[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-57efa85fbbf99fa5-scaffold-ai-agent-prod-infra-in-60s-with-google-st-summary":3,"summaries-facets-categories":182,"summary-related-57efa85fbbf99fa5-scaffold-ai-agent-prod-infra-in-60s-with-google-st-summary":3750},{"id":4,"title":5,"ai":6,"body":13,"categories":122,"created_at":125,"date_modified":125,"description":115,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":128,"navigation":163,"path":164,"published_at":165,"question":125,"scraped_at":166,"seo":167,"sitemap":168,"source_id":169,"source_name":170,"source_type":171,"source_url":172,"stem":173,"tags":174,"thumbnail_url":125,"tldr":179,"tweet":125,"unknown_tags":180,"__hash__":181},"summaries\u002Fsummaries\u002F57efa85fbbf99fa5-scaffold-ai-agent-prod-infra-in-60s-with-google-st-summary.md","Scaffold AI Agent Prod Infra in 60s with Google Starter Pack",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6245,2114,24890,0.00179915,{"type":14,"value":15,"toc":114},"minimark",[16,21,30,33,37,40,81,84,88,99,103,111],[17,18,20],"h2",{"id":19},"slash-3-9-month-ai-agent-infra-tax-to-60-seconds","Slash 3-9 Month AI Agent Infra Tax to 60 Seconds",[22,23,24,25,29],"p",{},"AI agent prototypes fail to ship because teams spend 3-9 months on four core challenges: customization (secure data connections), evaluation (pre-production quality checks), deployment (scalable infra with CI\u002FCD), and observability (real-time monitoring). Agent Starter Pack, an Apache 2.0 project generator from Google Cloud Platform (6,100 GitHub stars, 1,400 forks, weekly releases for a year), solves this with one CLI command: ",[26,27,28],"code",{},"uvx agent-starter-pack create",". It scaffolds everything around your agent logic, independent of frameworks like LangGraph or CrewAI, letting you focus on business logic.",[22,31,32],{},"Run the command, pick a template and deployment target (two prompts only), and get seven components instantly: FastAPI backend with auth, chat UI frontend, Terraform for GCP resources, Cloud Build\u002FGitHub Actions CI\u002FCD, Vertex AI evaluation framework, Cloud Logging\u002FTrace observability, and auto-generated docs. No manual YAML, boilerplate, or late-night Terraform debugging—output deploys directly.",[17,34,36],{"id":35},"leverage-6-battle-tested-agent-templates","Leverage 6 Battle-Tested Agent Templates",[22,38,39],{},"Choose from six complete, working templates matching your architecture:",[41,42,43,51,57,63,69,75],"ul",{},[44,45,46,50],"li",{},[47,48,49],"strong",{},"ADK",": Base ReAct agent via Google's Agent Development Kit.",[44,52,53,56],{},[47,54,55],{},"ADK + A2A",": Adds Agent-to-Agent (A2A) protocol for cross-framework communication (e.g., ADK agent invokes LangGraph\u002FCrewAI agents via standardized tasks).",[44,58,59,62],{},[47,60,61],{},"Agentic RAG",": Integrates Vertex AI Search\u002FVector Search for secure document Q&A.",[44,64,65,68],{},[47,66,67],{},"LangGraph",": ReAct flow using LangChain's stateful orchestration.",[44,70,71,74],{},[47,72,73],{},"ADK Java",": ReAct pattern for Java teams.",[44,76,77,80],{},[47,78,79],{},"ADK Live",": Multimodal (audio\u002Fvideo\u002Ftext) real-time chat with Gemini.",[22,82,83],{},"All share identical production scaffolding. A2A enables multi-agent coordination out-of-box, future-proofing for distributed systems (upgrading per Google Cloud Blog).",[17,85,87],{"id":86},"pick-cloud-run-or-agent-engine-for-flexible-deployment","Pick Cloud Run or Agent Engine for Flexible Deployment",[22,89,90,91,94,95,98],{},"Generate for ",[47,92,93],{},"Cloud Run"," (containerized FastAPI): Full control over scaling, networking, resources; pay-per-use; ideal if you know GCP. Or ",[47,96,97],{},"Vertex AI Agent Engine"," (fully managed): Auto-scaling, security (VPC Service Controls), no infra ops; deploy and forget. Switch targets with one CLI flag. Built-in Vertex AI eval runs quality checks pre\u002Fpost-deploy. Observability defaults: Cloud Trace for request paths, Cloud Logging for searchable logs, Looker dashboards for analytics—avoids 6-month regrets from skipped monitoring.",[17,100,102],{"id":101},"stack-up-against-langgraphcrewaiknow-the-trade-offs","Stack Up Against LangGraph\u002FCrewAI—Know the Trade-offs",[22,104,105,106,110],{},"Unlike orchestration frameworks, Starter Pack wraps ",[107,108,109],"em",{},"any"," (LangGraph for mature state persistence\u002Fcheckpointing but verbose schemas\u002Fnodes\u002Fedges; CrewAI for simple roles but weak long-running state, leading to migrations). Use LangGraph inside Starter Pack for best of both.",[22,112,113],{},"Caveats: GCP lock-in (Vertex AI, Cloud Run—no AWS\u002FAzure); no official Google support\u002FSLAs (\"demonstrative\" repo); Python-first (Java template secondary); infra incurs costs (Vertex AI, etc.). Skip if avoiding vendor lock or non-GCP. For GCP teams, it accelerates shipping without reinventing wheels—test via GitHub repo.",{"title":115,"searchDepth":116,"depth":116,"links":117},"",2,[118,119,120,121],{"id":19,"depth":116,"text":20},{"id":35,"depth":116,"text":36},{"id":86,"depth":116,"text":87},{"id":101,"depth":116,"text":102},[123,124],"AI & LLMs","DevOps & Cloud",null,"md",false,{"content_references":129,"triage":158},[130,135,140,143,147,150,153,155],{"type":131,"title":132,"url":133,"context":134},"tool","Agent Starter Pack","https:\u002F\u002Fgithub.com\u002FGoogleCloudPlatform\u002Fagent-starter-pack","recommended",{"type":136,"title":137,"url":138,"context":139},"other","Official Docs","https:\u002F\u002Fgooglecloudplatform.github.io\u002Fagent-starter-pack\u002F","mentioned",{"type":136,"title":141,"url":142,"context":139},"Why Starter Pack Guide","https:\u002F\u002Fgooglecloudplatform.github.io\u002Fagent-starter-pack\u002Fguide\u002Fwhy_starter_pack.html",{"type":136,"title":144,"author":145,"url":146,"context":139},"A2A Protocol Upgrade","Google Cloud Blog","https:\u002F\u002Fcloud.google.com\u002Fblog\u002Fproducts\u002Fai-machine-learning\u002Fagent2agent-protocol-is-getting-an-upgrade",{"type":136,"title":148,"url":149,"context":139},"Product Hunt Launch","https:\u002F\u002Fwww.producthunt.com\u002Fproducts\u002Fagent-starter-pack",{"type":131,"title":151,"url":152,"context":139},"Google ADK (Agent Development Kit)","https:\u002F\u002Fgoogle.github.io\u002Fadk-docs\u002F",{"type":131,"title":97,"url":154,"context":139},"https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Fagent-engine\u002Foverview",{"type":131,"title":156,"url":157,"context":134},"Dynamous AI","https:\u002F\u002Fdynamous.ai\u002F?code=646a60",{"relevance":159,"novelty":160,"quality":160,"actionability":159,"composite":161,"reasoning":162},5,4,4.55,"Category: AI & LLMs. The article provides a detailed overview of Google's Agent Starter Pack, which directly addresses the pain point of lengthy infrastructure setup for AI agents by offering a practical solution that can be implemented immediately. The step-by-step command and the description of the components generated make it highly actionable for developers looking to streamline their AI agent deployment.",true,"\u002Fsummaries\u002F57efa85fbbf99fa5-scaffold-ai-agent-prod-infra-in-60s-with-google-st-summary","2026-04-19 16:48:34","2026-04-21 15:22:17",{"title":5,"description":115},{"loc":164},"8bb17917095e04bd","DIY Smart Code","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=3XcpwHu9ahQ","summaries\u002F57efa85fbbf99fa5-scaffold-ai-agent-prod-infra-in-60s-with-google-st-summary",[175,176,177,178],"agents","devops","cloud","open-source","Google's Agent Starter Pack CLI generates full production-ready AI agent stack—FastAPI backend, Terraform IaC, CI\u002FCD, Vertex AI eval, observability—in 60 seconds, cutting typical 3-9 month infra setup to minutes across 6 templates.",[],"2WYxEySmkGl-6PT6g6swlwIGu6Z8QlW4YinCWHlJ-Ks",[183,186,189,191,194,197,199,201,203,205,207,209,212,214,216,218,220,222,224,226,228,230,233,236,238,240,243,245,247,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748],{"categories":184},[185],"Developer Productivity",{"categories":187},[188],"Business & SaaS",{"categories":190},[123],{"categories":192},[193],"AI Automation",{"categories":195},[196],"Product Strategy",{"categories":198},[123],{"categories":200},[185],{"categories":202},[188],{"categories":204},[],{"categories":206},[123],{"categories":208},[],{"categories":210},[211],"AI News & Trends",{"categories":213},[193],{"categories":215},[211],{"categories":217},[193],{"categories":219},[193],{"categories":221},[123],{"categories":223},[123],{"categories":225},[211],{"categories":227},[123],{"categories":229},[],{"categories":231},[232],"Design & Frontend",{"categories":234},[235],"Data Science & Visualization",{"categories":237},[211],{"categories":239},[],{"categories":241},[242],"Software Engineering",{"categories":244},[123],{"categories":246},[193],{"categories":248},[249],"Marketing & Growth",{"categories":251},[123],{"categories":253},[193],{"categories":255},[],{"categories":257},[],{"categories":259},[232],{"categories":261},[193],{"categories":263},[185],{"categories":265},[232],{"categories":267},[123],{"categories":269},[193],{"categories":271},[211],{"categories":273},[],{"categories":275},[],{"categories":277},[193],{"categories":279},[242],{"categories":281},[],{"categories":283},[188],{"categories":285},[],{"categories":287},[],{"categories":289},[193],{"categories":291},[193],{"categories":293},[123],{"categories":295},[],{"categories":297},[242],{"categories":299},[],{"categories":301},[],{"categories":303},[],{"categories":305},[123],{"categories":307},[249],{"categories":309},[232],{"categories":311},[232],{"categories":313},[123],{"categories":315},[193],{"categories":317},[123],{"categories":319},[123],{"categories":321},[193],{"categories":323},[193],{"categories":325},[235],{"categories":327},[211],{"categories":329},[193],{"categories":331},[249],{"categories":333},[193],{"categories":335},[196],{"categories":337},[],{"categories":339},[193],{"categories":341},[],{"categories":343},[193],{"categories":345},[242],{"categories":347},[232],{"categories":349},[123],{"categories":351},[],{"categories":353},[],{"categories":355},[193],{"categories":357},[],{"categories":359},[123],{"categories":361},[],{"categories":363},[185],{"categories":365},[242],{"categories":367},[188],{"categories":369},[211],{"categories":371},[123],{"categories":373},[],{"categories":375},[123],{"categories":377},[],{"categories":379},[242],{"categories":381},[235],{"categories":383},[],{"categories":385},[123],{"categories":387},[232],{"categories":389},[],{"categories":391},[232],{"categories":393},[193],{"categories":395},[],{"categories":397},[193],{"categories":399},[211],{"categories":401},[123],{"categories":403},[],{"categories":405},[193],{"categories":407},[123],{"categories":409},[196],{"categories":411},[],{"categories":413},[123],{"categories":415},[193],{"categories":417},[193],{"categories":419},[],{"categories":421},[235],{"categories":423},[123],{"categories":425},[],{"categories":427},[185],{"categories":429},[188],{"categories":431},[123],{"categories":433},[193],{"categories":435},[242],{"categories":437},[123],{"categories":439},[],{"categories":441},[],{"categories":443},[123],{"categories":445},[],{"categories":447},[232],{"categories":449},[],{"categories":451},[123],{"categories":453},[],{"categories":455},[193],{"categories":457},[123],{"categories":459},[232],{"categories":461},[],{"categories":463},[123],{"categories":465},[123],{"categories":467},[188],{"categories":469},[193],{"categories":471},[123],{"categories":473},[232],{"categories":475},[193],{"categories":477},[],{"categories":479},[],{"categories":481},[211],{"categories":483},[],{"categories":485},[123],{"categories":487},[188,249],{"categories":489},[],{"categories":491},[123],{"categories":493},[],{"categories":495},[],{"categories":497},[123],{"categories":499},[],{"categories":501},[123],{"categories":503},[124],{"categories":505},[],{"categories":507},[211],{"categories":509},[232],{"categories":511},[],{"categories":513},[211],{"categories":515},[211],{"categories":517},[123],{"categories":519},[249],{"categories":521},[],{"categories":523},[188],{"categories":525},[],{"categories":527},[123,124],{"categories":529},[123],{"categories":531},[123],{"categories":533},[193],{"categories":535},[123,242],{"categories":537},[235],{"categories":539},[123],{"categories":541},[249],{"categories":543},[193],{"categories":545},[193],{"categories":547},[],{"categories":549},[193],{"categories":551},[123,188],{"categories":553},[],{"categories":555},[232],{"categories":557},[232],{"categories":559},[],{"categories":561},[],{"categories":563},[211],{"categories":565},[],{"categories":567},[185],{"categories":569},[242],{"categories":571},[123],{"categories":573},[232],{"categories":575},[193],{"categories":577},[242],{"categories":579},[211],{"categories":581},[232],{"categories":583},[],{"categories":585},[123],{"categories":587},[123],{"categories":589},[123],{"categories":591},[211],{"categories":593},[185],{"categories":595},[123],{"categories":597},[193],{"categories":599},[124],{"categories":601},[232],{"categories":603},[193],{"categories":605},[],{"categories":607},[],{"categories":609},[232],{"categories":611},[211],{"categories":613},[235],{"categories":615},[],{"categories":617},[123],{"categories":619},[123],{"categories":621},[188],{"categories":623},[123],{"categories":625},[123],{"categories":627},[211],{"categories":629},[],{"categories":631},[193],{"categories":633},[242],{"categories":635},[],{"categories":637},[123],{"categories":639},[123],{"categories":641},[193],{"categories":643},[],{"categories":645},[],{"categories":647},[123],{"categories":649},[],{"categories":651},[188],{"categories":653},[193],{"categories":655},[],{"categories":657},[185],{"categories":659},[123],{"categories":661},[188],{"categories":663},[211],{"categories":665},[],{"categories":667},[],{"categories":669},[],{"categories":671},[211],{"categories":673},[211],{"categories":675},[],{"categories":677},[],{"categories":679},[188],{"categories":681},[],{"categories":683},[],{"categories":685},[185],{"categories":687},[],{"categories":689},[249],{"categories":691},[193],{"categories":693},[188],{"categories":695},[193],{"categories":697},[],{"categories":699},[196],{"categories":701},[232],{"categories":703},[242],{"categories":705},[123],{"categories":707},[193],{"categories":709},[188],{"categories":711},[123],{"categories":713},[],{"categories":715},[],{"categories":717},[242],{"categories":719},[235],{"categories":721},[196],{"categories":723},[193],{"categories":725},[123],{"categories":727},[],{"categories":729},[124],{"categories":731},[],{"categories":733},[193],{"categories":735},[],{"categories":737},[],{"categories":739},[123],{"categories":741},[232],{"categories":743},[249],{"categories":745},[193],{"categories":747},[],{"categories":749},[185],{"categories":751},[],{"categories":753},[211],{"categories":755},[123,124],{"categories":757},[211],{"categories":759},[123],{"categories":761},[188],{"categories":763},[123],{"categories":765},[],{"categories":767},[188],{"categories":769},[],{"categories":771},[242],{"categories":773},[232],{"categories":775},[211],{"categories":777},[235],{"categories":779},[185],{"categories":781},[123],{"categories":783},[242],{"categories":785},[],{"categories":787},[],{"categories":789},[196],{"categories":791},[],{"categories":793},[123],{"categories":795},[],{"categories":797},[232],{"categories":799},[232],{"categories":801},[232],{"categories":803},[],{"categories":805},[],{"categories":807},[211],{"categories":809},[193],{"categories":811},[123],{"categories":813},[123],{"categories":815},[123],{"categories":817},[188],{"categories":819},[123],{"categories":821},[],{"categories":823},[242],{"categories":825},[242],{"categories":827},[188],{"categories":829},[],{"categories":831},[123],{"categories":833},[123],{"categories":835},[188],{"categories":837},[211],{"categories":839},[249],{"categories":841},[193],{"categories":843},[],{"categories":845},[232],{"categories":847},[],{"categories":849},[123],{"categories":851},[],{"categories":853},[188],{"categories":855},[193],{"categories":857},[],{"categories":859},[124],{"categories":861},[235],{"categories":863},[242],{"categories":865},[249],{"categories":867},[242],{"categories":869},[193],{"categories":871},[],{"categories":873},[],{"categories":875},[193],{"categories":877},[185],{"categories":879},[193],{"categories":881},[196],{"categories":883},[188],{"categories":885},[],{"categories":887},[123],{"categories":889},[196],{"categories":891},[123],{"categories":893},[123],{"categories":895},[249],{"categories":897},[232],{"categories":899},[193],{"categories":901},[],{"categories":903},[],{"categories":905},[124],{"categories":907},[242],{"categories":909},[],{"categories":911},[193],{"categories":913},[123],{"categories":915},[232,123],{"categories":917},[185],{"categories":919},[],{"categories":921},[123],{"categories":923},[185],{"categories":925},[232],{"categories":927},[193],{"categories":929},[242],{"categories":931},[],{"categories":933},[123],{"categories":935},[],{"categories":937},[185],{"categories":939},[],{"categories":941},[193],{"categories":943},[196],{"categories":945},[123],{"categories":947},[123],{"categories":949},[232],{"categories":951},[193],{"categories":953},[124],{"categories":955},[232],{"categories":957},[193],{"categories":959},[123],{"categories":961},[123],{"categories":963},[123],{"categories":965},[211],{"categories":967},[],{"categories":969},[196],{"categories":971},[193],{"categories":973},[232],{"categories":975},[193],{"categories":977},[242],{"categories":979},[232],{"categories":981},[193],{"categories":983},[211],{"categories":985},[],{"categories":987},[123],{"categories":989},[232],{"categories":991},[123],{"categories":993},[185],{"categories":995},[211],{"categories":997},[123],{"categories":999},[249],{"categories":1001},[123],{"categories":1003},[123],{"categories":1005},[193],{"categories":1007},[193],{"categories":1009},[123],{"categories":1011},[193],{"categories":1013},[232],{"categories":1015},[123],{"categories":1017},[],{"categories":1019},[],{"categories":1021},[242],{"categories":1023},[],{"categories":1025},[185],{"categories":1027},[124],{"categories":1029},[],{"categories":1031},[185],{"categories":1033},[188],{"categories":1035},[249],{"categories":1037},[],{"categories":1039},[188],{"categories":1041},[],{"categories":1043},[],{"categories":1045},[],{"categories":1047},[],{"categories":1049},[],{"categories":1051},[123],{"categories":1053},[193],{"categories":1055},[124],{"categories":1057},[185],{"categories":1059},[123],{"categories":1061},[242],{"categories":1063},[196],{"categories":1065},[123],{"categories":1067},[249],{"categories":1069},[123],{"categories":1071},[123],{"categories":1073},[123],{"categories":1075},[123,185],{"categories":1077},[242],{"categories":1079},[242],{"categories":1081},[232],{"categories":1083},[123],{"categories":1085},[],{"categories":1087},[],{"categories