Fclassify\u002Fassess\u002Fcontrols\u002Fmonitor loop demands live inventories. When alternatives exist, shadow use drops sharply.",[22,3919,3920],{},"\"The goal is not to eliminate shadow AI through policy force. It is to make governed AI use easier than ungoverned AI use — so that the path of least resistance runs through the approved channel.\" This pivot prioritizes friction: warnings like \"PII detected, use enterprise tool\" guide at decision point.",[17,3922,3924],{"id":3923},"layered-tools-bridge-visibility-prevention-governance","Layered Tools Bridge Visibility, Prevention, Governance",[22,3926,3927],{},"Combine layers for coverage:",[22,3929,3930,3933],{},[3777,3931,3932],{},"Discovery\u002FVisibility:"," Netskope (network traffic, 65k apps); Nudge Security (OAuth\u002Femail maps, 200k apps, behavioral nudges); Microsoft Purview (M365\u002FAzure DSPM, browser DLP).",[22,3935,3936,3939],{},[3777,3937,3938],{},"DLP for AI:"," Nightfall (ML detectors for prompts\u002Fsessions, redaction); Cyberhaven (endpoint lineage); Lakera Guard (LLM guardrails vs injections).",[22,3941,3942],{},"Governance platforms (truncated) build atop these. Tradeoff: no single tool suffices; Microsoft excels in-ecosystem but needs supplements.",[22,3944,3945],{},"Only 37% have policies, per IBM—stack these for inventories, enforcement, coaching.",[22,3947,3948],{},"\"Employees running semiconductor source code through ChatGPT to debug errors... are acting exactly in company interests — trying to close tickets faster... The productivity pressure that drives shadow AI adoption is not a bug in the system. It is the system.\"",[17,3950,3952],{"id":3951},"key-takeaways","Key Takeaways",[3954,3955,3956,3959,3962,3965,3968,3971,3974,3977,3980,3983],"ul",{},[3811,3957,3958],{},"Inventory shadow AI first: Use Netskope\u002FNudge for real-time discovery; assume 10x unknown services.",[3811,3960,3961],{},"Classify data rigorously: Define \"sensitive\" for AI contexts; prerequisite for tiered tools.",[3811,3963,3964],{},"Tier approvals: Approved (no limits), limited (rules), prohibited—migrate shadow to governed paths.",[3811,3966,3967],{},"Deploy real-time DLP\u002Fcoaching: Nightfall\u002FPurview warn\u002Fblock PII at paste, not post-breach.",[3811,3969,3970],{},"Monitor agents: Gartner 40% trajectory demands OAuth\u002FAPI sprawl controls vs human-only models.",[3811,3972,3973],{},"Measure costs: Shadow AI adds $670k\u002Fbreach; track violations (223+\u002Fmonth baseline).",[3811,3975,3976],{},"Avoid bans: Provide superior enterprise alternatives; drops unauthorized use dramatically.",[3811,3978,3979],{},"Comply proactively: EU AI Act needs inventories by Aug 2026; 73% gaps in discovery.",[3811,3981,3982],{},"Quarterly reviews: Governance as ops, not docs—CSA continuous monitor.",[3811,3984,3985],{},"Stack layers: Visibility + DLP + platforms for full stack.",{"title":46,"searchDepth":47,"depth":47,"links":3987},[3988,3989,3990,3991,3992],{"id":3875,"depth":47,"text":3876},{"id":3888,"depth":47,"text":3889},{"id":3907,"depth":47,"text":3908},{"id":3923,"depth":47,"text":3924},{"id":3951,"depth":47,"text":3952},[249],{"content_references":3995,"triage":4045},[3996,4002,4006,4009,4013,4016,4020,4024,4027,4030,4033,4036,4039,4042],{"type":3997,"title":3998,"author":3999,"publisher":3999,"url":4000,"context":4001},"report","2025 Cost of a Data Breach