[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-e8b0c2b2417fcb9d-agent-first-workflows-from-prototype-to-production-summary":3,"summaries-facets-categories":216,"summary-related-e8b0c2b2417fcb9d-agent-first-workflows-from-prototype-to-production-summary":4129},{"id":4,"title":5,"ai":6,"body":13,"categories":172,"created_at":174,"date_modified":174,"description":163,"extension":175,"faq":174,"featured":176,"kicker_label":174,"meta":177,"navigation":195,"path":196,"published_at":197,"question":174,"scraped_at":198,"seo":199,"sitemap":200,"source_id":201,"source_name":202,"source_type":203,"source_url":204,"stem":205,"tags":206,"thumbnail_url":211,"tldr":212,"tweet":213,"unknown_tags":214,"__hash__":215},"summaries\u002Fsummaries\u002Fe8b0c2b2417fcb9d-agent-first-workflows-from-prototype-to-production-summary.md","Agent-First Workflows: From Prototype to Production",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",9157,1235,6695,0.00414175,{"type":14,"value":15,"toc":162},"minimark",[16,21,25,29,37,53,57,60,74,78,81,108,112,144,148],[17,18,20],"h2",{"id":19},"the-day-two-problem-in-ai-development","The Day-Two Problem in AI Development",[22,23,24],"p",{},"Most AI development focuses on the \"day-one\" experience—building prototypes, prompting, and shipping. However, the real challenge lies in \"day-two\" operations: handling production traffic, debugging crashes, optimizing performance, and managing data. The speakers argue that developers should stop treating these tasks as manual chores and instead integrate agentic workflows directly into their IDEs to handle the full application lifecycle.",[17,26,28],{"id":27},"agent-first-debugging-and-knowledge-retrieval","Agent-First Debugging and Knowledge Retrieval",[22,30,31,32,36],{},"Instead of manually parsing logs and configuration files, developers can use agentic tools (like the demonstrated 'anti-gravity' IDE extension) to perform root-cause analysis. By utilizing ",[33,34,35],"strong",{},"Model Context Protocol (MCP) servers",", agents can securely interface with Google Cloud services (e.g., Cloud Run, BigQuery) without requiring manual API key management or console navigation.",[38,39,40,47],"ul",{},[41,42,43,46],"li",{},[33,44,45],{},"Developer Knowledge MCP:"," This specific server aggregates over a dozen Google documentation bases, providing the agent with the latest (8-12 hour old) snapshots of documentation. This ensures the AI generates code based on current best practices rather than outdated training data.",[41,48,49,52],{},[33,50,51],{},"Natural Language Debugging:"," Developers can ask the agent to \"find out what's wrong\" with a service. The agent autonomously queries logs, identifies errors (e.g., 503 service unavailable), and proposes code fixes.",[17,54,56],{"id":55},"data-driven-optimization-with-zero-etl-pipelines","Data-Driven Optimization with Zero-ETL Pipelines",[22,58,59],{},"Optimizing an application often requires complex ETL pipelines, which can be intimidating for frontend-focused developers. The speakers demonstrate a \"Data Agent Kit\" that automates these processes:",[38,61,62,68],{},[41,63,64,67],{},[33,65,66],{},"Zero-ETL Analytics:"," The agent creates log router sinks to stream live logs into BigQuery, runs parallel queries via the BigQuery MCP, and generates interactive dashboards.",[41,69,70,73],{},[33,71,72],{},"In-IDE Analysis:"," Once the data is in BigQuery, developers can query it using natural language directly within the IDE, eliminating context switching between the code editor and the cloud console.",[17,75,77],{"id":76},"autonomous-self-healing-systems","Autonomous Self-Healing Systems",[22,79,80],{},"To move beyond human-in-the-loop debugging, the team proposes a \"Dino Agent\" architecture—a swarm of specialized agents (Remediation, CI, and CD agents) hosted on Cloud Run. This system creates a 24\u002F7 autonomous remediation loop:",[82,83,84,90,96,102],"ol",{},[41,85,86,89],{},[33,87,88],{},"Detection:"," Application errors trigger Cloud Logging, which notifies an Eventarc\u002FPub\u002FSub pipeline.",[41,91,92,95],{},[33,93,94],{},"Investigation:"," The remediation agent wakes up, investigates the root cause using Gemini, and formulates a fix.",[41,97,98,101],{},[33,99,100],{},"Remediation:"," The agent pushes a GitHub PR with the fix and notifies the team via Slack.",[41,103,104,107],{},[33,105,106],{},"Orchestration:"," Using the Agent Development Kit (ADK), these agents manage state, routing, and retries, effectively codifying domain-specific playbooks into repeatable, observable workflows.",[17,109,111],{"id":110},"key-takeaways","Key Takeaways",[38,113,114,120,126,132,138],{},[41,115,116,119],{},[33,117,118],{},"Shift to Agentic Ops:"," Treat debugging, data analysis, and remediation as tasks for autonomous agents rather than manual developer labor.",[41,121,122,125],{},[33,123,124],{},"Use MCPs for Security:"," Leverage managed MCP servers to provide agents with secure, authenticated access to cloud infrastructure without hardcoding credentials.",[41,127,128,131],{},[33,129,130],{},"Codify Domain Knowledge:"," Use custom agent skills and playbooks to turn tribal knowledge into repeatable, automated workflows.",[41,133,134,137],{},[33,135,136],{},"Event-Driven Remediation:"," Architect systems to treat errors as events that trigger autonomous remediation agents, reducing the need for 24\u002F7 human monitoring.",[41,139,140,143],{},[33,141,142],{},"Avoid Context Switching:"," Keep the entire lifecycle—from coding to dashboarding—within the IDE to maintain flow and speed.",[17,145,147],{"id":146},"notable-quotes","Notable Quotes",[38,149,150,153,156,159],{},[41,151,152],{},"\"Most devs are like 'Hey I'm using it to build, document, code—that's awesome—but not enough of us yet are making this part of our day two journey.\" (Richard Seroter, on the gap between prototyping and production maintenance.)",[41,154,155],{},"\"We don't have to juggle with API keys, we don't have to go into the console and go click around and do all of that stuff. All of our data and our services from Google Cloud is available for the agent.\" (Denise Kwan, on the utility of MCP servers.)",[41,157,158],{},"\"This shifts all our manual troubleshooting into an intelligent and scalable assistant.\" (Denise Kwan, on the transition to autonomous self-healing systems.)",[41,160,161],{},"\"This is what we have so far—we have our agent, this is how it's built, and this is how it's working together in a swarm.\" (Christina Lin, on the power of multi-agent orchestration.)",{"title":163,"searchDepth":164,"depth":164,"links":165},"",2,[166,167,168,169,170,171],{"id":19,"depth":164,"text":20},{"id":27,"depth":164,"text":28},{"id":55,"depth":164,"text":56},{"id":76,"depth":164,"text":77},{"id":110,"depth":164,"text":111},{"id":146,"depth":164,"text":147},[173],"AI Automation",null,"md",false,{"content_references":178,"triage":190},[179,184,187],{"type":180,"title":181,"url":182,"context":183},"tool","Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F","mentioned",{"type":180,"title":185,"url":186,"context":183},"Google Cloud Run","https:\u002F\u002Fcloud.google.com\u002Frun",{"type":180,"title":188,"url":189,"context":183},"BigQuery","https:\u002F\u002Fcloud.google.com\u002Fbigquery",{"relevance":191,"novelty":192,"quality":192,"actionability":191,"composite":193,"reasoning":194},5,4,4.55,"Category: AI Automation. The article addresses the transition from prototype to production in AI development, focusing on agentic workflows that tackle day-two operations, which is a critical pain point for developers. It provides actionable insights on using specific tools like MCP servers and natural language debugging, making it highly relevant and practical for the target audience.",true,"\u002Fsummaries\u002Fe8b0c2b2417fcb9d-agent-first-workflows-from-prototype-to-production-summary","2026-05-21 16:00:21","2026-05-21 19:01:06",{"title":5,"description":163},{"loc":196},"e8b0c2b2417fcb9d","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=CBL6KgCsQNY","summaries\u002Fe8b0c2b2417fcb9d-agent-first-workflows-from-prototype-to-production-summary",[207,208,209,210],"agents","automation","ai-llms","devops-cloud","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FCBL6KgCsQNY\u002Fhqdefault.jpg","Moving AI apps from demo to production requires shifting from manual debugging to agentic workflows that leverage MCP servers, autonomous remediation, and event-driven architectures to handle day-two operations.","This session demonstrates how to use [Model Context Protocol (MCP)](https:\u002F\u002Fmodelcontextprotocol.io\u002F) servers to connect AI coding agents directly to Google