":1089},[],{"categories":1091},[242],{"categories":1093},[235],{"categories":1095},[211],{"categories":1097},[232],{"categories":1099},[],{"categories":1101},[123],{"categories":1103},[123],{"categories":1105},[],{"categories":1107},[],{"categories":1109},[193],{"categories":1111},[123],{"categories":1113},[188],{"categories":1115},[],{"categories":1117},[185],{"categories":1119},[123],{"categories":1121},[185],{"categories":1123},[123],{"categories":1125},[242],{"categories":1127},[249],{"categories":1129},[123,232],{"categories":1131},[211],{"categories":1133},[232],{"categories":1135},[],{"categories":1137},[124],{"categories":1139},[232],{"categories":1141},[193],{"categories":1143},[],{"categories":1145},[],{"categories":1147},[],{"categories":1149},[],{"categories":1151},[242],{"categories":1153},[193],{"categories":1155},[193],{"categories":1157},[123],{"categories":1159},[123],{"categories":1161},[],{"categories":1163},[232],{"categories":1165},[],{"categories":1167},[],{"categories":1169},[193],{"categories":1171},[],{"categories":1173},[],{"categories":1175},[249],{"categories":1177},[249],{"categories":1179},[193],{"categories":1181},[],{"categories":1183},[123],{"categories":1185},[123],{"categories":1187},[242],{"categories":1189},[232],{"categories":1191},[232],{"categories":1193},[193],{"categories":1195},[185],{"categories":1197},[123],{"categories":1199},[232],{"categories":1201},[232],{"categories":1203},[193],{"categories":1205},[193],{"categories":1207},[123],{"categories":1209},[],{"categories":1211},[],{"categories":1213},[123],{"categories":1215},[193],{"categories":1217},[211],{"categories":1219},[242],{"categories":1221},[185],{"categories":1223},[123],{"categories":1225},[],{"categories":1227},[193],{"categories":1229},[193],{"categories":1231},[],{"categories":1233},[185],{"categories":1235},[123],{"categories":1237},[185],{"categories":1239},[185],{"categories":1241},[],{"categories":1243},[],{"categories":1245},[193],{"categories":1247},[193],{"categories":1249},[123],{"categories":1251},[123],{"categories":1253},[211],{"categories":1255},[235],{"categories":1257},[196],{"categories":1259},[211],{"categories":1261},[232],{"categories":1263},[],{"categories":1265},[211],{"categories":1267},[],{"categories":1269},[],{"categories":1271},[],{"categories":1273},[],{"categories":1275},[242],{"categories":1277},[235],{"categories":1279},[],{"categories":1281},[123],{"categories":1283},[123],{"categories":1285},[235],{"categories":1287},[242],{"categories":1289},[],{"categories":1291},[],{"categories":1293},[193],{"categories":1295},[211],{"categories":1297},[211],{"categories":1299},[193],{"categories":1301},[185],{"categories":1303},[123,124],{"categories":1305},[],{"categories":1307},[232],{"categories":1309},[185],{"categories":1311},[193],{"categories":1313},[232],{"categories":1315},[],{"categories":1317},[193],{"categories":1319},[193],{"categories":1321},[123],{"categories":1323},[249],{"categories":1325},[242],{"categories":1327},[232],{"categories":1329},[],{"categories":1331},[193],{"categories":1333},[123],{"categories":1335},[193],{"categories":1337},[193],{"categories":1339},[193],{"categories":1341},[249],{"categories":1343},[193],{"categories":1345},[123],{"categories":1347},[],{"categories":1349},[249],{"categories":1351},[211],{"categories":1353},[193],{"categories":1355},[],{"categories":1357},[],{"categories":1359},[123],{"categories":1361},[193],{"categories":1363},[211],{"categories":1365},[193],{"categories":1367},[],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[193],{"categories":1375},[],{"categories":1377},[],{"categories":1379},[235],{"categories":1381},[123],{"categories":1383},[235],{"categories":1385},[211],{"categories":1387},[123],{"categories":1389},[123],{"categories":1391},[193],{"categories":1393},[123],{"categories":1395},[],{"categories":1397},[],{"categories":1399},[124],{"categories":1401},[],{"categories":1403},[],{"categories":1405},[185],{"categories":1407},[],{"categories":1409},[],{"categories":1411},[],{"categories":1413},[],{"categories":1415},[242],{"categories":1417},[211],{"categories":1419},[249],{"categories":1421},[188],{"categories":1423},[123],{"categories":1425},[123],{"categories":1427},[188],{"categories":1429},[],{"categories":1431},[232],{"categories":1433},[193],{"categories":1435},[188],{"categories":1437},[123],{"categories":1439},[123],{"categories":1441},[185],{"categories":1443},[],{"categories":1445},[185],{"categories":1447},[123],{"categories":1449},[249],{"categories":1451},[193],{"categories":1453},[211],{"categories":1455},[188],{"categories":1457},[123],{"categories":1459},[193],{"categories":1461},[],{"categories":1463},[123],{"categories":1465},[185],{"categories":1467},[123],{"categories":1469},[],{"categories":1471},[211],{"categories":1473},[123],{"categories":1475},[],{"categories":1477},[188],{"categories":1479},[123],{"categories":1481},[],{"categories":1483},[],{"categories":1485},[],{"categories":1487},[123],{"categories":1489},[],{"categories":1491},[124],{"categories":1493},[123],{"categories":1495},[],{"categories":1497},[123],{"categories":1499},[123],{"categories":1501},[123],{"categories":1503},[123,124],{"categories":1505},[123],{"categories":1507},[123],{"categories":1509},[232],{"categories":1511},[193],{"categories":1513},[],{"categories":1515},[193],{"categories":1517},[123],{"categories":1519},[123],{"categories":1521},[123],{"categories":1523},[185],{"categories":1525},[185],{"categories":1527},[242],{"categories":1529},[232],{"categories":1531},[193],{"categories":1533},[],{"categories":1535},[123],{"categories":1537},[211],{"categories":1539},[123],{"categories":1541},[188],{"categories":1543},[],{"categories":1545},[124],{"categories":1547},[232],{"categories":1549},[232],{"categories":1551},[193],{"categories":1553},[211],{"categories":1555},[193],{"categories":1557},[123],{"categories":1559},[],{"categories":1561},[123],{"categories":1563},[],{"categories":1565},[],{"categories":1567},[123],{"categories":1569},[123],{"categories":1571},[123],{"categories":1573},[193],{"categories":1575},[123],{"categories":1577},[],{"categories":1579},[235],{"categories":1581},[193],{"categories":1583},[],{"categories":1585},[123],{"categories":1587},[211],{"categories":1589},[],{"categories":1591},[232],{"categories":1593},[124],{"categories":1595},[211],{"categories":1597},[242],{"categories":1599},[242],{"categories":1601},[211],{"categories":1603},[211],{"categories":1605},[124],{"categories":1607},[],{"categories":1609},[211],{"categories":1611},[123],{"categories":1613},[185],{"categories":1615},[211],{"categories":1617},[],{"categories":1619},[235],{"categories":1621},[211],{"categories":1623},[242],{"categories":1625},[211],{"categories":1627},[124],{"categories":1629},[123],{"categories":1631},[123],{"categories":1633},[],{"categories":1635},[188],{"categories":1637},[],{"categories":1639},[],{"categories":1641},[123],{"categories":1643},[123],{"categories":1645},[123],{"categories":1647},[123],{"categories":1649},[],{"categories":1651},[235],{"categories":1653},[185],{"categories":1655},[],{"categories":1657},[123],{"categories":1659},[123],{"categories":1661},[124],{"categories":1663},[124],{"categories":1665},[],{"categories":1667},[193],{"categories":1669},[211],{"categories":1671},[211],{"categories":1673},[123],{"categories":1675},[193],{"categories":1677},[],{"categories":1679},[232],{"categories":1681},[123],{"categories":1683},[123],{"categories":1685},[],{"categories":1687},[],{"categories":1689},[124],{"categories":1691},[123],{"categories":1693},[242],{"categories":1695},[188],{"categories":1697},[123],{"categories":1699},[],{"categories":1701},[193],{"categories":1703},[185],{"categories":1705},[185],{"categories":1707},[],{"categories":1709},[123],{"categories":1711},[232],{"categories":1713},[193],{"categories":1715},[],{"categories":1717},[123],{"categories":1719},[123],{"categories":1721},[193],{"categories":1723},[],{"categories":1725},[193],{"categories":1727},[242],{"categories":1729},[],{"categories":1731},[123],{"categories":1733},[],{"categories":1735},[123],{"categories":1737},[],{"categories":1739},[123],{"categories":1741},[123],{"categories":1743},[],{"categories":1745},[123],{"categories":1747},[211],{"categories":1749},[123],{"categories":1751},[123],{"categories":1753},[185],{"categories":1755},[123],{"categories":1757},[211],{"categories":1759},[193],{"categories":1761},[],{"categories":1763},[123],{"categories":1765},[249],{"categories":1767},[],{"categories":1769},[],{"categories":1771},[],{"categories":1773},[185],{"categories":1775},[211],{"categories":1777},[193],{"categories":1779},[123],{"categories":1781},[232],{"categories":1783},[193],{"categories":1785},[],{"categories":1787},[193],{"categories":1789},[],{"categories":1791},[123],{"categories":1793},[193],{"categories":1795},[123],{"categories":1797},[],{"categories":1799},[123],{"categories":1801},[123],{"categories":1803},[211],{"categories":1805},[232],{"categories":1807},[193],{"categories":1809},[232],{"categories":1811},[188],{"categories":1813},[],{"categories":1815},[],{"categories":1817},[123],{"categories":1819},[185],{"categories":1821},[211],{"categories":1823},[],{"categories":1825},[],{"categories":1827},[242],{"categories":1829},[232],{"categories":1831},[],{"categories":1833},[123],{"categories":1835},[],{"categories":1837},[249],{"categories":1839},[123],{"categories":1841},[124],{"categories":1843},[242],{"categories":1845},[],{"categories":1847},[193],{"categories":1849},[123],{"categories":1851},[193],{"categories":1853},[193],{"categories":1855},[123],{"categories":1857},[],{"categories":1859},[185],{"categories":1861},[123],{"categories":1863},[188],{"categories":1865},[242],{"categories":1867},[232],{"categories":1869},[],{"categories":1871},[],{"categories":1873},[],{"categories":1875},[193],{"categories":1877},[232],{"categories":1879},[211],{"categories":1881},[123],{"categories":1883},[211],{"categories":1885},[232],{"categories":1887},[],{"categories":1889},[232],{"categories":1891},[211],{"categories":1893},[188],{"categories":1895},[123],{"categories":1897},[211],{"categories":1899},[249],{"categories":1901},[],{"categories":1903},[],{"categories":1905},[235],{"categories":1907},[123,242],{"categories":1909},[211],{"categories":1911},[123],{"categories":1913},[193],{"categories":1915},[193],{"categories":1917},[123],{"categories":1919},[],{"categories":1921},[242],{"categories":1923},[123],{"categories":1925},[235],{"categories":1927},[193],{"categories":1929},[249],{"categories":1931},[124],{"categories":1933},[],{"categories":1935},[185],{"categories":1937},[193],{"categories":1939},[193],{"categories":1941},[242],{"categories":1943},[123],{"categories":1945},[123],{"categories":1947},[],{"categories":1949},[],{"categories":1951},[],{"categories":1953},[124],{"categories":1955},[211],{"categories":1957},[123],{"categories":1959},[123],{"categories":1961},[123],{"categories":1963},[],{"categories":1965},[235],{"categories":1967},[188],{"categories":1969},[],{"categories":1971},[193],{"categories":1973},[124],{"categories":1975},[],{"categories":1977},[232],{"categories":1979},[232],{"categories":1981},[],{"categories":1983},[242],{"categories":1985},[232],{"categories":1987},[123],{"categories":1989},[],{"categories":1991},[211],{"categories":1993},[123],{"categories":1995},[232],{"categories":1997},[193],{"categories":1999},[211],{"categories":2001},[],{"categories":2003},[193],{"categories":2005},[232],{"categories":2007},[123],{"categories":2009},[],{"categories":2011},[123],{"categories":2013},[123],{"categories":2015},[124],{"categories":2017},[211],{"categories":2019},[235],{"categories":2021},[235],{"categories":2023},[],{"categories":2025},[],{"categories":2027},[],{"categories":2029},[193],{"categories":2031},[242],{"categories":2033},[242],{"categories":2035},[],{"categories":2037},[],{"categories":2039},[123],{"categories":2041},[],{"categories":2043},[193],{"categories":2045},[123],{"categories":2047},[],{"categories":2049},[123],{"categories":2051},[188],{"categories":2053},[123],{"categories":2055},[249],{"categories":2057},[193],{"categories":2059},[123],{"categories":2061},[242],{"categories":2063},[211],{"categories":2065},[193],{"categories":2067},[],{"categories":2069},[211],{"categories":2071},[193],{"categories":2073},[193],{"categories":2075},[],{"categories":2077},[188],{"categories":2079},[193],{"categories":2081},[],{"categories":2083},[123],{"categories":2085},[185],{"categories":2087},[211],{"categories":2089},[124],{"categories":2091},[193],{"categories":2093},[193],{"categories":2095},[185],{"categories":2097},[123],{"categories":2099},[],{"categories":2101},[],{"categories":2103},[232],{"categories":2105},[123,188],{"categories":2107},[],{"categories":2109},[185],{"categories":2111},[235],{"categories":2113},[123],{"categories":2115},[242],{"categories":2117},[123],{"categories":2119},[193],{"categories":2121},[123],{"categories":2123},[123],{"categories":2125},[211],{"categories":2127},[193],{"categories":2129},[],{"categories":2131},[],{"categories":2133},[193],{"categories":2135},[123],{"categories":2137},[124],{"categories":2139},[],{"categories":2141},[123],{"categories":2143},[193],{"categories":2145},[],{"categories":2147},[123],{"categories":2149},[249],{"categories":2151},[235],{"categories":2153},[193],{"categories":2155},[123],{"categories":2157},[124],{"categories":2159},[],{"categories":2161},[123],{"categories":2163},[249],{"categories":2165},[232],{"categories":2167},[123],{"categories":2169},[],{"categories":2171},[249],{"categories":2173},[211],{"categories":2175},[123],{"categories":2177},[123],{"categories":2179},[185],{"categories":2181},[],{"categories":2183},[],{"categories":2185},[232],{"categories":2187},[123],{"categories":2189},[235],{"categories":2191},[249],{"categories":2193},[249],{"categories":2195},[211],{"categories":2197},[],{"categories":2199},[],{"categories":2201},[123],{"categories":2203},[],{"categories":2205},[123,242],{"categories":2207},[211],{"categories":2209},[193],{"categories":2211},[242],{"categories":2213},[123],{"categories":2215},[185],{"categories":2217},[],{"categories":2219},[],{"categories":2221},[185],{"categories":2223},[249],{"categories":2225},[123],{"categories":2227},[],{"categories":2229},[232,123],{"categories":2231},[124],{"categories":2233},[185],{"categories":2235},[],{"categories":2237},[188],{"categories":2239},[188],{"categories":2241},[123],{"categories":2243},[242],{"categories":2245},[193],{"categories":2247},[211],{"categories":2249},[249],{"categories":2251},[232],{"categories":2253},[123],{"categories":2255},[123],{"categories":2257},[123],{"categories":2259},[185],{"categories":2261},[123],{"categories":2263},[193],{"categories":2265},[211],{"categories":2267},[],{"categories":2269},[],{"categories":2271},[235],{"categories":2273},[242],{"categories":2275},[123],{"categories":2277},[232],{"categories":2279},[235],{"categories":2281},[123],{"categories":2283},[123],{"categories":2285},[193],{"categories":2287},[193],{"categories":2289},[123,188],{"categories":2291},[],{"categories":2293},[232],{"categories":2295},[],{"categories":2297},[123],{"categories":2299},[211],{"categories":2301},[185],{"categories":2303},[185],{"categories":2305},[193],{"categories":2307},[123],{"categories":2309},[188],{"categories":2311},[242],{"categories":2313},[249],{"categories":2315},[],{"categories":2317},[211],{"categories":2319},[123],{"categories":2321},[123],{"categories":2323},[211],{"categories":2325},[242],{"categories":2327},[123],{"categories":2329},[193],{"categories":2331},[211],{"categories":2333},[123],{"categories":2335},[232],{"categories":2337},[123],{"categories":2339},[123],{"categories":2341},[124],{"categories":2343},[196],{"categories":2345},[193],{"categories":2347},[123],{"categories":2349},[211],{"categories":2351},[193],{"categories":2353},[249],{"categories":2355},[123],{"categories":2357},[],{"categories":2359},[123],{"categories":2361},[],{"categories":2363},[],{"categories":2365},[],{"categories":2367},[188],{"categories":2369},[123],{"categories":2371},[193],{"categories":2373},[211],{"categories":2375},[211],{"categories":2377},[211],{"categories":2379},[211],{"categories":2381},[],{"categories":2383},[185],{"categories":2385},[193],{"categories":2387},[211],{"categories":2389},[185],{"categories":2391},[193],{"categories":2393},[123],{"categories":2395},[123,193],{"categories":2397},[193],{"categories":2399},[124],{"categories":2401},[211],{"categories":2403},[211],{"categories":2405},[193],{"categories":2407},[123],{"categories":2409},[],{"categories":2411},[211],{"categories":2413},[249],{"categories":2415},[185],{"categories":2417},[123],{"categories":2419},[123],{"categories":2421},[],{"categories":2423},[242],{"categories":2425},[],{"categories":2427},[185],{"categories":2429},[193],{"categories":2431},[211],{"categories":2433},[123],{"categories":2435},[211],{"categories":2437},[185],{"categories":2439},[211],{"categories":2441},[211],{"categories":2443},[],{"categories":2445},[188],{"categories":2447},[193],{"categories":2449},[211],{"categories":2451},[211],{"categories":2453},[211],{"categories":2455},[211],{"categories":2457},[211],{"categories":2459},[211],{"categories":2461},[211],{"categories":2463},[211],{"categories":2465},[211],{"categories":2467},[211],{"categories":2469},[235],{"categories":2471},[185],{"categories":2473},[123],{"categories":2475},[123],{"categories":2477},[],{"categories":2479},[123,185],{"categories":2481},[],{"categories":2483},[193],{"categories":2485},[211],{"categories":2487},[193],{"categories":2489},[123],{"categories":2491},[123],{"categories":2493},[123],{"categories":2495},[123],{"categories":2497},[123],{"categories":2499},[193],{"categories":2501},[188],{"categories":2503},[232],{"categories":2505},[211],{"categories":2507},[123],{"categories":2509},[],{"categories":2511},[],{"categories":2513},[193],{"categories":2515},[232],{"categories":2517},[123],{"categories":2519},[],{"categories":2521},[],{"categories":2523},[249],{"categories":2525},[123],{"categories":2527},[],{"categories":2529},[],{"categories":2531},[185],{"categories":2533},[188],{"categories":2535},[123],{"categories":2537},[188],{"categories":2539},[232],{"categories":2541},[],{"categories":2543},[211],{"categories":2545},[],{"categories":2547},[232],{"categories":2549},[123],{"categories":2551},[249],{"categories":2553},[],{"categories":2555},[249],{"categories":2557},[],{"categories":2559},[],{"categories":2561},[193],{"categories":2563},[],{"categories":2565},[188],{"categories":2567},[185],{"categories":2569},[232],{"categories":2571},[242],{"categories":2573},[],{"categories":2575},[],{"categories":2577},[123],{"categories":2579},[185],{"categories":2581},[249],{"categories":2583},[],{"categories":2585},[193],{"categories":2587},[193],{"categories":2589},[211],{"categories":2591},[123],{"categories":2593},[193],{"categories":2595},[123],{"categories":2597},[193],{"categories":2599},[123],{"categories":2601},[196],{"categories":2603},[211],{"categories":2605},[],{"categories":2607},[249],{"categories":2609},[242],{"categories":2611},[193],{"categories":2613},[],{"categories":2615},[123],{"categories":2617},[193],{"categories":2619},[188],{"categories":2621},[185],{"categories":2623},[123],{"categories":2625},[232],{"categories":2627},[242],{"categories":2629},[242],{"categories":2631},[123],{"categories":2633},[235],{"categories":2635},[123],{"categories":2637},[193],{"categories":2639},[188],{"categories":2641},[193],{"categories":2643},[123],{"categories":2645},[123],{"categories":2647},[193],{"categories":2649},[211],{"categories":2651},[],{"categories":2653},[185],{"categories":2655},[123],{"categories":2657},[193],{"categories":2659},[123],{"categories":2661},[123],{"categories":2663},[],{"categories":2665},[232],{"categories":2667},[188],{"categories":2669},[211],{"categories":2671},[123],{"categories":2673},[123],{"categories":2675},[232],{"categories":2677},[249],{"categories":2679},[235],{"categories":2681},[123],{"categories":2683},[211],{"categories":2685},[123],{"categories":2687},[193],{"categories":2689},[124],{"categories":2691},[123],{"categories":2693},[193],{"categories":2695},[235],{"categories":2697},[],{"categories":2699},[193],{"categories":2701},[242],{"categories":2703},[232],{"categories":2705},[123],{"categories":2707},[185],{"categories":2709},[188],{"categories":2711},[242],{"categories":2713},[],{"categories":2715},[193],{"categories":2717},[123],{"categories":2719},[],{"categories":2721},[211],{"categories":2723},[],{"categories":2725},[211],{"categories":2727},[123],{"categories":2729},[193],{"categories":2731},[193],{"categories":2733},[193],{"categories":2735},[],{"categories":2737},[],{"categories":2739},[123],{"categories":2741},[123],{"categories":2743},[],{"categories":2745},[232],{"categories":2747},[193],{"categories":2749},[249],{"categories":2751},[185],{"categories":2753},[],{"categories":2755},[],{"categories":2757},[211],{"categories":2759},[242],{"categories":2761},[123],{"categories":2763},[123],{"categories":2765},[123],{"categories":2767},[242],{"categories":2769},[211],{"categories":2771},[232],{"categories":2773},[123],{"categories":2775},[123],{"categories":2777},[123],{"categories":2779},[211],{"categories":2781},[123],{"categories":2783},[211],{"categories":2785},[193],{"categories":2787},[193],{"categories":2789},[242],{"categories":2791},[193],{"categories":2793},[123],{"categories":2795},[242],{"categories":2797},[232],{"categories":2799},[],{"categories":2801},[193],{"categories":2803},[],{"categories":2805},[],{"categories":2807},[188],{"categories":2809},[123],{"categories":2811},[193],{"categories":2813},[185],{"categories":2815},[193],{"categories":2817},[249],{"categories":2819},[],{"categories":2821},[193],{"categories":2823},[],{"categories":2825},[185],{"categories":2827},[193],{"categories":2829},[],{"categories":2831},[193],{"categories":2833},[123],{"categories":2835},[211],{"categories":2837},[123],{"categories":2839},[193],{"categories":2841},[211],{"categories":2843},[193],{"categories":2845},[242],{"categories":2847},[232],{"categories":2849},[185],{"categories":2851},[],{"categories":2853},[193],{"categories":2855},[232],{"categories":2857},[211],{"categories":2859},[123],{"categories":2861},[232],{"categories":2863},[185],{"categories":2865},[],{"categories":2867},[193],{"categories":2869},[193],{"categories":2871},[123],{"categories":2873},[],{"categories":2875},[193],{"categories":2877},[196],{"categories":2879},[211],{"categories":2881},[193],{"categories":2883},[188],{"categories":2885},[],{"categories":2887},[123],{"categories":2889},[196],{"categories":2891},[123],{"categories":2893},[193],{"categories":2895},[211],{"categories":2897},[185],{"categories":2899},[124],{"categories":2901},[123],{"categories":2903},[123],{"categories":2905},[123],{"categories":2907},[211],{"categories":2909},[188],{"categories":2911},[123],{"categories":2913},[232],{"categories":2915},[211],{"categories":2917},[124],{"categories":2919},[123],{"categories":2921},[],{"categories":2923},[],{"categories":2925},[124],{"categories":2927},[235],{"categories":2929},[193],{"categories":2931},[193],{"categories":2933},[211],{"categories":2935},[123],{"categories":2937},[185],{"categories":2939},[232],{"categories":2941},[193],{"categories":2943},[123],{"categories":2945},[249],{"categories":2947},[123],{"categories":2949},[193],{"categories":2951},[],{"categories":2953},[123],{"categories":2955},[123],{"categories":2957},[211],{"categories":2959},[185],{"categories":2961},[],{"categories":2963},[123],{"categories":2965},[123],{"categories":2967},[242],{"categories":2969},[232],{"categories":2971},[123,193],{"categories":2973},[249,188],{"categories":2975},[123],{"categories":2977},[],{"categories":2979},[193],{"categories":2981},[],{"categories":2983},[242],{"categories":2985},[123],{"categories":2987},[211],{"categories":2989},[],{"categories":2991},[193],{"categories":2993},[],{"categories":2995},[193],{"categories":2997},[185],{"categories":2999},[193],{"categories":3001},[123],{"categories":3003},[124],{"categories":3005},[249],{"categories":3007},[188],{"categories":3009},[188],{"categories":3011},[185],{"categories":3013},[185],{"categories":3015},[123],{"categories":3017},[193],{"categories":3019},[123],{"categories":3021},[123],{"categories":3023},[185],{"categories":3025},[123],{"categories":3027},[249],{"categories":3029},[211],{"categories":3031},[123],{"categories":3033},[193],{"categories":3035},[123],{"categories":3037},[],{"categories":3039},[242],{"categories":3041},[],{"categories":3043},[193],{"categories":3045},[185],{"categories":3047},[],{"categories":3049},[124],{"categories":3051},[123],{"categories":3053},[],{"categories":3055},[211],{"categories":3057},[193],{"categories":3059},[242],{"categories":3061},[123],{"categories":3063},[193],{"categories":3065},[242],{"categories":3067},[193],{"categories":3069},[211],{"categories":3071},[185],{"categories":3073},[211],{"categories":3075},[242],{"categories":3077},[123],{"categories":3079},[232],{"categories":3081},[123],{"categories":3083},[123],{"categories":3085},[123],{"categories":3087},[123],{"categories":3089},[193],{"categories":3091},[123],{"categories":3093},[193],{"categories":3095},[123],{"categories":3097},[185],{"categories":3099},[123],{"categories":3101},[193],{"categories":3103},[232],{"categories":3105},[185],{"categories":3107},[193],{"categories":3109},[232],{"categories":3111},[],{"categories":3113},[123],{"categories":3115},[123],{"categories":3117},[242],{"categories":3119},[],{"categories":3121},[193],{"categories":3123},[249],{"categories":3125},[123],{"categories":3127},[211],{"categories":3129},[249],{"categories":3131},[193],{"categories":3133},[188],{"categories":3135},[188],{"categories":3137},[123],{"categories":3139},[185],{"categories":3141},[],{"categories":3143},[123],{"categories":3145},[],{"categories":3147},[185],{"categories":3149},[123],{"categories":3151},[193],{"categories":3153},[193],{"categories":3155},[],{"categories":3157},[242],{"categories":3159},[242],{"categories":3161},[249],{"categories":3163},[232],{"categories":3165},[],{"categories":3167},[123],{"categories":3169},[185],{"categories":3171},[123],{"categories":3173},[242],{"categories":3175},[185],{"categories":3177},[211],{"categories":3179},[211],{"categories":3181},[],{"categories":3183},[211],{"categories":3185},[193],{"categories":3187},[232],{"categories":3189},[235],{"categories":3191},[123],{"categories":3193},[],{"categories":3195},[211],{"categories":3197},[242],{"categories":3199},[188],{"categories":3201},[123],{"categories":3203},[185],{"categories":3205},[124],{"categories":3207},[185],{"categories":3209},[],{"categories":3211},[],{"categories":3213},[211],{"categories":3215},[],{"categories":3217},[193],{"categories":3219},[193],{"categories":3221},[193],{"categories":3223},[],{"categories":3225},[123],{"categories":3227},[],{"categories":3229},[211],{"categories":3231},[185],{"categories":3233},[232],{"categories":3235},[123],{"categories":3237},[211],{"categories":3239},[211],{"categories":3241},[],{"categories":3243},[211],{"categories":3245},[185],{"categories":3247},[123],{"categories":3249},[],{"categories":3251},[193],{"categories":3253},[193],{"categories":3255},[185],{"categories":3257},[],{"categories":3259},[],{"categories":3261},[],{"categories":3263},[232],{"categories":3265},[193],{"categories":3267},[123],{"categories":3269},[],{"categories":3271},[],{"categories":3273},[],{"categories":3275},[232],{"categories":3277},[],{"categories":3279},[185],{"categories":3281},[],{"categories":3283},[],{"categories":3285},[232],{"categories":3287},[123],{"categories":3289},[211],{"categories":3291},[],{"categories":3293},[249],{"categories":3295},[211],{"categories":3297},[249],{"categories":3299},[123],{"categories":3301},[],{"categories":3303},[],{"categories":3305},[193],{"categories":3307},[],{"categories":3309},[],{"categories":3311},[193],{"categories":3313},[123],{"categories":3315},[],{"categories":3317},[193],{"categories":3319},[211],{"categories":3321},[249],{"categories":3323},[235],{"categories":3325},[193],{"categories":3327},[193],{"categories":3329},[],{"categories":3331},[],{"categories":3333},[],{"categories":3335},[211],{"categories":3337},[],{"categories":3339},[],{"categories":3341},[232],{"categories":3343},[185],{"categories":3345},[],{"categories":3347},[188],{"categories":3349},[249],{"categories":3351},[123],{"categories":3353},[242],{"categories":3355},[185],{"categories":3357},[235],{"categories":3359},[188],{"categories":3361},[242],{"categories":3363},[],{"categories":3365},[],{"categories":3367},[193],{"categories":3369},[185],{"categories":3371},[232],{"categories":3373},[185],{"categories":3375},[193],{"categories":3377},[124],{"categories":3379},[193],{"categories":3381},[],{"categories":3383},[123],{"categories":3385},[211],{"categories":3387},[242],{"categories":3389},[],{"categories":3391},[232],{"categories":3393},[211],{"categories":3395},[185],{"categories":3397},[193],{"categories":3399},[123],{"categories":3401},[188],{"categories":3403},[193,124],{"categories":3405},[193],{"categories":3407},[242],{"categories":3409},[123],{"categories":3411},[235],{"categories":3413},[249],{"categories":3415},[193],{"categories":3417},[],{"categories":3419},[193],{"categories":3421},[123],{"categories":3423},[188],{"categories":3425},[],{"categories":3427},[],{"categories":3429},[123],{"categories":3431},[235],{"categories":3433},[123],{"categories":3435},[],{"categories":3437},[211],{"categories":3439},[],{"categories":3441},[211],{"categories":3443},[242],{"categories":3445},[193],{"categories":3447},[123],{"categories":3449},[249],{"categories":3451},[242],{"categories":3453},[],{"categories":3455},[211],{"categories":3457},[123],{"categories":3459},[],{"categories":3461},[123],{"categories":3463},[193],{"categories":3465},[123],{"categories":3467},[193],{"categories":3469},[123],{"categories":3471},[123],{"categories":3473},[123],{"categories":3475},[123],{"categories":3477},[188],{"categories":3479},[],{"categories":3481},[196],{"categories":3483},[211],{"categories":3485},[123],{"categories":3487},[],{"categories":3489},[242],{"categories":3491},[123],{"categories":3493},[123],{"categories":3495},[193],{"categories":3497},[211],{"categories":3499},[123],{"categories":3501},[123],{"categories":3503},[188],{"categories":3505},[193],{"categories":3507},[232],{"categories":3509},[],{"categories":3511},[235],{"categories":3513},[123],{"categories":3515},[],{"categories":3517},[211],{"categories":3519},[249],{"categories":3521},[],{"categories":3523},[],{"categories":3525},[211],{"categories":3527},[211],{"categories":3529},[249],{"categories":3531},[185],{"categories":3533},[193],{"categories":3535},[193],{"categories":3537},[123],{"categories":3539},[188],{"categories":3541},[],{"categories":3543},[],{"categories":3545},[211],{"categories":3547},[235],{"categories":3549},[242],{"categories":3551},[193],{"categories":3553},[232],{"categories":3555},[235],{"categories":3557},[235],{"categories":3559},[],{"categories":3561},[211],{"categories":3563},[123],{"categories":3565},[123],{"categories":3567},[242],{"categories":3569},[],{"categories":3571},[211],{"categories":3573},[211],{"categories":3575},[211],{"categories":3577},[],{"categories":3579},[193],{"categories":3581},[123],{"categories":3583},[],{"categories":3585},[185],{"categories":3587},[188],{"categories":3589},[],{"categories":3591},[123],{"categories":3593},[123],{"categories":3595},[],{"categories":3597},[242],{"categories":3599},[],{"categories":3601},[],{"categories":3603},[],{"categories":3605},[],{"categories":3607},[123],{"categories":3609},[211],{"categories":3611},[],{"categories":3613},[],{"categories":3615},[123],{"categories":3617},[123],{"categories":3619},[123],{"categories":3621},[235],{"categories":3623},[123],{"categories":3625},[235],{"categories":3627},[],{"categories":3629},[235],{"categories":3631},[235],{"categories":3633},[124],{"categories":3635},[193],{"categories":3637},[242],{"categories":3639},[],{"categories":3641},[],{"categories":3643},[235],{"categories":3645},[242],{"categories":3647},[242],{"categories":3649},[242],{"categories":3651},[],{"categories":3653},[185],{"categories":3655},[242],{"categories":3657},[242],{"categories":3659},[185],{"categories":3661},[242],{"categories":3663},[188],{"categories":3665},[242],{"categories":3667},[242],{"categories":3669},[242],{"categories":3671},[235],{"categories":3673},[211],{"categories":3675},[211],{"categories":3677},[123],{"categories":3679},[242],{"categories":3681},[235],{"categories":3683},[124],{"categories":3685},[235],{"categories":3687},[235],{"categories":3689},[235],{"categories":3691},[],{"categories":3693},[188],{"categories":3695},[],{"categories":3697},[124],{"categories":3699},[242],{"categories":3701},[242],{"categories":3703},[242],{"categories":3705},[193],{"categories":3707},[211,188],{"categories":3709},[235],{"categories":3711},[],{"categories":3713},[],{"categories":3715},[235],{"categories":3717},[],{"categories":3719},[235],{"categories":3721},[211],{"categories":3723},[193],{"categories":3725},[],{"categories":3727},[242],{"categories":3729},[123],{"categories":3731},[232],{"categories":3733},[],{"categories":3735},[123],{"categories":3737},[],{"categories":3739},[211],{"categories":3741},[185],{"categories":3743},[235],{"categories":3745},[],{"categories":3747},[242],{"categories":3749},[211],[3751,3804,3968,4077],{"id":3752,"title":3753,"ai":3754,"body":3759,"categories":3787,"created_at":125,"date_modified":125,"description":3788,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":3789,"navigation":163,"path":3790,"published_at":3791,"question":125,"scraped_at":3792,"seo":3793,"sitemap":3794,"source_id":3795,"source_name":3796,"source_type":3797,"source_url":3798,"stem":3799,"tags":3800,"thumbnail_url":125,"tldr":3801,"tweet":125,"unknown_tags":3802,"__hash__":3803},"summaries\u002Fsummaries\u002Fd08f3ee30a3613c9-arm-s-agi-cpu-bets-on-4x-agentic-ai-cpu-demand-summary.md","ARM's AGI CPU Bets on 4x Agentic AI CPU Demand",{"provider":7,"model":8,"input_tokens":3755,"output_tokens":3756,"processing_time_ms":3757,"cost_usd":3758},5067,1338,15491,0.00139155,{"type":14,"value":3760,"toc":3782},[3761,3765,3768,3772,3775,3779],[17,3762,3764],{"id":3763},"arm-avoids-customer-conflict-by-targeting-underserved-cpu-segment","ARM Avoids Customer Conflict by Targeting Underserved CPU Segment",[22,3766,3767],{},"ARM licenses designs to customers like Apple (fully custom M1 from ARM ISA for consumer perf\u002Fbattery) and AWS\u002FNvidia (Neoverse V2 cores like Graviton\u002FGrace for faster server time-to-market). Customizing deep into microarchitecture risks delays—Apple's Intel-to-ARM took 3 years—and capital intensity erodes margins (Intel\u002FAMD at 35-50% vs. ARM's 95%). AGI CPU doesn't compete: it enters total data center market directly, with pre-launch interest from OpenAI, Cloudflare, Meta (release H2 2026), letting licensees focus on peripherals like Nvidia's LPDDR5X\u002FMVLink for AI.",[17,3769,3771],{"id":3770},"data-centers-shift-to-cpu-heavy-mix-for-agentic-workloads","Data Centers Shift to CPU-Heavy Mix for Agentic Workloads",[22,3773,3774],{},"Gigawatt-scale facilities (e.g., Stargate's 1.2GW Abilene site + 6x1GW) allocate power across CPU\u002FGPU\u002FRAM like a 700W PC budgets for gaming vs. editing. Pre-2023 training\u002Finference favored GPUs; now agentic AI demands 4x more CPU cores (30M to 120M per GW) as agents proliferate. ARM's AGI CPU optimizes for this, validating demand via hyperscaler buy-in before TSMC production.",[17,3776,3778],{"id":3777},"_15b-revenue-upside-faces-fierce-customization-competition","$15B Revenue Upside Faces Fierce Customization Competition",[22,3780,3781],{},"ARM projects $15B from AGI CPUs in 5 years, with 50% line margins blending to 75% overall (diluting from 95%). Growth aligns with AI demand, but hyperscalers build in-house (Google Axion, Microsoft Cobalt, Alibaba Echin) atop ARM\u002FAMD while Ampear competes directly. Success hinges on ARM's design edge plus superior production speed\u002Fintegration to outpace custom forks and x86 holdouts.",{"title":115,"searchDepth":116,"depth":116,"links":3783},[3784,3785,3786],{"id":3763,"depth":116,"text":3764},{"id":3770,"depth":116,"text":3771},{"id":3777,"depth":116,"text":3778},[124],"Arm recently announced their first AGI CPU for agentic use cases.\nThe demand for semiconductors have been growing incredibly and ARM is throwing in their name in the hat in the ever growing and highly competitive and highly cyclical CPU market.\nIt is highly capital intensive and has a huge time to market risk as companies work with TSMC to now manage supply chain and also help sell their CPU as more and more hyperscalers are opting to customize CPUs to fit exactly how they envision their data centers to look like.