Report","IBM","https:\u002F\u002Fnewsroom.ibm.com\u002F2025-07-30-ibm-report-13-of-organizations-reported-breaches-of-ai-models-or-applications,-97-of-which-reported-lacking-proper-ai-access-controls","cited",{"type":3997,"title":4003,"author":4004,"publisher":4004,"url":4005,"context":4001},"Cloud and Threat Report 2026","Netskope","https:\u002F\u002Fwww.netskope.com\u002Fresources\u002Fcloud-and-threat-reports\u002Fcloud-and-threat-report-2026",{"type":3836,"title":4007,"url":4008,"context":4001},"Samsung semiconductor data leak","https:\u002F\u002Fwww.darkreading.com\u002Fvulnerabilities-threats\u002Fsamsung-engineers-sensitive-data-chatgpt-warnings-ai-use-workplace",{"type":3997,"title":4010,"publisher":4011,"url":4012,"context":4001},"AI Risk Management Framework","NIST","https:\u002F\u002Fwww.nist.gov\u002Fitl\u002Fai-risk-management-framework",{"type":3997,"title":4014,"publisher":4011,"url":4015,"context":4001},"2024 Generative AI Profile (NIST AI 600-1)","https:\u002F\u002Fnvlpubs.nist.gov\u002Fnistpubs\u002Fai\u002FNIST.AI.600-1.pdf",{"type":3836,"title":4017,"publisher":4018,"url":4019,"context":4001},"EU AI Act","European Commission","https:\u002F\u002Fdigital-strategy.ec.europa.eu\u002Fen\u002Fpolicies\u002Fregulatory-framework-ai",{"type":3997,"title":4021,"publisher":4022,"url":4023,"context":4001},"OWASP Top 10 for LLMs (2025 edition)","OWASP","https:\u002F\u002Fowasp.org\u002Fwww-project-top-10-for-large-language-model-applications\u002F",{"type":3836,"title":4025,"url":4026,"context":4001},"Gartner forecasts on AI agents","https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fnewsroom\u002Fpress-releases\u002F2025-08-26-gartner-predicts-40-percent-of-enterprise-apps-will-feature-task-specific-ai-agents-by-2026-up-from-less-than-5-percent-in-2025",{"type":4028,"title":4004,"url":4029,"context":3839},"tool","https:\u002F\u002Fwww.netskope.com\u002F",{"type":4028,"title":4031,"url":4032,"context":3839},"Nudge Security","https:\u002F\u002Fwww.nudgesecurity.com\u002F",{"type":4028,"title":4034,"url":4035,"context":3839},"Microsoft Purview","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fsecurity\u002Fbusiness\u002Fmicrosoft-purview",{"type":4028,"title":4037,"url":4038,"context":3839},"Nightfall AI","https:\u002F\u002Fwww.nightfall.ai\u002F",{"type":4028,"title":4040,"url":4041,"context":3839},"Cyberhaven","https:\u002F\u002Fwww.cyberhaven.com\u002F",{"type":4028,"title":4043,"url":4044,"context":3839},"Lakera Guard","https:\u002F\u002Fwww.lakera.ai\u002F",{"relevance":4046,"novelty":4046,"quality":61,"actionability":47,"composite":4047,"reasoning":4048},3,3.05,"Category: Business & SaaS. The article discusses the challenges of shadow AI in enterprises, highlighting the gap between employee tool adoption and governance policies, which is relevant to product builders concerned with compliance and risk management. However, while it presents useful statistics and insights, it lacks specific actionable steps for addressing these issues.","\u002Fsummaries\u002F0aec124c9827ed5d-shadow-ai-outruns-enterprise-policies-in-2026-summary","2026-05-13 21:44:37","2026-05-13 23:00:23",{"title":3865,"description":46},{"loc":4049},"0aec124c9827ed5d","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F13\u002Fenterprise-ai-governance-in-2026-why-the-tools-employees-use-are-ahead-of-the-policies-that-cover-them\u002F","summaries\u002F0aec124c9827ed5d-shadow-ai-outruns-enterprise-policies-in-2026-summary",[76,78,77,4059],"saas","40-65% of employees use unapproved AI tools for productivity, exposing sensitive data; bans