Cloud services. The presenters show how to use these integrations for automated debugging, log analysis, and database updates without leaving the IDE.",[209,210],"pyVl1Rn7sDfPhTDHgud182995iuPEBY50Y1nWdk4A_E",[217,220,223,226,228,231,233,235,237,239,241,243,246,248,250,252,254,256,258,260,262,264,266,268,270,273,276,278,280,283,285,287,290,292,294,296,298,300,302,304,306,308,310,312,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127],{"categories":218},[219],"Developer Productivity",{"categories":221},[222],"Business & SaaS",{"categories":224},[225],"AI & LLMs",{"categories":227},[173],{"categories":229},[230],"Product Strategy",{"categories":232},[225],{"categories":234},[219],{"categories":236},[222],{"categories":238},[],{"categories":240},[225],{"categories":242},[],{"categories":244},[245],"AI News & Trends",{"categories":247},[173],{"categories":249},[173],{"categories":251},[245],{"categories":253},[173],{"categories":255},[173],{"categories":257},[225],{"categories":259},[225],{"categories":261},[225],{"categories":263},[245],{"categories":265},[225],{"categories":267},[225],{"categories":269},[],{"categories":271},[272],"Design & Frontend",{"categories":274},[275],"Data Science & Visualization",{"categories":277},[245],{"categories":279},[],{"categories":281},[282],"Software Engineering",{"categories":284},[225],{"categories":286},[173],{"categories":288},[289],"Marketing & Growth",{"categories":291},[272],{"categories":293},[225],{"categories":295},[173],{"categories":297},[],{"categories":299},[],{"categories":301},[272],{"categories":303},[173],{"categories":305},[219],{"categories":307},[282],{"categories":309},[272],{"categories":311},[225],{"categories":313},[314],"DevOps & Cloud",{"categories":316},[173],{"categories":318},[245],{"categories":320},[],{"categories":322},[],{"categories":324},[173],{"categories":326},[282],{"categories":328},[],{"categories":330},[222],{"categories":332},[],{"categories":334},[],{"categories":336},[173],{"categories":338},[225],{"categories":340},[173],{"categories":342},[225],{"categories":344},[225],{"categories":346},[],{"categories":348},[282],{"categories":350},[],{"categories":352},[],{"categories":354},[282],{"categories":356},[],{"categories":358},[282],{"categories":360},[225],{"categories":362},[225],{"categories":364},[289],{"categories":366},[272],{"categories":368},[272],{"categories":370},[225],{"categories":372},[173],{"categories":374},[282],{"categories":376},[225],{"categories":378},[225],{"categories":380},[173],{"categories":382},[173],{"categories":384},[275],{"categories":386},[245],{"categories":388},[173],{"categories":390},[289],{"categories":392},[173],{"categories":394},[230],{"categories":396},[282],{"categories":398},[],{"categories":400},[173],{"categories":402},[],{"categories":404},[173],{"categories":406},[282],{"categories":408},[314],{"categories":410},[272],{"categories":412},[225],{"categories":414},[],{"categories":416},[],{"categories":418},[173],{"categories":420},[],{"categories":422},[225],{"categories":424},[],{"categories":426},[219],{"categories":428},[282],{"categories":430},[222],{"categories":432},[225],{"categories":434},[225],{"categories":436},[245],{"categories":438},[225],{"categories":440},[],{"categories":442},[225],{"categories":444},[],{"categories":446},[282],{"categories":448},[275],{"categories":450},[],{"categories":452},[225],{"categories":454},[272],{"categories":456},[],{"categories":458},[272],{"categories":460},[173],{"categories":462},[],{"categories":464},[225],{"categories":466},[173],{"categories":468},[245],{"categories":470},[222],{"categories":472},[225],{"categories":474},[],{"categories":476},[173],{"categories":478},[225],{"categories":480},[230],{"categories":482},[],{"categories":484},[225],{"categories":486},[230],{"categories":488},[173],{"categories":490},[173],{"categories":492},[],{"categories":494},[275],{"categories":496},[225],{"categories":498},[],{"categories":500},[219],{"categories":502},[222],{"categories":504},[225],{"categories":506},[173],{"categories":508},[282],{"categories":510},[225],{"categories":512},[],{"categories":514},[],{"categories":516},[225],{"categories":518},[225],{"categories":520},[],{"categories":522},[272],{"categories":524},[],{"categories":526},[225],{"categories":528},[],{"categories":530},[173],{"categories":532},[225],{"categories":534},[272],{"categories":536},[],{"categories":538},[225],{"categories":540},[225],{"categories":542},[222],{"categories":544},[173],{"categories":546},[225],{"categories":548},[272],{"categories":550},[173],{"categories":552},[],{"categories":554},[],{"categories":556},[245],{"categories":558},[],{"categories":560},[225],{"categories":562},[222,289],{"categories":564},[],{"categories":566},[225],{"categories":568},[173],{"categories":570},[],{"categories":572},[],{"categories":574},[225],{"categories":576},[],{"categories":578},[225],{"categories":580},[314],{"categories":582},[],{"categories":584},[245],{"categories":586},[272],{"categories":588},[],{"categories":590},[245],{"categories":592},[245],{"categories":594},[225],{"categories":596},[289],{"categories":598},[],{"categories":600},[222],{"categories":602},[173],{"categories":604},[],{"categories":606},[225,314],{"categories":608},[225],{"categories":610},[225],{"categories":612},[225],{"categories":614},[173],{"categories":616},[225,282],{"categories":618},[275],{"categories":620},[225],{"categories":622},[289],{"categories":624},[173],{"categories":626},[173],{"categories":628},[],{"categories":630},[173],{"categories":632},[225],{"categories":634},[225,222],{"categories":636},[],{"categories":638},[272],{"categories":640},[272],{"categories":642},[],{"categories":644},[],{"categories":646},[245],{"categories":648},[],{"categories":650},[219],{"categories":652},[282],{"categories":654},[225],{"categories":656},[272],{"categories":658},[173],{"categories":660},[282],{"categories":662},[245],{"categories":664},[272],{"categories":666},[],{"categories":668},[225],{"categories":670},[225],{"categories":672},[225],{"categories":674},[225],{"categories":676},[245],{"categories":678},[219],{"categories":680},[225],{"categories":682},[173],{"categories":684},[314],{"categories":686},[272],{"categories":688},[173],{"categories":690},[],{"categories":692},[],{"categories":694},[272],{"categories":696},[245],{"categories":698},[275],{"categories":700},[],{"categories":702},[225],{"categories":704},[225],{"categories":706},[222],{"categories":708},[225],{"categories":710},[225],{"categories":712},[245],{"categories":714},[],{"categories":716},[173],{"categories":718},[282],{"categories":720},[],{"categories":722},[225],{"categories":724},[225],{"categories":726},[173],{"categories":728},[],{"categories":730},[],{"categories":732},[225],{"categories":734},[],{"categories":736},[222],{"categories":738},[173],{"categories":740},[173],{"categories":742},[],{"categories":744},[219],{"categories":746},[225],{"categories":748},[222],{"categories":750},[245],{"categories":752},[219],{"categories":754},[],{"categories":756},[],{"categories":758},[],{"categories":760},[245],{"categories":762},[245],{"categories":764},[],{"categories":766},[],{"categories":768},[222],{"categories":770},[],{"categories":772},[],{"categories":774},[219],{"categories":776},[],{"categories":778},[289],{"categories":780},[173],{"categories":782},[222],{"categories":784},[173],{"categories":786},[282],{"categories":788},[],{"categories":790},[230],{"categories":792},[272],{"categories":794},[282],{"categories":796},[225],{"categories":798},[173],{"categories":800},[222],{"categories":802},[225],{"categories":804},[],{"categories":806},[],{"categories":808},[282],{"categories":810},[275],{"categories":812},[230],{"categories":814},[173],{"categories":816},[225],{"categories":818},[],{"categories":820},[314],{"categories":822},[],{"categories":824},[173],{"categories":826},[],{"categories":828},[219],{"categories":830},[],{"categories":832},[225],{"categories":834},[225],{"categories":836},[272],{"categories":838},[289],{"categories":840},[173],{"categories":842},[],{"categories":844},[282],{"categories":846},[219],{"categories":848},[],{"categories":850},[245],{"categories":852},[225,314],{"categories":854},[225],{"categories":856},[245],{"categories":858},[225],{"categories":860},[222],{"categories":862},[225],{"categories":864},[],{"categories":866},[225],{"categories":868},[222],{"categories":870},[],{"categories":872},[173],{"categories":874},[282],{"categories":876},[272],{"categories":878},[245],{"categories":880},[275],{"categories":882},[219],{"categories":884},[225],{"categories":886},[173],{"categories":888},[282],{"categories":890},[],{"categories":892},[],{"categories":894},[230],{"categories":896},[],{"categories":898},[225],{"categories":900},[],{"categories":902},[272],{"categories":904},[282],{"categories":906},[272],{"categories":908},[225],{"categories":910},[272],{"categories":912},[],{"categories":914},[],{"categories":916},[245],{"categories":918},[173],{"categories":920},[225],{"categories":922},[225],{"categories":924},[225],{"categories":926},[222],{"categories":928},[225],{"categories":930},[],{"categories":932},[282],{"categories":934},[282],{"categories":936},[222],{"categories":938},[],{"categories":940},[225],{"categories":942},[225],{"categories":944},[222],{"categories":946},[245],{"categories":948},[289],{"categories":950},[225],{"categories":952},[173],{"categories":954},[],{"categories":956},[272],{"categories":958},[],{"categories":960},[225],{"categories":962},[225],{"categories":964},[],{"categories":966},[222],{"categories":968},[173],{"categories":970},[],{"categories":972},[314],{"categories":974},[275],{"categories":976},[282],{"categories":978},[289],{"categories":980},[225],{"categories":982},[282],{"categories":984},[173],{"categories":986},[],{"categories":988},[],{"categories":990},[173],{"categories":992},[219],{"categories":994},[173],{"categories":996},[230],{"categories":998},[222],{"categories":1000},[],{"categories":1002},[225],{"categories":1004},[230],{"categories":1006},[225],{"categories":1008},[225],{"categories":1010},[289],{"categories":1012},[225],{"categories":1014},[272],{"categories":1016},[173],{"categories":1018},[],{"categories":1020},[],{"categories":1022},[314],{"categories":1024},[282],{"categories":1026},[],{"categories":1028},[173],{"categories":1030},[225],{"categories":1032},[272,225],{"categories":1034},[219],{"categories":1036},[],{"categories":1038},[225],{"categories":1040},[219],{"categories":1042},[272],{"categories":1044},[173],{"categories":1046},[282],{"categories":1048},[],{"categories":1050},[225],{"categories":1052},[],{"categories":1054},[],{"categories":1056},[225],{"categories":1058},[219],{"categories":1060},[],{"categories":1062},[173],{"categories":1064},[230],{"categories":1066},[225],{"categories":1068},[225],{"categories":1070},[225],{"categories":1072},[272],{"categories":1074},[173],{"categories":1076},[314],{"categories":1078},[272],{"categories":1080},[173],{"categories":1082},[225],{"categories":1084},[225],{"categories":1086},[225],{"categories":1088},[282],{"categories":1090},[],{"categories":1092},[245],{"categories":1094},[],{"categories":1096},[230],{"categories":1098},[173],{"categories":1100},[272],{"categories":1102},[225],{"categories":1104},[173],{"categories":1106},[282],{"categories":1108},[272],{"categories":1110},[173],{"categories":1112},[245],{"categories":1114},[],{"categories":1116},[225],{"categories":1118},[272],{"categories":1120},[225],{"categories":1122},[219],{"categories":1124},[245],{"categories":1126},[225],{"categories":1128},[289],{"categories":1130},[225],{"categories":1132},[173],{"categories":1134},[225],{"categories":1136},[173],{"categories":1138},[173],{"categories":1140},[225],{"categories":1142},[173],{"categories":1144},[272],{"categories":1146},[225],{"categories":1148},[],{"categories":1150},[],{"categories":1152},[282],{"categories":1154},[],{"categories":1156},[219],{"categories":1158},[314],{"categories":1160},[225],{"categories":1162},[],{"categories":1164},[219],{"categories":1166},[222],{"categories":1168},[289],{"categories":1170},[],{"categories":1172},[222],{"categories":1174},[],{"categories":1176},[225],{"categories":1178},[282],{"categories":1180},[],{"categories":1182},[],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[225],{"categories":1190},[173],{"categories":1192},[314],{"categories":1194},[219],{"categories":1196},[282],{"categories":1198},[225],{"categories":1200},[282],{"categories":1202},[230],{"categories":1204},[225],{"categories":1206},[289],{"categories":1208},[222],{"categories":1210},[225],{"categories":1212},[225],{"categories":1214},[225],{"categories":1216},[225,219],{"categories":1218},[282],{"categories":1220},[282],{"categories":1222},[272],{"categories":1224},[173],{"categories":1226},[225],{"categories":1228},[],{"categories":1230},[],{"categories":1232},[],{"categories":1234},[282],{"categories":1236},[275],{"categories":1238},[245],{"categories":1240},[272],{"categories":1242},[],{"categories":1244},[225],{"categories":1246},[225],{"categories":1248},[],{"categories":1250},[173],{"categories":1252},[225],{"categories":1254},[],{"categories":1256},[173],{"categories":1258},[225],{"categories":1260},[222],{"categories":1262},[],{"categories":1264},[219],{"categories":1266},[225],{"categories":1268},[219],{"categories":1270},[225],{"categories":1272},[282],{"categories":1274},[289],{"categories":1276},[173],{"categories":1278},[225,272],{"categories":1280},[245],{"categories":1282},[225],{"categories":1284},[272],{"categories":1286},[],{"categories":1288},[282],{"categories":1290},[314],{"categories":1292},[272],{"categories":1294},[173],{"categories":1296},[],{"categories":1298},[],{"categories":1300},[],{"categories":1302},[],{"categories":1304},[282],{"categories":1306},[173],{"categories":1308},[173],{"categories":1310},[314],{"categories":1312},[225],{"categories":1314},[225],{"categories":1316},[173],{"categories":1318},[225],{"categories":1320},[225],{"categories":1322},[],{"categories":1324},[272],{"categories":1326},[],{"categories":1328},[],{"categories":1330},[173],{"categories":1332},[],{"categories":1334},[],{"categories":1336},[289],{"categories":1338},[289],{"categories":1340},[173],{"categories":1342},[282],{"categories":1344},[],{"categories":1346},[225],{"categories":1348},[225],{"categories":1350},[282],{"categories":1352},[272],{"categories":1354},[272],{"categories":1356},[173],{"categories":1358},[219],{"categories":1360},[225],{"categories":1362},[272],{"categories":1364},[272],{"categories":1366},[173],{"categories":1368},[173],{"categories":1370},[225],{"categories":1372},[],{"categories":1374},[],{"categories":1376},[225],{"categories":1378},[173],{"categories":1380},[245],{"categories":1382},[282],{"categories":1384},[225],{"categories":1386},[219],{"categories":1388},[225],{"categories":1390},[],{"categories":1392},[173],{"categories":1394},[173],{"categories":1396},[],{"categories":1398},[225],{"categories":1400},[219],{"categories":1402},[225],{"categories":1404},[219],{"categories":1406},[219],{"categories":1408},[],{"categories":1410},[],{"categories":1412},[173],{"categories":1414},[245],{"categories":1416},[173],{"categories":1418},[225],{"categories":1420},[225],{"categories":1422},[245],{"categories":1424},[275],{"categories":1426},[230],{"categories":1428},[245],{"categories":1430},[272],{"categories":1432},[],{"categories":1434},[],{"categories":1436},[245],{"categories":1438},[],{"categories":1440},[],{"categories":1442},[],{"categories":1444},[],{"categories":1446},[282],{"categories":1448},[275],{"categories":1450},[],{"categories":1452},[225],{"categories":1454},[225],{"categories":1456},[275],{"categories":1458},[282],{"categories":1460},[],{"categories":1462},[],{"categories":1464},[173],{"categories":1466},[245],{"categories":1468},[245],{"categories":1470},[173],{"categories":1472},[173],{"categories":1474},[219],{"categories":1476},[225,314],{"categories":1478},[],{"categories":1480},[272],{"categories":1482},[219],{"categories":1484},[173],{"categories":1486},[272],{"categories":1488},[],{"categories":1490},[173],{"categories":1492},[173],{"categories":1494},[225],{"categories":1496},[289],{"categories":1498},[282],{"categories":1500},[272],{"categories":1502},[],{"categories":1504},[173],{"categories":1506},[225],{"categories":1508},[173],{"categories":1510},[173],{"categories":1512},[173],{"categories":1514},[289],{"categories":1516},[225],{"categories":1518},[173],{"categories":1520},[225],{"categories":1522},[],{"categories":1524},[289],{"categories":1526},[245],{"categories":1528},[282],{"categories":1530},[173],{"categories":1532},[],{"categories":1534},[],{"categories":1536},[225],{"categories":1538},[173],{"categories":1540},[245],{"categories":1542},[173],{"categories":1544},[173],{"categories":1546},[],{"categories":1548},[225],{"categories":1550},[],{"categories":1552},[],{"categories":1554},[173],{"categories":1556},[],{"categories":1558},[],{"categories":1560},[275],{"categories":1562},[225],{"categories":1564},[275],{"categories":1566},[245],{"categories":1568},[225],{"categories":1570},[225],{"categories":1572},[173],{"categories":1574},[225],{"categories":1576},[],{"categories":1578},[],{"categories":1580},[314],{"categories":