\n\nZo Computer:\nhttps:\u002F\u002Fzo.computer\n\n#ai #cpu #tech\n\nChapters\n00:00 Intro\n00:51 CPU Competition\n01:45 Custom CPU\n03:31 Financials\n04:53 Gigawatt\n06:40 Sponsor: Zo\n07:34 Revenue\n08:21 Competition\n09:15 Conclusion",{},"\u002Fsummaries\u002Fd08f3ee30a3613c9-arm-s-agi-cpu-bets-on-4x-agentic-ai-cpu-demand-summary","2026-03-30 07:24:39","2026-04-03 21:19:15",{"title":3753,"description":3788},{"loc":3790},"d08f3ee30a3613c9","Caleb Writes Code","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=3hltZHxTeRI","summaries\u002Fd08f3ee30a3613c9-arm-s-agi-cpu-bets-on-4x-agentic-ai-cpu-demand-summary",[175,177,176],"ARM enters CPU manufacturing with AGI chip for data centers, targeting 4x CPU growth from agentic AI (30M to 120M cores per GW), projecting $15B revenue in 5 years at 50% margins.",[],"CnTQDL_nUIRkTxdmSGw1ItHmbXP38Q88YvPBGzHqXIc",{"id":3805,"title":3806,"ai":3807,"body":3812,"categories":3941,"created_at":125,"date_modified":125,"description":115,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":3942,"navigation":163,"path":3956,"published_at":125,"question":125,"scraped_at":3957,"seo":3958,"sitemap":3959,"source_id":3960,"source_name":3961,"source_type":171,"source_url":3962,"stem":3963,"tags":3964,"thumbnail_url":125,"tldr":3965,"tweet":125,"unknown_tags":3966,"__hash__":3967},"summaries\u002Fsummaries\u002F484a145fcb3a7450-rainbow-deploys-infinite-colors-for-k8s-long-drain-summary.md","Rainbow Deploys: Infinite Colors for K8s Long-Draining Services",{"provider":7,"model":8,"input_tokens":3808,"output_tokens":3809,"processing_time_ms":3810,"cost_usd":3811},5066,1483,9039,0.0012474,{"type":14,"value":3813,"toc":3936},[3814,3818,3821,3824,3848,3863,3867,3870,3878,3881,3926,3929,3933],[17,3815,3817],{"id":3816},"core-technique-selector-shifts-without-pod-disruption","Core Technique: Selector Shifts Without Pod Disruption",[22,3819,3820],{},"Rainbow deploys extend blue\u002Fgreen by using infinite \"colors\" (first 6 hex chars of git HEAD) as Deployment labels matched by Service selectors. Deploy new versions by creating fresh Deployments with unique colors, then update the Service selector to point only to the new pods. Old Deployments persist, allowing TCP\u002FHTTP connections to drain over time (e.g., minutes or hours) until clients close them or you delete the old Deployment. This avoids rolling updates that kill long-lived connections abruptly.",[22,3822,3823],{},"Key Kubernetes config in app.yaml:",[41,3825,3826,3833],{},[44,3827,3828,3829,3832],{},"Deployment has ",[26,3830,3831],{},"color: __COLOR__"," label.",[44,3834,3835,3836,3839,3840,3843,3844,3847],{},"Service selector matches ",[26,3837,3838],{},"app: rainbow-deploys, color: __COLOR__",".\n",[26,3841,3842],{},"make install"," runs ",[26,3845,3846],{},"cat app.yaml | sed s\u002F__COLOR__\u002F$(COLOR)\u002Fg | kubectl apply -f -",", where COLOR derives from git HEAD, repointing the Service instantly while old pods handle draining traffic.",[22,3849,3850,3851,3854,3855,3858,3859,3862],{},"Trade-off: Old Deployments accumulate (e.g., ",[26,3852,3853],{},"rainbow-deploys-3c3fdc",", ",[26,3856,3857],{},"rainbow-deploys-9d2cc9","), requiring manual cleanup via ",[26,3860,3861],{},"kubectl delete deployment \u003Cold-name>"," to reclaim resources.",[17,3864,3866],{"id":3865},"demo-setup-and-validation","Demo Setup and Validation",[22,3868,3869],{},"Repo includes Go app (main.go) serving:",[41,3871,3872,3875],{},[44,3873,3874],{},"HTTP on :8080: Returns hex color of git HEAD at build time.",[44,3876,3877],{},"TCP on :8081: Prints color every 5 seconds indefinitely.",[22,3879,3880],{},"Prerequisites: minikube, Docker env setup.\nCommands:",[3882,3883,3884,3894,3909,3916],"ol",{},[44,3885,3886,3889,3890,3893],{},[26,3887,3888],{},"minikube start; eval $(minikube docker-env); export DOCKER_IMAGE=your-image; make image; make install"," → Creates ",[26,3891,3892],{},"rainbow-deploys-\u003Ccolor>"," Deployment (2 replicas), NodePort Service (8080→31080, 8081→31081).",[44,3895,3896,3897,3900,3901],{},"Access: ",[26,3898,3899],{},"minikube service rainbow-deploys"," → http:\u002F\u002F",[3902,3903,3904,3905,3908],"minikube-ip",{},":31080 shows color; ",[26,3906,3907],{},"telnet \u003Cip> 31081"," streams color.",[44,3910,3911,3912,3915],{},"Rebuild\u002Fdeploy: ",[26,3913,3914],{},"make image; make install"," → New Deployment appears, Service shifts (old connections on TCP continue printing old color).",[44,3917,3918,3921,3922,3925],{},[26,3919,3920],{},"kubectl get deployments"," shows both; delete older after drain: ",[26,3923,3924],{},"kubectl delete deployment rainbow-deploys-3c3fdc",".",[22,3927,3928],{},"Dockerfile, Makefile, app.yaml provided for direct replication; LICENSE is MIT.",[17,3930,3932],{"id":3931},"when-to-use-handling-stateful-realities","When to Use: Handling Stateful Realities",[22,3934,3935],{},"Ideal for services with long-running TCP (e.g., WebSockets, streaming) or in-memory state where restarts lose connections. Contrasts stateless short-cycle services fine with standard rolling updates. See author's 2018 blog for production cases avoiding backend restarts.",{"title":115,"searchDepth":116,"depth":116,"links":3937},[3938,3939,3940],{"id":3816,"depth":116,"text":3817},{"id":3865,"depth":116,"text":3866},{"id":3931,"depth":116,"text":3932},[124],{"content_references":3943,"triage":3952},[3944,3948],{"type":136,"title":3945,"author":3946,"url":3947,"context":139},"BlueGreenDeployment","Martin Fowler","https:\u002F\u002Fmartinfowler.com\u002Fbliki\u002FBlueGreenDeployment.html",{"type":136,"title":3949,"author":3950,"url":3951,"context":139},"Rainbow Deploys with Kubernetes","Brandon Dimcheff","http:\u002F\u002Fbrandon.dimcheff.com\u002F2018\u002F02\u002Frainbow-deploys-with-kubernetes\u002F",{"relevance":160,"novelty":3953,"quality":160,"actionability":160,"composite":3954,"reasoning":3955},3,3.8,"Category: DevOps & Cloud. The article provides a practical technique for managing Kubernetes deployments that addresses a specific pain point of maintaining long-lived connections during updates. It includes actionable commands and configurations that developers can implement directly in their workflows.","\u002Fsummaries\u002F484a145fcb3a7450-rainbow-deploys-infinite-colors-for-k8s-long-drain-summary","2026-04-16 03:04:29",{"title":3806,"description":115},{"loc":3956},"484a145fcb3a7450","__oneoff__","https:\u002F\u002Fgithub.com\u002Fbdimcheff\u002Frainbow-deploys","summaries\u002F484a145fcb3a7450-rainbow-deploys-infinite-colors-for-k8s-long-drain-summary",[176,177,178],"Shift Kubernetes Service selectors to new git-colored Deployments for zero-downtime deploys on stateful, long-connection services—old pods drain naturally without restarts.",[],"SBaYiCTavDVEr6FZrSLVtAMKAiZH7V6FEQMb5M58L0w",{"id":3969,"title":3970,"ai":3971,"body":3976,"categories":4054,"created_at":125,"date_modified":125,"description":115,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":4055,"navigation":163,"path":4065,"published_at":125,"question":125,"scraped_at":4066,"seo":4067,"sitemap":4068,"source_id":4069,"source_name":4070,"source_type":171,"source_url":4071,"stem":4072,"tags":4073,"thumbnail_url":125,"tldr":4074,"tweet":125,"unknown_tags":4075,"__hash__":4076},"summaries\u002Fsummaries\u002Fd78a27ea5811605b-pin-github-actions-deps-to-avoid-axios-supply-chai-summary.md","Pin GitHub Actions Deps to Avoid Axios Supply Chain Attacks",{"provider":7,"model":8,"input_tokens":3972,"output_tokens":3973,"processing_time_ms":3974,"cost_usd":3975},6521,1824,10596,0.0021937,{"type":14,"value":3977,"toc":4049},[3978,3982,3985,3992,3996,3999,4002,4006,4009,4023],[17,3979,3981],{"id":3980},"secure-cicd-against-supply-chain-attacks","Secure CI\u002FCD Against Supply Chain Attacks",[22,3983,3984],{},"A North Korean actor compromised Axios npm library (v1.14.1) on March 31, 2026, as part of a broad attack. OpenAI's GitHub Actions workflow for macOS app signing (ChatGPT Desktop, Codex App\u002FCLI, Atlas) downloaded and ran the malicious version, exposing signing certificates and notarization materials. Root cause: using floating tag instead of specific commit hash and lacking minimumReleaseAge config, allowing instant malicious package pulls.",[22,3986,3987,3988,3991],{},"Key lesson: Always pin dependencies to commit hashes in GitHub Actions (e.g., avoid ",[26,3989,3990],{},"@latest"," or tags) and enforce minimumReleaseAge to delay new package adoption, blocking rapid supply chain exploits. OpenAI confirmed no cert exfiltration due to workflow timing and mitigations, but rotated anyway—no evidence of data breach, IP theft, or tampered software.",[17,3993,3995],{"id":3994},"proactive-cert-rotation-and-apple-coordination","Proactive Cert Rotation and Apple Coordination",[22,3997,3998],{},"OpenAI engaged forensics firm, revoked old cert, issued new builds, and collaborated with Apple to block new notarizations using prior cert. Reviewed all notarizations: all expected, no unauthorized apps. Post-revocation (May 8, 2026), macOS blocks old-signed app launches\u002Fdownloads unless bypassed.",[22,4000,4001],{},"Trade-off: Delayed full revocation 30 days to avoid disrupting users, monitoring for misuse. Result: New fake OpenAI apps would lack notarization and fail Gatekeeper by default, minimizing risk during transition.",[17,4003,4005],{"id":4004},"user-impact-update-macos-apps-now","User Impact: Update macOS Apps Now",[22,4007,4008],{},"Only macOS affected (iOS\u002FAndroid\u002FLinux\u002FWindows\u002Fweb safe). Pre-May 8 versions lose support\u002Fupdates:",[41,4010,4011,4014,4017,4020],{},[44,4012,4013],{},"ChatGPT Desktop: \u003C1.2026.051",[44,4015,4016],{},"Codex App: \u003C26.406.40811",[44,4018,4019],{},"Codex CLI: \u003C0.119.0",[44,4021,4022],{},"Atlas: \u003C1.2026.84.2",[22,4024,4025,4026,3854,4033,3854,4038,3854,4043,4048],{},"Update via in-app or official links: ",[4027,4028,4032],"a",{"href":4029,"rel":4030},"https:\u002F\u002Fchatgpt.com\u002Fdownload\u002F",[4031],"nofollow","ChatGPT",[4027,4034,4037],{"href":4035,"rel":4036},"https:\u002F\u002Fchatgpt.com\u002Fcodex\u002F",[4031],"Codex",[4027,4039,4042],{"href":4040,"rel":4041},"https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli",[4031],"Codex CLI",[4027,4044,4047],{"href":4045,"rel":4046},"https:\u002F\u002Fchatgpt.com\u002Fatlas",[4031],"Atlas",". Avoid third-party sources to prevent phishing. No password\u002FAPI key changes