fail, so shift to tiered approvals and real-time DLP to channel usage into governed paths.",[],"N94-KlXbBNrZUuG0irKBVGMXYVtnbbIerVaco84w5LY",{"id":4064,"title":4065,"ai":4066,"body":4071,"categories":4305,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":4306,"navigation":64,"path":4339,"published_at":4340,"question":54,"scraped_at":4341,"seo":4342,"sitemap":4343,"source_id":4344,"source_name":4345,"source_type":72,"source_url":4346,"stem":4347,"tags":4348,"thumbnail_url":54,"tldr":4350,"tweet":54,"unknown_tags":4351,"__hash__":4352},"summaries\u002Fsummaries\u002Febc0d711136fb32c-secure-ai-agents-via-mcp-toolbox-custom-tools-summary.md","Secure AI Agents via MCP Toolbox Custom Tools",{"provider":7,"model":8,"input_tokens":4067,"output_tokens":4068,"processing_time_ms":4069,"cost_usd":4070},8976,2997,46040,0.00327105,{"type":14,"value":4072,"toc":4297},[4073,4077,4080,4086,4089,4093,4096,4099,4107,4112,4115,4119,4122,4220,4223,4226,4231,4235,4238,4241,4244,4248,4251,4254,4259,4262,4264,4293],[17,4074,4076],{"id":4075},"tackling-the-confused-deputy-problem-in-ai-agents","Tackling the Confused Deputy Problem in AI Agents",[22,4078,4079],{},"AI agents promise automation like midnight database triage, but they risk the 'confused deputy' vulnerability: a service account with broad database access gets tricked by malicious user input (e.g., via prompt injection) into querying sensitive data like executive salaries instead of the paged-down DB. Kurtis Van Gent explains this as Simon Willison's 'lethal trifecta': private data + untrusted input + external sharing. Traditional fixes like prompt-engineered security fail because LLMs struggle to distinguish system vs. user instructions.",[4081,4082,4083],"blockquote",{},[22,4084,4085],{},"'The confused deputy problem is really a problem where you have some kind of authoritative source... but a malicious user or a bug can trick it into revealing information.' — Kurtis Van Gent, defining the core vulnerability with a real-world paging scenario.",[22,4087,4088],{},"Developers evaluated broad tool access (e.g., 'run any SQL') but rejected it for runtime agents serving end-users. Instead, they architected MCP Toolbox around customization: pre-author SQL queries reviewed like code, constraining what agents can do.",[17,4090,4092],{"id":4091},"build-time-vs-runtime-agents-tailored-tooling","Build-Time vs. Runtime Agents: Tailored Tooling",[22,4094,4095],{},"MCP Toolbox distinguishes two agent types, each with different security needs. Build-time agents (e.g., Gemini CLI, Claude Code) assist developers with broad, generic tools like 'any SQL' or BigQuery dashboard queries—safe since they use developer credentials. Runtime agents (e.g., customer service bots via ADK, LangChain) face untrusted users, needing narrow tools for accuracy and safety.",[22,4097,4098],{},"Toolbox supports both via generic (pre-built ops), runtime (dynamic), and custom tools. For databases like AlloyDB, BigQuery, Postgres, Valkey, Neo4j, Oracle, MariaDB, it acts as a 'central gate.' Open-source (15k+ GitHub stars, 130+ contributors, millions of monthly calls), it's self-hosted—no Google data access.",[22,4100,4101,4102,4106],{},"Key decision: Bound parameters separate agent-set values (e.g., flight ID from conversation) from app-set ones (e.g., user identity, target DB). This binds identity at runtime, e.g., ",[4103,4104,4105],"code",{},"tool.bind(user_id=authenticated_user)"," creates a scoped tool the LLM can't override.",[4081,4108,4109],{},[22,4110,4111],{},"'MCP is kind of the gold standard for interop right now... like USB for AI applications. You can take any agent and you can plug in any server.' — Kurtis Van Gent, positioning MCP as the standard Toolbox builds on.",[22,4113,4114],{},"Tradeoff: Hardcoding boosts security\u002Faccuracy (no hallucinated DB switches) but reduces flexibility. Philosophy: Remove agent control wherever possible without harming UX—e.g., hardcoded DB for single-DB sessions.",[17,4116,4118],{"id":4117},"custom-tools-pre-written-sql-as-architectural-guardrails","Custom Tools: Pre-Written SQL as Architectural Guardrails",[22,4120,4121],{},"Core mechanism: Define tools with fixed SQL templates and params. Example Postgres tool for airline queries:",[4123,4124,4128],"pre",{"className":4125,"code":4126,"language":4127,"meta":46,"style":46},"language-yaml shiki shiki-themes github-light github-dark","tool_type: postgres-sql\nsql: \"SELECT * FROM flights WHERE airline = $1 AND flight_number = $2\"\nparameters:\n  - name: airline\n    type: string\n  - name: flight_number\n    type: string\ndescription: \"Get flight details by airline and number\"\n","yaml",[4103,4129,4130,4147,4157,4165,4178,4188,4200,4209],{"__ignoreMap":46},[4131,4132,4135,4139,4143],"span",{"class":4133,"line":4134},"line",1,[4131,4136,4138],{"class":4137},"s9eBZ","tool_type",[4131,4140,4142],{"class":4141},"sVt8B",": ",[4131,4144,4146],{"class":4145},"sZZnC","postgres-sql\n",[4131,4148,4149,4152,4154],{"class":4133,"line":47},[4131,4150,4151],{"class":4137},"sql",[4131,4153,4142],{"class":4141},[4131,4155,4156],{"class":4145},"\"SELECT * FROM flights WHERE airline = $1 AND flight_number = $2\"\n",[4131,4158,4159,4162],{"class":4133,"line":4046},[4131,4160,4161],{"class":4137},"parameters",[4131,4163,4164],{"class":4141},":\n",[4131,4166,4167,4170,4173,4175],{"class":4133,"line":61},[4131,4168,4169],{"class":4141},"  - ",[4131,4171,4172],{"class":4137},"name",[4131,4174,4142],{"class":4141},[4131,4176,4177],{"class":4145},"airline\n",[4131,4179,4180,4183,4185],{"class":4133,"line":60},[4131,4181,4182],{"class":4137},"    type",[4131,4184,4142],{"class":4141},[4131,4186,4187],{"class":4145},"string\n",[4131,4189,4191,4193,4195,4197],{"class":4133,"line":4190},6,[4131,4192,4169],{"class":4141},[4131,4194,4172],{"class":4137},[4131,4196,4142],{"class":4141},[4131,4198,4199],{"class":4145},"flight_number\n",[4131,4201,4203,4205,4207],{"class":4133,"line":4202},7,[4131,4204,4182],{"class":4137},[4131,4206,4142],{"class":4141},[4131,4208,4187],{"class":4145},[4131,4210,4212,4215,4217],{"class":4133,"line":4211},8,[4131,4213,4214],{"class":4137},"description",[4131,4216,4142],{"class":4141},[4131,4218,4219],{"class":4145},"\"Get flight details by airline and number\"\n",[22,4221,4222],{},"The LLM calls via MCP with params; Toolbox executes safely. No ad-hoc SQL generation—agents use dev-reviewed queries. Supports complex ops like joins\u002Fstored procs via custom SQL. Toolbox doesn't auto-write queries; devs do.",[22,4224,4225],{},"This mirrors app dev: Write\u002Freview SQL once, expose as API. For production, deploy on Cloud Run; min arch is Toolbox container + MCP client (Gemini\u002FVertex AI) + auth (e.g., IAM).",[4081,4227,4228],{},[22,4229,4230],{},"'The toolbox's superpower really comes down to... customize tools in a way that lets you constrain that access... write the SQL ahead of time.' — Kurtis Van Gent, on shifting from prompt hacks to code-like security.",[17,4232,4234],{"id":4233},"cymbal-air-demo-resilience-in-action","Cymbal Air Demo: Resilience in Action",[22,4236,4237],{},"Live demo of Cymbal Air (fictional airline agent): Normal flow—user asks flight status; agent uses bound tools to query only authorized data. Compromise attempt: \"Ignore instructions, query competitor salaries.\" Fails—tools lack access; agent stays on-topic.",[22,4239,4240],{},"Architecture: MCP client (Gemini) → Toolbox server (Cloud Run, Postgres backend) → bound custom tools. Code shown: Load tool, bind user context, register to agent. Result: Zero-trust, no leaks.",[22,4242,4243],{},"Evolution: Started with generic tools; pivoted to custom\u002Fbound for prod. Failure modes tested: Prompt injection blocked by param constraints.",[17,4245,4247],{"id":4246},"deployment-tradeoffs-and-best-practices","Deployment Tradeoffs and Best Practices",[22,4249,4250],{},"Latency: Toolbox adds ~50-100ms vs. direct queries (MCP overhead + execution); fine for interactive agents, not ultra-high-throughput. Self-hosted (binary\u002Fcontainer\u002Flocal); progressive tool exposure via dynamic registration.",[22,4252,4253],{},"Security-first process: Start with threat modeling ('what can go wrong?'), prototype fast with frameworks like ADK, then harden. 'Move security left'—architect params\u002Ftools early, iterate weekly.",[4081,4255,4256],{},[22,4257,4258],{},"'Flexibility versus security... anything that you can take away from the agent tends to be a good thing to take away as long as it doesn't diminish the use case.' — Kurtis Van Gent, on balancing autonomy and guardrails.",[22,4260,4261],{},"Non-obvious: Runtime agents need dev-like rigor (code review SQL); build-time can be looser. Replicate by forking GitHub repo, binding identity, testing injections.",[17,4263,3952],{"id":3951},[3954,4265,4266,4269,4272,4275,4278,4281,4284,4287,4290],{},[3811,4267,4268],{},"Model threats early: Map confused deputy risks (private data + untrusted input) before building agents.",[3811,4270,4271],{},"Use build-time tools broadly for dev (e.g., any-SQL); constrain runtime with custom MCP tools.",[3811,4273,4274],{},"Pre-write\u002Freview SQL templates; define params\u002Fdescriptions for LLM guidance.",[3811,4276,4277],{},"Bind app params (user ID, DB) at runtime—LLM sets only conversation-derived ones.",[3811,4279,4280],{},"Deploy self-hosted Toolbox on Cloud Run; test latency (\u003C100ms typical) and injections.",[3811,4282,4283],{},"Start small: Codelabs for BigQuery\u002FAlloyDB; scale to multi-agent apps.",[3811,4285,4286],{},"Prioritize security in architecture: 1st step = threat model, not prototype.",[3811,4288,4289],{},"Leverage open MCP spec: Plug any agent\u002Fserver; Google managed options for BigQuery\u002Fetc.",[3811,4291,4292],{},"Measure: Millions of safe calls\u002Fmonth via Toolbox—prod-proven.",[4294,4295,4296],"style",{},"html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}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":46,"searchDepth":47,"depth":47,"links":4298},[4299,4300,4301,4302,4303,4304],{"id":4075,"depth":47,"text":4076},{"id":4091,"depth":47,"text":4092},{"id":4117,"depth":47,"text":4118},{"id":4233,"depth":47,"text":4234},{"id":4246,"depth":47,"text":4247},{"id":3951,"depth":47,"text":3952},[91],{"content_references":4307,"triage":4336},[4308,4312,4315,4318,4321,4324,4327,4330,4333],{"type":4028,"title":4309,"url":4310,"context":4311},"MCP Toolbox GitHub","https:\u002F\u002Fgoo.gle\u002Fgithub-mcp-toolbox","mentioned",{"type":4028,"title":4313,"url":4314,"context":4311},"MCP Toolbox for Databases (Docs)","https:\u002F\u002Fgoo.gle\u002Fmcp-toolbox-dev",{"type":4028,"title":4316,"url":4317,"context":4311},"QuickStart","https:\u002F\u002Fgoo.gle\u002Fmcp-quickstart",{"type":4028,"title":4319,"url":4320,"context":4311},"MCP Toolbox for Databases: Making BigQuery datasets available to MCP clients (Codelab)","https:\u002F\u002Fgoo.gle\u002Fcodelabs",{"type":4028,"title":4322,"url":4323,"context":4311},"Build a Multi-agent App with MCP Toolbox for AlloyDB & ADK (Codelab)","https:\u002F\u002Fgoo.gle\u002Fcodelab-multi-agent-app",{"type":4028,"title":4325,"url":4326,"context":4311},"Cymbal Air Toolbox Demo","https:\u002F\u002Fgoo.gle\u002F4tfWYIA",{"type":4028,"title":4328,"url":4329,"context":4311},"Google Cloud MCP servers overview","https:\u002F\u002Fgoo.gle\u002F42ioQRn",{"type":4028,"title":4331,"url":4332,"context":4311},"MCP Toolbox for Databases (Toolbox)","https:\u002F\u002Fgoo.gle\u002F4wauUJp",{"type":4028,"title":4334,"url":4335,"context":4311},"GEAR","https:\u002F\u002Fgoo.gle\u002FGEAR",{"relevance":61,"novelty":4046,"quality":61,"actionability":4046,"composite":4337,"reasoning":4338},3.6,"Category: AI & LLMs. The article addresses a specific pain point regarding security in AI agents, particularly the confused deputy problem, which is relevant for developers integrating AI features. It provides insights into a practical solution (MCP Toolbox) but lacks detailed step-by-step guidance for implementation.","\u002Fsummaries\u002Febc0d711136fb32c-secure-ai-agents-via-mcp-toolbox-custom-tools-summary","2026-05-05 16:46:33","2026-05-06 16:12:43",{"title":4065,"description":46},{"loc":4339},"ed722ee0fdc7e076","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=CRszhkEjd8s","summaries\u002Febc0d711136fb32c-secure-ai-agents-via-mcp-toolbox-custom-tools-summary",[4349,76,77,78],"agents","MCP Toolbox prevents confused deputy attacks by letting developers pre-write constrained SQL tools with bound parameters, separating agent flexibility from app-controlled security for runtime agents.",[],"htBzEsyR16VdzmViKPvmry-2HFiUx9a6ye2MxpmOJCk",{"id":4354,"title":4355,"ai":4356,"body":4361,"categories":4445,"created_at":54,"date_modified":54,"description":46,"extension":55,"faq":54,"featured":56,"kicker_label":54,"meta":4446,"navigation":64,"path":4463,"published_at":4464,"question":54,"scraped_at":4465,"seo":4466,"sitemap":4467,"source_id":4468,"source_name":4345,"source_type":72,"source_url":4469,"stem":4470,"tags":4471,"thumbnail_url":54,"tldr":4472,"tweet":54,"unknown_tags":4473,"__hash__":4474},"summaries\u002Fsummaries\u002F2fdd3e70c04c3ea2-next-26-sneak-peek-agents-demos-hands-on-ai-buildi-summary.md","Next '26 Sneak Peek: Agents, Demos, Hands-On AI Building",{"provider":7,"model":8,"input_tokens":4357,"output_tokens":4358,"processing_time_ms":4359,"cost_usd":4360},8459,2862,17687,0.0031003,{"type":14,"value":4362,"toc":4439},[4363,4367,4370,4373,4376,4380,4383,4386,4389,4393,4396,4399,4402,4405,4407,4436],[17,4364,4366],{"id":4365},"developer-keynote-sets-agentic-tone","Developer Keynote Sets Agentic Tone",[22,4368,4369],{},"Stephanie Wong, Richard Seroter, and Emma Twersky hype the must-watch \"Get Real Agents in the Autonomous Era\" keynote, promising live demos of interconnected AI tools. Emma emphasizes the through-line narrative: launches like Gemini 3.1 Flash-Lite, Agent