1582},[225],{"categories":1584},[],{"categories":1586},[],{"categories":1588},[219],{"categories":1590},[],{"categories":1592},[],{"categories":1594},[225],{"categories":1596},[],{"categories":1598},[],{"categories":1600},[282],{"categories":1602},[245],{"categories":1604},[289],{"categories":1606},[222],{"categories":1608},[225],{"categories":1610},[225],{"categories":1612},[222],{"categories":1614},[],{"categories":1616},[272],{"categories":1618},[173],{"categories":1620},[222],{"categories":1622},[225],{"categories":1624},[225],{"categories":1626},[219],{"categories":1628},[],{"categories":1630},[219],{"categories":1632},[225],{"categories":1634},[289],{"categories":1636},[173],{"categories":1638},[245],{"categories":1640},[222],{"categories":1642},[225],{"categories":1644},[225],{"categories":1646},[173],{"categories":1648},[],{"categories":1650},[225],{"categories":1652},[219],{"categories":1654},[225],{"categories":1656},[225],{"categories":1658},[],{"categories":1660},[245],{"categories":1662},[225],{"categories":1664},[],{"categories":1666},[222],{"categories":1668},[222],{"categories":1670},[225],{"categories":1672},[],{"categories":1674},[],{"categories":1676},[],{"categories":1678},[225],{"categories":1680},[245],{"categories":1682},[],{"categories":1684},[314],{"categories":1686},[225],{"categories":1688},[],{"categories":1690},[225],{"categories":1692},[225],{"categories":1694},[225],{"categories":1696},[225,314],{"categories":1698},[225],{"categories":1700},[225],{"categories":1702},[272],{"categories":1704},[173],{"categories":1706},[],{"categories":1708},[173],{"categories":1710},[173],{"categories":1712},[225],{"categories":1714},[225],{"categories":1716},[225],{"categories":1718},[219],{"categories":1720},[219],{"categories":1722},[282],{"categories":1724},[272],{"categories":1726},[173],{"categories":1728},[],{"categories":1730},[225],{"categories":1732},[245],{"categories":1734},[225],{"categories":1736},[222],{"categories":1738},[],{"categories":1740},[314],{"categories":1742},[272],{"categories":1744},[272],{"categories":1746},[173],{"categories":1748},[245],{"categories":1750},[173],{"categories":1752},[225],{"categories":1754},[],{"categories":1756},[225],{"categories":1758},[],{"categories":1760},[],{"categories":1762},[225],{"categories":1764},[225],{"categories":1766},[225],{"categories":1768},[173],{"categories":1770},[225],{"categories":1772},[225],{"categories":1774},[],{"categories":1776},[275],{"categories":1778},[173],{"categories":1780},[],{"categories":1782},[],{"categories":1784},[225],{"categories":1786},[225],{"categories":1788},[245],{"categories":1790},[],{"categories":1792},[272],{"categories":1794},[314],{"categories":1796},[245],{"categories":1798},[282],{"categories":1800},[282],{"categories":1802},[245],{"categories":1804},[245],{"categories":1806},[314],{"categories":1808},[],{"categories":1810},[245],{"categories":1812},[225],{"categories":1814},[219],{"categories":1816},[225],{"categories":1818},[245],{"categories":1820},[],{"categories":1822},[282],{"categories":1824},[275],{"categories":1826},[225],{"categories":1828},[245],{"categories":1830},[282],{"categories":1832},[173],{"categories":1834},[245],{"categories":1836},[314],{"categories":1838},[173],{"categories":1840},[225],{"categories":1842},[225],{"categories":1844},[225],{"categories":1846},[],{"categories":1848},[222],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[225],{"categories":1856},[225],{"categories":1858},[225],{"categories":1860},[225],{"categories":1862},[],{"categories":1864},[275],{"categories":1866},[219],{"categories":1868},[],{"categories":1870},[225],{"categories":1872},[225],{"categories":1874},[314],{"categories":1876},[314],{"categories":1878},[],{"categories":1880},[173],{"categories":1882},[245],{"categories":1884},[245],{"categories":1886},[225],{"categories":1888},[173],{"categories":1890},[],{"categories":1892},[272],{"categories":1894},[225],{"categories":1896},[225],{"categories":1898},[],{"categories":1900},[225],{"categories":1902},[],{"categories":1904},[282],{"categories":1906},[314],{"categories":1908},[225],{"categories":1910},[282],{"categories":1912},[222],{"categories":1914},[225],{"categories":1916},[],{"categories":1918},[173],{"categories":1920},[219],{"categories":1922},[219],{"categories":1924},[],{"categories":1926},[225],{"categories":1928},[272],{"categories":1930},[173],{"categories":1932},[],{"categories":1934},[225],{"categories":1936},[225],{"categories":1938},[173],{"categories":1940},[],{"categories":1942},[173],{"categories":1944},[282],{"categories":1946},[],{"categories":1948},[225],{"categories":1950},[],{"categories":1952},[225],{"categories":1954},[],{"categories":1956},[225],{"categories":1958},[225],{"categories":1960},[],{"categories":1962},[225],{"categories":1964},[245],{"categories":1966},[225],{"categories":1968},[225],{"categories":1970},[219],{"categories":1972},[225],{"categories":1974},[245],{"categories":1976},[173],{"categories":1978},[],{"categories":1980},[225],{"categories":1982},[272],{"categories":1984},[289],{"categories":1986},[225],{"categories":1988},[],{"categories":1990},[],{"categories":1992},[],{"categories":1994},[219],{"categories":1996},[245],{"categories":1998},[173],{"categories":2000},[225],{"categories":2002},[272],{"categories":2004},[173],{"categories":2006},[],{"categories":2008},[173],{"categories":2010},[],{"categories":2012},[225],{"categories":2014},[173],{"categories":2016},[225],{"categories":2018},[],{"categories":2020},[225],{"categories":2022},[225],{"categories":2024},[245],{"categories":2026},[272],{"categories":2028},[173],{"categories":2030},[272],{"categories":2032},[222],{"categories":2034},[],{"categories":2036},[],{"categories":2038},[225],{"categories":2040},[219],{"categories":2042},[245],{"categories":2044},[],{"categories":2046},[272],{"categories":2048},[],{"categories":2050},[282],{"categories":2052},[282],{"categories":2054},[272],{"categories":2056},[],{"categories":2058},[225],{"categories":2060},[],{"categories":2062},[289],{"categories":2064},[225],{"categories":2066},[314],{"categories":2068},[282],{"categories":2070},[],{"categories":2072},[173],{"categories":2074},[225],{"categories":2076},[219],{"categories":2078},[173],{"categories":2080},[173],{"categories":2082},[225],{"categories":2084},[],{"categories":2086},[219],{"categories":2088},[225],{"categories":2090},[222],{"categories":2092},[282],{"categories":2094},[272],{"categories":2096},[],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[173],{"categories":2104},[272],{"categories":2106},[245],{"categories":2108},[225],{"categories":2110},[245],{"categories":2112},[272],{"categories":2114},[],{"categories":2116},[272],{"categories":2118},[245],{"categories":2120},[222],{"categories":2122},[282],{"categories":2124},[225],{"categories":2126},[245],{"categories":2128},[289],{"categories":2130},[],{"categories":2132},[],{"categories":2134},[275],{"categories":2136},[225,282],{"categories":2138},[245],{"categories":2140},[225],{"categories":2142},[173],{"categories":2144},[225],{"categories":2146},[173],{"categories":2148},[225],{"categories":2150},[225],{"categories":2152},[],{"categories":2154},[282],{"categories":2156},[225],{"categories":2158},[275],{"categories":2160},[173],{"categories":2162},[289],{"categories":2164},[314],{"categories":2166},[],{"categories":2168},[219],{"categories":2170},[173],{"categories":2172},[173],{"categories":2174},[282],{"categories":2176},[225],{"categories":2178},[225],{"categories":2180},[],{"categories":2182},[],{"categories":2184},[],{"categories":2186},[314],{"categories":2188},[245],{"categories":2190},[225],{"categories":2192},[225],{"categories":2194},[225],{"categories":2196},[],{"categories":2198},[275],{"categories":2200},[222],{"categories":2202},[],{"categories":2204},[173],{"categories":2206},[314],{"categories":2208},[],{"categories":2210},[272],{"categories":2212},[272],{"categories":2214},[],{"categories":2216},[282],{"categories":2218},[225],{"categories":2220},[272],{"categories":2222},[225],{"categories":2224},[],{"categories":2226},[245],{"categories":2228},[225],{"categories":2230},[225],{"categories":2232},[272],{"categories":2234},[173],{"categories":2236},[245],{"categories":2238},[],{"categories":2240},[173],{"categories":2242},[272],{"categories":2244},[225],{"categories":2246},[],{"categories":2248},[225],{"categories":2250},[225],{"categories":2252},[314],{"categories":2254},[245],{"categories":2256},[275],{"categories":2258},[275],{"categories":2260},[],{"categories":2262},[],{"categories":2264},[],{"categories":2266},[173],{"categories":2268},[282],{"categories":2270},[282],{"categories":2272},[225],{"categories":2274},[],{"categories":2276},[],{"categories":2278},[225],{"categories":2280},[],{"categories":2282},[173],{"categories":2284},[225],{"categories":2286},[],{"categories":2288},[225],{"categories":2290},[222],{"categories":2292},[225],{"categories":2294},[289],{"categories":2296},[173],{"categories":2298},[225],{"categories":2300},[225],{"categories":2302},[225],{"categories":2304},[282],{"categories":2306},[],{"categories":2308},[245],{"categories":2310},[173],{"categories":2312},[],{"categories":2314},[245],{"categories":2316},[173],{"categories":2318},[173],{"categories":2320},[],{"categories":2322},[222],{"categories":2324},[173],{"categories":2326},[],{"categories":2328},[225],{"categories":2330},[219],{"categories":2332},[245],{"categories":2334},[314],{"categories":2336},[173],{"categories":2338},[173],{"categories":2340},[219],{"categories":2342},[],{"categories":2344},[225],{"categories":2346},[],{"categories":2348},[],{"categories":2350},[272],{"categories":2352},[225,222],{"categories":2354},[225],{"categories":2356},[],{"categories":2358},[219],{"categories":2360},[275],{"categories":2362},[225],{"categories":2364},[282],{"categories":2366},[225],{"categories":2368},[173],{"categories":2370},[225],{"categories":2372},[225],{"categories":2374},[245],{"categories":2376},[173],{"categories":2378},[225],{"categories":2380},[],{"categories":2382},[],{"categories":2384},[173],{"categories":2386},[225],{"categories":2388},[314],{"categories":2390},[],{"categories":2392},[225],{"categories":2394},[173],{"categories":2396},[],{"categories":2398},[173],{"categories":2400},[225],{"categories":2402},[289],{"categories":2404},[275],{"categories":2406},[173],{"categories":2408},[225],{"categories":2410},[314],{"categories":2412},[],{"categories":2414},[225],{"categories":2416},[289],{"categories":2418},[272],{"categories":2420},[225],{"categories":2422},[225],{"categories":2424},[],{"categories":2426},[289],{"categories":2428},[245],{"categories":2430},[225],{"categories":2432},[225],{"categories":2434},[219],{"categories":2436},[],{"categories":2438},[],{"categories":2440},[272],{"categories":2442},[225],{"categories":2444},[275],{"categories":2446},[289],{"categories":2448},[289],{"categories":2450},[245],{"categories":2452},[],{"categories":2454},[],{"categories":2456},[225],{"categories":2458},[173],{"categories":2460},[225],{"categories":2462},[225],{"categories":2464},[],{"categories":2466},[225,282],{"categories":2468},[245],{"categories":2470},[173],{"categories":2472},[282],{"categories":2474},[225],{"categories":2476},[219],{"categories":2478},[],{"categories":2480},[],{"categories":2482},[219],{"categories":2484},[282],{"categories":2486},[289],{"categories":2488},[225],{"categories":2490},[282],{"categories":2492},[],{"categories":2494},[272,225],{"categories":2496},[314],{"categories":2498},[219],{"categories":2500},[],{"categories":2502},[222],{"categories":2504},[222],{"categories":2506},[225],{"categories":2508},[225],{"categories":2510},[282],{"categories":2512},[173],{"categories":2514},[245],{"categories":2516},[289],{"categories":2518},[272],{"categories":2520},[225],{"categories":2522},[225],{"categories":2524},[225],{"categories":2526},[219],{"categories":2528},[225],{"categories":2530},[173],{"categories":2532},[245],{"categories":2534},[],{"categories":2536},[],{"categories":2538},[275],{"categories":2540},[282],{"categories":2542},[225],{"categories":2544},[272],{"categories":2546},[225],{"categories":2548},[275],{"categories":2550},[225],{"categories":2552},[225],{"categories":2554},[225],{"categories":2556},[173],{"categories":2558},[173],{"categories":2560},[225,222],{"categories":2562},[],{"categories":2564},[272],{"categories":2566},[],{"categories":2568},[225],{"categories":2570},[245],{"categories":2572},[219],{"categories":2574},[219],{"categories":2576},[173],{"categories":2578},[225],{"categories":2580},[225],{"categories":2582},[222],{"categories":2584},[282],{"categories":2586},[289],{"categories":2588},[225],{"categories":2590},[],{"categories":2592},[245],{"categories":2594},[225],{"categories":2596},[225],{"categories":2598},[225],{"categories":2600},[225],{"categories":2602},[245],{"categories":2604},[282],{"categories":2606},[282],{"categories":2608},[225],{"categories":2610},[225],{"categories":2612},[173],{"categories":2614},[245],{"categories":2616},[225],{"categories":2618},[272],{"categories":2620},[225],{"categories":2622},[225],{"categories":2624},[314],{"categories":2626},[225],{"categories":2628},[230],{"categories":2630},[173],{"categories":2632},[225],{"categories":2634},[245],{"categories":2636},[173],{"categories":2638},[289],{"categories":2640},[225],{"categories":2642},[],{"categories":2644},[225],{"categories":2646},[],{"categories":2648},[],{"categories":2650},[],{"categories":2652},[222],{"categories":2654},[225],{"categories":2656},[173],{"categories":2658},[245],{"categories":2660},[245],{"categories":2662},[245],{"categories":2664},[245],{"categories":2666},[],{"categories":2668},[219],{"categories":2670},[173],{"categories":2672},[245],{"categories":2674},[225],{"categories":2676},[219],{"categories":2678},[173],{"categories":2680},[225],{"categories":2682},[225,173],{"categories":2684},[173],{"categories":2686},[314],{"categories":2688},[245],{"categories":2690},[245],{"categories":2692},[173],{"categories":2694},[225],{"categories":2696},[],{"categories":2698},[245],{"categories":2700},[289],{"categories":2702},[219],{"categories":2704},[225],{"categories":2706},[225],{"categories":2708},[],{"categories":2710},[282],{"categories":2712},[],{"categories":2714},[219],{"categories":2716},[173],{"categories":2718},[245],{"categories":2720},[225],{"categories":2722},[245],{"categories":2724},[219],{"categories":2726},[245],{"categories":2728},[245],{"categories":2730},[],{"categories":2732},[222],{"categories":2734},[173],{"categories":2736},[245],{"categories":2738},[245],{"categories":2740},[245],{"categories":2742},[245],{"categories":2744},[245],{"categories":2746},[245],{"categories":2748},[245],{"categories":2750},[245],{"categories":2752},[245],{"categories":2754},[245],{"categories":2756},[275],{"categories":2758},[219],{"categories":2760},[225],{"categories":2762},[225],{"categories":2764},[173],{"categories":2766},[],{"categories":2768},[225,219],{"categories":2770},[],{"categories":2772},[173],{"categories":2774},[245],{"categories":2776},[173],{"categories":2778},[225],{"categories":2780},[225],{"categories":2782},[225],{"categories":2784},[225],{"categories":2786},[225],{"categories":2788},[173],{"categories":2790},[222],{"categories":2792},[],{"categories":2794},[272],{"categories":2796},[245],{"categories":2798},[225],{"categories":2800},[],{"categories":2802},[],{"categories":2804},[173],{"categories":2806},[272],{"categories":2808},[225],{"categories":2810},[],{"categories":2812},[225],{"categories":2814},[],{"categories":2816},[289],{"categories":2818},[225],{"categories":2820},[],{"categories":2822},[],{"categories":2824},[245],{"categories":2826},[219],{"categories":2828},[225],{"categories":2830},[222],{"categories":2832},[225],{"categories":2834},[222],{"categories":2836},[272],{"categories":2838},[],{"categories":2840},[245],{"categories":2842},[],{"categories":2844},[272],{"categories":2846},[225],{"categories":2848},[289],{"categories":2850},[],{"categories":2852},[289],{"categories":2854},[],{"categories":2856},[],{"categories":2858},[173],{"categories":2860},[],{"categories":2862},[222],{"categories":2864},[219],{"categories":2866},[272],{"categories":2868},[282],{"categories":2870},[],{"categories":2872},[],{"categories":2874},[225],{"categories":2876},[219],{"categories":2878},[289],{"categories":2880},[],{"categories":2882},[173],{"categories":2884},[173],{"categories":2886},[245],{"categories":2888},[282],{"categories":2890},[225],{"categories":2892},[173],{"categories":2894},[225],{"categories":2896},[173],{"categories":2898},[225],{"categories":2900},[230],{"categories":2902},[245],{"categories":2904},[],{"categories":2906},[289],{"categories":2908},[],{"categories":2910},[282],{"categories":2912},[173],{"categories":2914},[],{"categories":2916},[225],{"categories":2918},[173],{"categories":2920},[222],{"categories":2922},[219],{"categories":2924},[225],{"categories":2926},[272],{"categories":2928},[282],{"categories":2930},[282],{"categories":2932},[225],{"categories":2934},[275],{"categories":2936},[225],{"categories":2938},[173],{"categories":2940},[222],{"categories":2942},[272],{"categories":2944},[173],{"categories":2946},[225],{"categories":2948},[225],{"categories":2950},[173],{"categories":2952},[245],{"categories":2954},[],{"categories":2956},[219],{"categories":2958},[225],{"categories":2960},[173],{"categories":2962},[225],{"categories":2964},[225],{"categories":2966},[],{"categories":2968},[272],{"categories":2970},[222],{"categories":2972},[245],{"categories":2974},[225],{"categories":2976},[225],{"categories":2978},[272],{"categories":2980},[225],{"categories":2982},[289],{"categories":2984},[275],{"categories":2986},[225],{"categories":2988},[245],{"categories":2990},[225],{"categories":2992},[173],{"categories":2994},[314],{"categories":2996},[225],{"categories":2998},[173],{"categories":3000},[275],{"categories":3002},[],{"categories":3004},[173],{"categories":3006},[282],{"categories":3008},[272],{"categories":3010},[225],{"categories":3012},[219],{"categories":3014},[222],{"categories":3016},[282],{"categories":3018},[225],{"categories":3020},[],{"categories":3022},[173],{"categories":3024},[173],{"categories":3026},[225],{"categories":3028},[275],{"categories":3030},[],{"categories":3032},[245],{"categories":3034},[],{"categories":3036},[245],{"categories":3038},[225],{"categories":3040},[173],{"categories":3042},[173],{"categories":3044},[173],{"categories":3046},[],{"categories":3048},[245],{"categories":3050},[],{"categories":3052},[225],{"categories":3054},[225],{"categories":3056},[],{"categories":3058},[272],{"categories":3060},[173],{"categories":3062},[289],{"categories":3064},[219],{"categories":3066},[],{"categories":3068},[225],{"categories":3070},[],{"categories":3072},[219],{"categories":3074},[245],{"categories":3076},[282],{"categories":3078},[225],{"categories":3080},[225],{"categories":3082},[225],{"categories":3084},[282],{"categories":3086},[245],{"categories":3088},[272],{"categories":3090},[225],{"categories":3092},[225],{"categories":3094},[225],{"categories":3096},[245],{"categories":3098},[225],{"categories":3100},[245],{"categories":3102},[245],{"categories":3104},[173],{"categories":3106},[173],{"categories":3108},[282],{"categories":3110},[245],{"categories":3112},[173],{"categories":3114},[225],{"categories":3116},[282],{"categories":3118},[272],{"categories":3120},[],{"categories":3122},[173],{"categories":3124},[],{"categories":3126},[],{"categories":3128},[],{"categories":3130},[222],{"categories":3132},[173],{"categories":3134},[225],{"categories":3136},[173],{"categories":3138},[219],{"categories":3140},[173],{"categories":3142},[289],{"categories":3144},[],{"categories":3146},[173],{"categories":3148},[],{"categories":3150},[219],{"categories":3152},[173],{"categories":3154},[],{"categories":3156},[173],{"categories":3158},[225],{"categories":3160},[245],{"categories":3162},[225],{"categories":3164},[173],{"categories":3166},[245],{"categories":3168},[173],{"categories":3170},[282],{"categories":3172},[272],{"categories":3174},[219],{"categories":3176},[],{"categories":3178},[173],{"categories":3180},[272],{"categories":3182},[314],{"categories":3184},[245],{"categories":3186},[225],{"categories":3188},[272],{"categories":3190},[219],{"categories":3192},[],{"categories":3194},[173],{"categories":3196},[225],{"categories":3198},[173],{"categories":3200},[225],{"categories":3202},[272],{"categories":3204},[],{"categories":3206},[173],{"categories":3208},[230],{"categories":3210},[245],{"categories":3212},[173],{"categories":3214},[222],{"categories":3216},[],{"categories":3218},[225],{"categories":3220},[230],{"categories":3222},[225],{"categories":3224},[173],{"categories":3226},[245],{"categories":3228},[219],{"categories":3230},[314],{"categories":3232},[225],{"categories":3234},[225],{"categories":3236},[225],{"categories":3238},[245],{"categories":3240},[222],{"categories":3242},[225],{"categories":3244},[272],{"categories":3246},[245],{"categories":3248},[314],{"categories":3250},[225],{"categories":3252},[],{"categories":3254},[],{"categories":3256},[225],{"categories":3258},[314],{"categories":3260},[275],{"categories":3262},[173],{"categories":3264},[173],{"categories":3266},[245],{"categories":3268},[225],{"categories":3270},[219],{"categories":3272},[272],{"categories":3274},[173],{"categories":3276},[225],{"categories":3278},[289],{"categories":3280},[225],{"categories":3282},[173],{"categories":3284},[],{"categories":3286},[225],{"categories":3288},[225],{"categories":3290},[245],{"categories":3292},[219],{"categories":3294},[],{"categories":3296},[225],{"categories":3298},[225],{"categories":3300},[282],{"categories":3302},[272],{"categories":3304},[225,173],{"categories":3306},[289,222],{"categories":3308},[225],{"categories":3310},[],{"categories":3312},[173],{"categories":3314},[],{"categories":3316},[282],{"categories":3318},[225],{"categories":3320},[],{"categories":3322},[225],{"categories":3324},[245],{"categories":3326},[],{"categories":3328},[173],{"categories":3330},[225],{"categories":3332},[],{"categories":3334},[272],{"categories":3336},[173],{"categories":3338},[225],{"categories":3340},[219],{"categories":3342},[173],{"categories":3344},[225],{"categories":3346},[],{"categories":3348},[314],{"categories":3350},[289],{"categories":3352},[222],{"categories":3354},[222],{"categories":3356},[219],{"categories":3358},[219],{"categories":3360},[225],{"categories":3362},[173],{"categories":3364},[225],{"categories":3366},[225],{"categories":3368},[219],{"categories":3370},[225],{"categories":3372},[289],{"categories":3374},[245],{"categories":3376},[225],{"categories":3378},[173],{"categories":3380},[225],{"categories":3382},[],{"categories":3384},[282],{"categories":3386},[],{"categories":3388},[282],{"categories":3390},[173],{"categories":3392},[219],{"categories":3394},[],{"categories":3396},[314],{"categories":3398},[225],{"categories":3400},[],{"categories":3402},[245],{"categories":3404},[173],{"categories":3406},[282],{"categories":3408},[225],{"categories":3410},[173],{"categories":3412},[282],{"categories":3414},[173],{"categories":3416},[245],{"categories":3418},[219],{"categories":3420},[245],{"categories":3422},[282],{"categories":3424},[225],{"categories":3426},[272],{"categories":3428},[225],{"categories":3430},[225],{"categories":3432},[225],{"categories":3434},[225],{"categories":3436},[225],{"categories":3438},[173],{"categories":3440},[225],{"categories":3442},[173],{"categories":3444},[225],{"categories":3446},[219],{"categories":3448},[225],{"categories":3450},[173],{"categories":3452},[272],{"categories":3454},[219],{"categories":3456},[173],{"categories":3458},[272],{"categories":3460},[],{"categories":3462},[225],{"categories":3464},[225],{"categories":3466},[282],{"categories":3468},[],{"categories":3470},[173],{"categories":3472},[289],{"categories":3474},[225],{"categories":3476},[245],{"categories":3478},[289],{"categories":3480},[173],{"categories":3482},[222],{"categories":3484},[222],{"categories":3486},[225],{"categories":3488},[219],{"categories":3490},[],{"categories":3492},[173],{"categories":3494},[225],{"categories":3496},[],{"categories":3498},[219],{"categories":3500},[225],{"categories":3502},[173],{"categories":3504},[173],{"categories":3506},[],{"categories":3508},[282],{"categories":3510},[282],{"categories":3512},[289],{"categories":3514},[272],{"categories":3516},[],{"categories":3518},[225],{"categories":3520},[173],{"categories":3522},[219],{"categories":3524},[225],{"categories":3526},[282],{"categories":3528},[219],{"categories":3530},[245],{"categories":3532},[245],{"categories":3534},[],{"categories":3536},[245],{"categories":3538},[173],{"categories":3540},[272],{"categories":3542},[275],{"categories":3544},[225],{"categories":3546},[],{"categories":3548},[245],{"categories":3550},[282],{"categories":3552},[222],{"categories":3554},[225],{"categories":3556},[219],{"categories":3558},[314],{"categories":3560},[219],{"categories":3562},[],{"categories":3564},[],{"categories":3566},[245],{"categories":3568},[],{"categories":3570},[173],{"categories":3572},[173],{"categories":3574},[173],{"categories":3576},[],{"categories":3578},[225],{"categories":3580},[],{"categories":3582},[245],{"categories":3584},[219],{"categories":3586},[272],{"categories":3588},[225],{"categories":3590},[245],{"categories":3592},[245],{"categories":3594},[],{"categories":3596},[245],{"categories":3598},[219],{"categories":3600},[173],{"categories":3602},[225],{"categories":3604},[],{"categories":3606},[173],{"categories":3608},[173],{"categories":3610},[219],{"categories":3612},[],{"categories":3614},[],{"categories":3616},[],{"categories":3618},[272],{"categories":3620},[173],{"categories":3622},[225],{"categories":3624},[],{"categories":3626},[],{"categories":3628},[],{"categories":3630},[272],{"categories":3632},[],{"categories":3634},[225],{"categories":3636},[219],{"categories":3638},[],{"categories":3640},[],{"categories":3642},[272],{"categories":3644},[225],{"categories":3646},[245],{"categories":3648},[],{"categories":3650},[289],{"categories":3652},[245],{"categories":3654},[289],{"categories":3656},[225],{"categories":3658},[],{"categories":3660},[],{"categories":3662},[173],{"categories":3664},[],{"categories":3666},[],{"categories":3668},[173],{"categories":3670},[225],{"categories":3672},[],{"categories":3674},[173],{"categories":3676},[245],{"categories":3678},[225],{"categories":3680},[289],{"categories":3682},[275],{"categories":3684},[173],{"categories":3686},[173],{"categories":3688},[],{"categories":3690},[],{"categories":3692},[],{"categories":3694},[245],{"categories":3696},[],{"categories":3698},[],{"categories":3700},[272],{"categories":3702},[219],{"categories":3704},[],{"categories":3706},[222],{"categories":3708},[289],{"categories":3710},[225],{"categories":3712},[282],{"categories":3714},[219],{"categories":3716},[275],{"categories":3718},[222],{"categories":3720},[282],{"categories":3722},[282],{"categories":3724},[],{"categories":3726},[],{"categories":3728},[173],{"categories":3730},[219],{"categories":3732},[272],{"categories":3734},[219],{"categories":3736},[173],{"categories":3738},[314],{"categories":3740},[225],{"categories":3742},[219],{"categories":3744},[173],{"categories":3746},[],{"categories":3748},[225],{"categories":3750},[245],{"categories":3752},[282],{"categories":3754},[],{"categories":3756},[272],{"categories":3758},[245],{"categories":3760},[219],{"categories":3762},[173],{"categories":3764},[225],{"categories":3766},[222],{"categories":3768},[173,314],{"categories":3770},[173],{"categories":3772},[282],{"categories":3774},[225],{"categories":3776},[225],{"categories":3778},[275],{"categories":3780},[289],{"categories":3782},[173],{"categories":3784},[],{"categories":3786},[173],{"categories":3788},[225],{"categories":3790},[222],{"categories":3792},[],{"categories":3794},[],{"categories":3796},[225],{"categories":3798},[275],{"categories":3800},[225],{"categories":3802},[],{"categories":3804},[245],{"categories":3806},[],{"categories":3808},[245],{"categories":3810},[219],{"categories":3812},[282],{"categories":3814},[225],{"categories":3816},[173],{"categories":3818},[225],{"categories":3820},[225],{"categories":3822},[289],{"categories":3824},[282],{"categories":3826},[],{"categories":3828},[245],{"categories":3830},[225],{"categories":3832},[],{"categories":3834},[225],{"categories":3836},[173],{"categories":3838},[225],{"categories":3840},[173],{"categories":3842},[225],{"categories":3844},[225],{"categories":3846},[225],{"categories":3848},[225],{"categories":3850},[222],{"categories":3852},[],{"categories":3854},[230],{"categories":3856},[245],{"categories":3858},[173],{"categories":3860},[225],{"categories":3862},[],{"categories":3864},[282],{"categories":3866},[225],{"categories":3868},[225],{"categories":3870},[225],{"categories":3872},[173],{"categories":3874},[245],{"categories":3876},[225],{"categories":3878},[225],{"categories":3880},[225],{"categories":3882},[222],{"categories":3884},[173],{"categories":3886},[272],{"categories":3888},[],{"categories":3890},[275],{"categories":3892},[225],{"categories":3894},[],{"categories":3896},[245],{"categories":3898},[289],{"categories":3900},[],{"categories":3902},[],{"categories":3904},[245],{"categories":3906},[245],{"categories":3908},[289],{"categories":3910},[219],{"categories":3912},[173],{"categories":3914},[173],{"categories":3916},[225],{"categories":3918},[222],{"categories":3920},[],{"categories":3922},[],{"categories":3924},[245],{"categories":3926},[275],{"categories":3928},[282],{"categories":3930},[173],{"categories":3932},[272],{"categories":3934},[275],{"categories":3936},[275],{"categories":3938},[],{"categories":3940},[245],{"categories":3942},[225],{"categories":3944},[225],{"categories":3946},[282],{"categories":3948},[],{"categories":3950},[245],{"categories":3952},[245],{"categories":3954},[245],{"categories":3956},[],{"categories":3958},[173],{"categories":3960},[225],{"categories":3962},[],{"categories":3964},[219],{"categories":3966},[222],{"categories":3968},[],{"categories":3970},[225],{"categories":3972},[225],{"categories":3974},[],{"categories":3976},[282],{"categories":3978},[],{"categories":3980},[],{"categories":3982},[],{"categories":3984},[],{"categories":3986},[225],{"categories":3988},[245],{"categories":3990},[],{"categories":3992},[],{"categories":3994},[225],{"categories":3996},[225],{"categories":3998},[225],{"categories":4000},[275],{"categories":4002},[225],{"categories":4004},[275],{"categories":4006},[],{"categories":4008},[275],{"categories":4010},[275],{"categories":4012},[314],{"categories":4014},[173],{"categories":4016},[282],{"categories":4018},[],{"categories":4020},[],{"categories":4022},[275],{"categories":4024},[282],{"categories":4026},[282],{"categories":4028},[282],{"categories":4030},[],{"categories":4032},[219],{"categories":4034},[282],{"categories":4036},[282],{"categories":4038},[219],{"categories":4040},[282],{"categories":4042},[222],{"categories":4044},[282],{"categories":4046},[282],{"categories":4048},[282],{"categories":4050},[275],{"categories":4052},[245],{"categories":4054},[245],{"categories":4056},[225],{"categories":4058},[282],{"categories":4060},[275],{"categories":4062},[314],{"categories":4064},[275],{"categories":4066},[275],{"categories":4068},[275],{"categories":4070},[],{"categories":4072},[222],{"categories":4074},[],{"categories":4076},[314],{"categories":4078},[282],{"categories":4080},[282],{"categories":4082},[282],{"categories":4084},[173],{"categories":4086},[245,222],{"categories":4088},[275],{"categories":4090},[],{"categories":4092},[],{"categories":4094},[275],{"categories":4096},[],{"categories":4098},[275],{"categories":4100},[245],{"categories":4102},[173],{"categories":4104},[],{"categories":4106},[282],{"categories":4108},[225],{"categories":4110},[272],{"categories":4112},[],{"categories":4114},[225],{"categories":4116},[],{"categories":4118},[245],{"categories":4120},[219],{"categories":4122},[275],{"categories":4124},[],{"categories":4126},[282],{"categories":4128},[245],[4130,4197,4303,4418],{"id":4131,"title":4132,"ai":4133,"body":4138,"categories":4169,"created_at":174,"date_modified":174,"description":163,"extension":175,"faq":174,"featured":176,"kicker_label":174,"meta":4170,"navigation":195,"path":4182,"published_at":4183,"question":174,"scraped_at":4184,"seo":4185,"sitemap":4186,"source_id":4187,"source_name":4188,"source_type":4189,"source_url":4190,"stem":4191,"tags":4192,"thumbnail_url":174,"tldr":4194,"tweet":174,"unknown_tags":4195,"__hash__":4196},"summaries\u002Fsummaries\u002Faee75443996a26db-google-shifts-ai-strategy-toward-autonomous-agents-summary.md","Google Shifts AI Strategy Toward Autonomous Agents with Gemini 3.5 Flash",{"provider":7,"model":8,"input_tokens":4134,"output_tokens":4135,"processing_time_ms":4136,"cost_usd":4137},6270,583,2959,0.002442,{"type":14,"value":4139,"toc":4164},[4140,4144,4147,4151,4154,4157,4161],[17,4141,4143],{"id":4142},"the-shift-to-agentic-workflows","The Shift to Agentic Workflows",[22,4145,4146],{},"Google is moving away from the chatbot-centric paradigm toward an agentic model where AI acts as an autonomous worker. Gemini 3.5 Flash is designed specifically for this, prioritizing low latency and high-speed execution to handle multi-step, long-running processes. Unlike traditional chatbots that wait for user prompts, these agents can plan, iterate, and execute complex pipelines—such as building an operating system from scratch—with minimal human intervention.",[17,4148,4150],{"id":4149},"technical-architecture-and-performance","Technical Architecture and Performance",[22,4152,4153],{},"Gemini 3.5 Flash is optimized for speed, operating four times faster than previous frontier models, with a specialized version achieving 12 times faster performance. This speed is critical for agentic systems where multiple sub-agents must run concurrently to complete a task.",[22,4155,4156],{},"Google is pairing this model with \"Antigravity 2.0,\" a dedicated agent-first development platform and IDE. This environment provides a native space for agents to live and execute code. The company envisions a tiered architecture where a more powerful model (the forthcoming 3.5 Pro) acts as the \"orchestrator\" or \"planner,\" delegating specific sub-tasks to the faster, more efficient 3.5 Flash for execution.",[17,4158,4160],{"id":4159},"practical-application-and-safety","Practical Application and Safety",[22,4162,4163],{},"Beyond development, the model is being