needed.",{"title":115,"searchDepth":116,"depth":116,"links":4050},[4051,4052,4053],{"id":3980,"depth":116,"text":3981},{"id":3994,"depth":116,"text":3995},{"id":4004,"depth":116,"text":4005},[124],{"content_references":4056,"triage":4063},[4057],{"type":4058,"title":4059,"author":4060,"publisher":4060,"url":4061,"context":4062},"report","North Korea threat actor targets Axios npm package","Google Cloud","https:\u002F\u002Fcloud.google.com\u002Fblog\u002Ftopics\u002Fthreat-intelligence\u002Fnorth-korea-threat-actor-targets-axios-npm-package","cited",{"relevance":160,"novelty":3953,"quality":160,"actionability":160,"composite":3954,"reasoning":4064},"Category: DevOps & Cloud. The article provides actionable insights on securing CI\u002FCD pipelines against supply chain attacks, specifically by pinning dependencies to commit hashes and enforcing minimumReleaseAge. This directly addresses the audience's need for practical security measures in their development workflows.","\u002Fsummaries\u002Fd78a27ea5811605b-pin-github-actions-deps-to-avoid-axios-supply-chai-summary","2026-04-16 03:19:03",{"title":3970,"description":115},{"loc":4065},"d78a27ea5811605b","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Faxios-developer-tool-compromise","summaries\u002Fd78a27ea5811605b-pin-github-actions-deps-to-avoid-axios-supply-chai-summary",[176,177,178],"OpenAI's macOS signing cert exposed via malicious Axios npm package in GitHub Actions; rotate certs, pin to commit hashes, set minimumReleaseAge—no user data lost.",[],"HyaCy-hFwKPU04t9JAGrqzW07xU5PCg-BnPd7drsSTY",{"id":4078,"title":4079,"ai":4080,"body":4085,"categories":4320,"created_at":125,"date_modified":125,"description":115,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":4321,"navigation":163,"path":4353,"published_at":4354,"question":125,"scraped_at":4355,"seo":4356,"sitemap":4357,"source_id":4358,"source_name":4359,"source_type":171,"source_url":4360,"stem":4361,"tags":4362,"thumbnail_url":125,"tldr":4364,"tweet":125,"unknown_tags":4365,"__hash__":4366},"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":4081,"output_tokens":4082,"processing_time_ms":4083,"cost_usd":4084},8976,2997,46040,0.00327105,{"type":14,"value":4086,"toc":4312},[4087,4091,4094,4100,4103,4107,4110,4113,4120,4125,4128,4132,4135,4233,4236,4239,4244,4248,4251,4254,4257,4261,4264,4267,4272,4275,4279,4308],[17,4088,4090],{"id":4089},"tackling-the-confused-deputy-problem-in-ai-agents","Tackling the Confused Deputy Problem in AI Agents",[22,4092,4093],{},"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.",[4095,4096,4097],"blockquote",{},[22,4098,4099],{},"'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.",[22,4101,4102],{},"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.",[17,4104,4106],{"id":4105},"build-time-vs-runtime-agents-tailored-tooling","Build-Time vs. Runtime Agents: Tailored Tooling",[22,4108,4109],{},"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.",[22,4111,4112],{},"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.",[22,4114,4115,4116,4119],{},"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., ",[26,4117,4118],{},"tool.bind(user_id=authenticated_user)"," creates a scoped tool the LLM can't override.",[4095,4121,4122],{},[22,4123,4124],{},"'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.",[22,4126,4127],{},"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.",[17,4129,4131],{"id":4130},"custom-tools-pre-written-sql-as-architectural-guardrails","Custom Tools: Pre-Written SQL as Architectural Guardrails",[22,4133,4134],{},"Core mechanism: Define tools with fixed SQL templates and params. Example Postgres tool for airline queries:",[4136,4137,4141],"pre",{"className":4138,"code":4139,"language":4140,"meta":115,"style":115},"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",[26,4142,4143,4160,4170,4178,4191,4201,4213,4222],{"__ignoreMap":115},[4144,4145,4148,4152,4156],"span",{"class":4146,"line":4147},"line",1,[4144,4149,4151],{"class":4150},"s9eBZ","tool_type",[4144,4153,4155],{"class":4154},"sVt8B",": ",[4144,4157,4159],{"class":4158},"sZZnC","postgres-sql\n",[4144,4161,4162,4165,4167],{"class":4146,"line":116},[4144,4163,4164],{"class":4150},"sql",[4144,4166,4155],{"class":4154},[4144,4168,4169],{"class":4158},"\"SELECT * FROM flights WHERE airline = $1 AND flight_number = $2\"\n",[4144,4171,4172,4175],{"class":4146,"line":3953},[4144,4173,4174],{"class":4150},"parameters",[4144,4176,4177],{"class":4154},":\n",[4144,4179,4180,4183,4186,4188],{"class":4146,"line":160},[4144,4181,4182],{"class":4154},"  - ",[4144,4184,4185],{"class":4150},"name",[4144,4187,4155],{"class":4154},[4144,4189,4190],{"class":4158},"airline\n",[4144,4192,4193,4196,4198],{"class":4146,"line":159},[4144,4194,4195],{"class":4150},"    type",[4144,4197,4155],{"class":4154},[4144,4199,4200],{"class":4158},"string\n",[4144,4202,4204,4206,4208,4210],{"class":4146,"line":4203},6,[4144,4205,4182],{"class":4154},[4144,4207,4185],{"class":4150},[4144,4209,4155],{"class":4154},[4144,4211,4212],{"class":4158},"flight_number\n",[4144,4214,4216,4218,4220],{"class":4146,"line":4215},7,[4144,4217,4195],{"class":4150},[4144,4219,4155],{"class":4154},[4144,4221,4200],{"class":4158},[4144,4223,4225,4228,4230],{"class":4146,"line":4224},8,[4144,4226,4227],{"class":4150},"description",[4144,4229,4155],{"class":4154},[4144,4231,4232],{"class":4158},"\"Get flight details by airline and number\"\n",[22,4234,4235],{},"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.",[22,4237,4238],{},"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).",[4095,4240,4241],{},[22,4242,4243],{},"'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.",[17,4245,4247],{"id":4246},"cymbal-air-demo-resilience-in-action","Cymbal Air Demo: Resilience in Action",[22,4249,4250],{},"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.",[22,4252,4253],{},"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.",[22,4255,4256],{},"Evolution: Started with generic tools; pivoted to custom\u002Fbound for prod. Failure modes tested: Prompt injection blocked by param constraints.",[17,4258,4260],{"id":4259},"deployment-tradeoffs-and-best-practices","Deployment Tradeoffs and Best Practices",[22,4262,4263],{},"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.",[22,4265,4266],{},"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.",[4095,4268,4269],{},[22,4270,4271],{},"'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.",[22,4273,4274],{},"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.",[17,4276,4278],{"id":4277},"key-takeaways","Key Takeaways",[41,4280,4281,4284,4287,4290,4293,4296,4299,4302,4305],{},[44,4282,4283],{},"Model threats early: Map confused deputy risks (private data + untrusted input) before building agents.",[44,4285,4286],{},"Use build-time tools broadly for dev (e.g., any-SQL); constrain runtime with custom MCP tools.",[44,4288,4289],{},"Pre-write\u002Freview SQL templates; define params\u002Fdescriptions for LLM guidance.",[44,4291,4292],{},"Bind app params (user ID, DB) at runtime—LLM sets only conversation-derived ones.",[44,4294,4295],{},"Deploy self-hosted Toolbox on Cloud Run; test latency (\u003C100ms typical) and injections.",[44,4297,4298],{},"Start small: Codelabs for BigQuery\u002FAlloyDB; scale to multi-agent apps.",[44,4300,4301],{},"Prioritize security in architecture: 1st step = threat model, not prototype.",[44,4303,4304],{},"Leverage open MCP spec: Plug any agent\u002Fserver; Google managed options for BigQuery\u002Fetc.",[44,4306,4307],{},"Measure: Millions of safe calls\u002Fmonth via Toolbox—prod-proven.",[4309,4310,4311],"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":115,"searchDepth":116,"depth":116,"links":4313},[4314,4315,4316,4317,4318,4319],{"id":4089,"depth":116,"text":4090},{"id":4105,"depth":116,"text":4106},{"id":4130,"depth":116,"text":4131},{"id":4246,"depth":116,"text":4247},{"id":4259,"depth":116,"text":4260},{"id":4277,"depth":116,"text":4278},[123],{"content_references":4322,"triage":4350},[4323,4326,4329,4332,4335,4338,4341,4344,4347],{"type":131,"title":4324,"url":4325,"context":139},"MCP Toolbox GitHub","https:\u002F\u002Fgoo.gle\u002Fgithub-mcp-toolbox",{"type":131,"title":4327,"url":4328,"context":139},"MCP Toolbox for Databases (Docs)","https:\u002F\u002Fgoo.gle\u002Fmcp-toolbox-dev",{"type":131,"title":4330,"url":4331,"context":139},"QuickStart","https:\u002F\u002Fgoo.gle\u002Fmcp-quickstart",{"type":131,"title":4333,"url":4334,"context":139},"MCP Toolbox for Databases: Making BigQuery datasets available to MCP clients (Codelab)","https:\u002F\u002Fgoo.gle\u002Fcodelabs",{"type":131,"title":4336,"url":4337,"context":139},"Build a Multi-agent App with MCP Toolbox for AlloyDB & ADK (Codelab)","https:\u002F\u002Fgoo.gle\u002Fcodelab-multi-agent-app",{"type":131,"title":4339,"url":4340,"context":139},"Cymbal Air Toolbox Demo","https:\u002F\u002Fgoo.gle\u002F4tfWYIA",{"type":131,"title":4342,"url":4343,"context":139},"Google Cloud MCP servers overview","https:\u002F\u002Fgoo.gle\u002F42ioQRn",{"type":131,"title":4345,"url":4346,"context":139},"MCP Toolbox for Databases (Toolbox)","https:\u002F\u002Fgoo.gle\u002F4wauUJp",{"type":131,"title":4348,"url":4349,"context":139},"GEAR","https:\u002F\u002Fgoo.gle\u002FGEAR",{"relevance":160,"novelty":3953,"quality":160,"actionability":3953,"composite":4351,"reasoning":4352},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":4079,"description":115},{"loc":4353},"ed722ee0fdc7e076","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=CRszhkEjd8s","summaries\u002Febc0d711136fb32c-secure-ai-agents-via-mcp-toolbox-custom-tools-summary",[175,4363,177,176],"ai-tools","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"]