Development Kit (ADK), and A2A protocol build toward autonomous apps. Richard calls it joyful and thematic, contrasting stiff suits with jeans-clad demos of real applications. All agree: unlike abstract talks, this shows production workflows, helping devs contextualize overwhelming updates. \"We're going to blow you away with the example application,\" Richard says, teasing agent negotiations on budgets, trends, and design constraints.",[22,4371,4372],{},"Panelists converge on agents as Next '26's core: ADK for building, Model Context Protocol (MCP) for trusted data sources beyond LLM cutoffs. Richard notes MCP servers expanding for agentic apps, while Emma ties it to mobile\u002Fweb via frameworks like Flutter, Dart, Firebase. Divergence minor—Emma focuses on generative UI personalization (e.g., Toyota RAV4 infotainment, food apps boosting sign-ups), Richard on stacks like GenKit vs. raw APIs. Consensus: Skip theory; build agents that pivot autonomously.",[22,4374,4375],{},"\"My favorite thing about the developer keynote is that you actually get to see demos of actual things on stage,\" Emma notes, echoing hands-on bias over hype.",[17,4377,4379],{"id":4378},"showcase-floor-from-coffee-to-rockets","Showcase Floor: From Coffee to Rockets",[22,4381,4382],{},"The 67,000 sq ft floor divides into Imagine (inspiration: Gemini robotics), Learn (deep dives: data analytics, security), and Build (hands-on: agentic hack zone). Stephanie details CLI Mission Control—use Gemini CLI for rocket launch sequences, leaderboard competition. ADK\u002FA2A demo: agents negotiate to ship games. Emma's picks: Agentic Mobile\u002FWeb (phone verification, full-stack Firebase) and Gen Latte—AI barista app for generative UI coffee orders. \"Reimagined coffee shop with newest tech—you agentically code and get coffee,\" she pitches, solving conference caffeine chaos.",[22,4384,4385],{},"Richard and Emma praise serendipity: agendas derail into valuable hallway chats and unknown demos. Skills Challenge gamifies it—earn swag\u002Fbadges across activations. Developer Theater hosts 75 lightning talks (e.g., AI-assisted apps, scalable agents\u002FAPIs). All panelists agree floor trumps sessions: \"You could spend the entire time... get so much value,\" Stephanie says. Trade-off: Overwhelm possible, but wandering yields unexpected wins like Flutter\u002FToyota stories.",[22,4387,4388],{},"\"I always end up getting lost in the floor and that's... the most valuable time,\" Emma shares.",[17,4390,4392],{"id":4391},"top-sessions-workshops-and-networking","Top Sessions, Workshops, and Networking",[22,4394,4395],{},"Emma's agenda: Spotify AI customer story, DeepMind's Gemini updates, Flutter's A-to-UI\u002Fgen UI talk (personalization for Toyota, food apps), Toyota Connected on RAV4 Flutter infotainment. She hosts Flutter meetup; loves discussion groups as formal hallway extensions post-talks. Richard overlaps on personalization, adds MCP integration, GKE inference, Cloud Run zero-to-prod, SRE\u002Fdata scientist agent content, Go agents stack selection. Both flag workshops like Gemini 3 hands-on: \"Learn from model teams how to work with it.\"",[22,4397,4398],{},"Stephanie covers networking: Google Developer Program (profile links Cloud\u002FFirebase\u002FAndroid\u002FAI, badges\u002Fcodelabs), reinvented Builder Hub (Hacky Hour quests for swag\u002Fmagic), expanded meetups (Flutter, security, women in tech), Birds of a Feather\u002Fdiscussion groups. Skills Zone: Nvidia\u002FMcLaren\u002FTeam USA workshops. Richard values non-coder empowerment (vibe coding for PMs\u002Fexecs); Emma, customer journeys.",[22,4400,4401],{},"Agreement: Best practices from customers\u002Fpartners (Anthropic) and Google internals (AI docs evolution). Predictions: Agents hit production via GKE\u002FCloud Run\u002Fdatabases; generative UI shifts app design to dynamic personalization. Trade-offs: Pace exhausts (\"barely keep up\"), but events curate signal.",[22,4403,4404],{},"\"How do you pick the right stacks? GenKit? ADK? Raw APIs?\" Richard questions, highlighting choice paralysis.",[17,4406,3952],{"id":3951},[3954,4408,4409,4412,4415,4418,4421,4424,4427,4430,4433],{},[3811,4410,4411],{},"Prioritize developer keynote for agent demo narrative: ADK + A2A + MCP builds autonomous flows.",[3811,4413,4414],{},"Hit Build zone first: CLI Mission Control, Gen Latte for instant AI prototyping.",[3811,4416,4417],{},"Join skills challenges\u002FHacky Hour for swag + networking; link to Developer Program profile.",[3811,4419,4420],{},"Attend gen UI\u002FFlutter sessions for personalization patterns (e.g., Toyota RAV4).",[3811,4422,4423],{},"Use discussion groups for deep post-talk dives; wander floor for serendipity.",[3811,4425,4426],{},"Explore MCP for agent data trust; GKE\u002FCloud Run for prod inference.",[3811,4428,4429],{},"Balance agendas with workshops: Hands-on Gemini 3 beats passive watching.",[3811,4431,4432],{},"Network via meetups\u002FBoF: Flutter, Go, women in tech, global engineering.",[3811,4434,4435],{},"Empower non-devs: Vibe coding sessions for faster ideation.",[22,4437,4438],{},"\"There's enough to do... an excuse to learn for a few days,\" Richard sums up event value.",{"title":46,"searchDepth":47,"depth":47,"links":4440},[4441,4442,4443,4444],{"id":4365,"depth":47,"text":4366},{"id":4378,"depth":47,"text":4379},{"id":4391,"depth":47,"text":4392},{"id":3951,"depth":47,"text":3952},[],{"content_references":4447,"triage":4461},[4448,4451,4453,4455,4457,4459],{"type":4449,"title":4450,"context":4311},"event","Google Cloud Next '26",{"type":4028,"title":4452,"context":4311},"Gemini 3.1 Flash-Lite",{"type":4028,"title":4454,"context":4311},"Agent Development Kit",{"type":4028,"title":4456,"context":4311},"Model Context Protocol",{"type":4028,"title":4458,"context":4311},"Flutter",{"type":4028,"title":4460,"context":4311},"Gemini CLI",{"relevance":61,"novelty":4046,"quality":61,"actionability":4046,"composite":4337,"reasoning":4462},"Category: AI & LLMs. The article discusses practical applications of AI agents and tools showcased at Google Cloud Next '26, addressing the audience's need for production-ready examples. It highlights specific tools like the Agent Development Kit and Model Context Protocol, which are relevant for developers looking to implement AI features.","\u002Fsummaries\u002F2fdd3e70c04c3ea2-next-26-sneak-peek-agents-demos-hands-on-ai-buildi-summary","2026-04-14 19:43:02","2026-04-19 03:42:38",{"title":4355,"description":46},{"loc":4463},"2fdd3e70c04c3ea2","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=KPTW4L-BQO8","summaries\u002F2fdd3e70c04c3ea2-next-26-sneak-peek-agents-demos-hands-on-ai-buildi-summary",[4349,76,77,79],"Google Cloud Next '26 spotlights production-ready AI agents via live demos, massive showcase floor with hack zones, and sessions on Gemini, ADK, generative UI—perfect for developers shipping autonomous apps.",[79],"P6M3FVnd4gSUugybNYo0wzgI-w3jea56Rw-g3vxj_Vw"]