deployed for enterprise automation, such as multi-week fintech workflows and complex data analysis. While the agents are designed to run autonomously for hours, they are programmed to pause and request human input at critical decision points or when encountering permission barriers. To mitigate risks associated with autonomous systems, Google has implemented enhanced cyber and CBRN (Chemical, Biological, Radiological, and Nuclear) safeguards, aiming for more nuanced engagement with sensitive topics rather than simple refusal.",{"title":163,"searchDepth":164,"depth":164,"links":4165},[4166,4167,4168],{"id":4142,"depth":164,"text":4143},{"id":4149,"depth":164,"text":4150},{"id":4159,"depth":164,"text":4160},[225],{"content_references":4171,"triage":4178},[4172,4174,4176],{"type":180,"title":4173,"context":183},"Gemini 3.5 Flash",{"type":180,"title":4175,"context":183},"Antigravity 2.0",{"type":180,"title":4177,"context":183},"Gemini Spark",{"relevance":191,"novelty":192,"quality":192,"actionability":4179,"composite":4180,"reasoning":4181},3,4.15,"Category: AI & LLMs. The article discusses Google's shift to autonomous agents, which is highly relevant for product builders interested in AI engineering and automation. It provides insights into the technical architecture and potential applications of Gemini 3.5 Flash, though it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002Faee75443996a26db-google-shifts-ai-strategy-toward-autonomous-agents-summary","2026-05-19 17:51:30","2026-05-19 19:00:38",{"title":4132,"description":163},{"loc":4182},"aee75443996a26db","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F19\u002Fwith-gemini-3-5-flash-google-bets-its-next-ai-wave-on-agents-not-chatbots\u002F","summaries\u002Faee75443996a26db-google-shifts-ai-strategy-toward-autonomous-agents-summary",[207,208,4193,209],"coding","Google’s release of Gemini 3.5 Flash signals a strategic pivot from conversational chatbots to autonomous, agentic workflows capable of executing complex, long-running tasks like software development.",[209],"Ml10go1GoXcTvyQTeXA6PElJfokRJrSjz_npfUfJUVc",{"id":4198,"title":4199,"ai":4200,"body":4205,"categories":4272,"created_at":174,"date_modified":174,"description":163,"extension":175,"faq":174,"featured":176,"kicker_label":174,"meta":4273,"navigation":195,"path":4288,"published_at":4289,"question":174,"scraped_at":4290,"seo":4291,"sitemap":4292,"source_id":4293,"source_name":202,"source_type":203,"source_url":4294,"stem":4295,"tags":4296,"thumbnail_url":4298,"tldr":4299,"tweet":4300,"unknown_tags":4301,"__hash__":4302},"summaries\u002Fsummaries\u002Ffbbc572df621856a-building-enterprise-ready-ai-agents-with-adk-2-0-summary.md","Building Enterprise-Ready AI Agents with ADK 2.0",{"provider":7,"model":8,"input_tokens":4201,"output_tokens":4202,"processing_time_ms":4203,"cost_usd":4204},8646,802,3903,0.0033645,{"type":14,"value":4206,"toc":4266},[4207,4211,4214,4218,4221,4235,4238,4242,4245,4259,4263],[17,4208,4210],{"id":4209},"the-architecture-of-enterprise-ready-agents","The Architecture of Enterprise-Ready Agents",[22,4212,4213],{},"Building production-grade agents requires moving beyond simple prompt-response loops. The Agent Development Kit (ADK) 2.0, an open-source framework from Google, provides a structured approach to building these systems. The core architecture relies on decoupling the agent's \"brain\" (the LLM, such as Gemini) from its \"skills\" and \"tools.\"",[17,4215,4217],{"id":4216},"efficient-context-management-with-skills","Efficient Context Management with Skills",[22,4219,4220],{},"A primary challenge in agentic workflows is context bloat. ADK 2.0 addresses this through a two-tiered \"skill\" system:",[38,4222,4223,4229],{},[41,4224,4225,4228],{},[33,4226,4227],{},"YAML Metadata:"," Contains a concise description of the skill's purpose. This is loaded into the agent's context at startup.",[41,4230,4231,4234],{},[33,4232,4233],{},"Markdown Body:"," Contains the actual implementation (code, scripts, or documentation). This is only fetched and loaded when the agent determines the specific task requires that skill.",[22,4236,4237],{},"This approach keeps the agent's active context clean while allowing it to access complex, verbose instructions or Python scripts only when necessary. Skills can be derived from existing documentation (e.g., converting a Google Doc into a structured skill) to ground the agent's decision-making in non-deterministic, domain-specific criteria.",[17,4239,4241],{"id":4240},"integrating-real-world-tools-via-mcp","Integrating Real-World Tools via MCP",[22,4243,4244],{},"To perform tasks in the real world, agents must interact with external services without requiring the model to \"guess\" or hallucinate. This is achieved through:",[38,4246,4247,4253],{},[41,4248,4249,4252],{},[33,4250,4251],{},"MCP Servers:"," Remote Model Context Protocol (MCP) servers act as bridges to external APIs, such as Google Maps or Google Workspace. This allows agents to perform complex operations—like weather lookups or spatial calculations—using natural language queries.",[41,4254,4255,4258],{},[33,4256,4257],{},"Grounded Computation:"," Rather than relying on the LLM for math, agents use specialized Python scripts (e.g., for GeoJSON route generation) to ensure outputs are mathematically precise and constrained by real-world boundaries (like city limits).",[17,4260,4262],{"id":4261},"deployment-and-scalability","Deployment and Scalability",[22,4264,4265],{},"Once built, these agents can be deployed across standard cloud infrastructure, including Cloud Run and Google Kubernetes Engine (GKE). The ADK 2.0 framework supports multiple languages (Python, Go, TypeScript, Java), allowing teams to integrate agentic workflows into existing enterprise stacks. The provided \"race condition\" repository serves as a reference implementation for a high-scale simulation, demonstrating how multiple agents can orchestrate complex tasks like marathon planning by coordinating GIS data, mapping services, and logistical requirements.",{"title":163,"searchDepth":164,"depth":164,"links":4267},[4268,4269,4270,4271],{"id":4209,"depth":164,"text":4210},{"id":4216,"depth":164,"text":4217},{"id":4240,"depth":164,"text":4241},{"id":4261,"depth":164,"text":4262},[225],{"content_references":4274,"triage":4285},[4275,4279,4282],{"type":180,"title":4276,"url":4277,"context":4278},"Agent Development Kit (ADK) 2.0","https:\u002F\u002Fgoo.gle\u002F3Pn0Z01","recommended",{"type":180,"title":4280,"url":4281,"context":4278},"Building ADK Agents with Skills and Tools Codelab","https:\u002F\u002Fgoo.gle\u002F4wB4515",{"type":180,"title":4283,"url":4284,"context":183},"Race Condition Simulation Sandbox","https:\u002F\u002Fgoo.gle\u002F4nEraMv",{"relevance":191,"novelty":192,"quality":192,"actionability":192,"composite":4286,"reasoning":4287},4.35,"Category: AI & LLMs. The article provides a detailed overview of the Agent Development Kit (ADK) 2.0, which is directly relevant to building AI-powered products, particularly in the context of creating scalable AI agents. It discusses practical implementations like context management and integration with real-world tools, which are actionable insights for developers.","\u002Fsummaries\u002Ffbbc572df621856a-building-enterprise-ready-ai-agents-with-adk-2-0-summary","2026-05-19 04:00:20","2026-05-19 07:00:31",{"title":4199,"description":163},{"loc":4288},"fbbc572df621856a","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=-FRomcsclxw","summaries\u002Ffbbc572df621856a-building-enterprise-ready-ai-agents-with-adk-2-0-summary",[207,4297,208,209],"python","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F-FRomcsclxw\u002Fhqdefault.jpg","The Agent Development Kit (ADK) 2.0 enables scalable, enterprise-ready AI agents by combining modular 'skills' and remote MCP servers to manage context efficiently and perform complex, grounded tasks.","This session provides a technical overview of the [Agent Development Kit (ADK)](https:\u002F\u002Fgoo.gle\u002F3Pn0Z01), a framework for building modular AI agents that use \"skills\" (YAML-defined metadata and markdown logic) and [MCP servers](https:\u002F\u002Fgoo.gle\u002F3Pn0Z01) to manage context. The speaker demonstrates these concepts by orchestrating a multi-agent marathon simulation, with a [codelab](https:\u002F\u002Fgoo.gle\u002F4wB4515) available to help you deploy similar workflows on Google Cloud.",[209],"J96REJ8nqwEv1qp3i_rUmJgyqh_DEiUN5TVzvQdgf2k",{"id":4304,"title":4305,"ai":4306,"body":4311,"categories":4387,"created_at":174,"date_modified":174,"description":163,"extension":175,"faq":174,"featured":176,"kicker_label":174,"meta":4388,"navigation":195,"path":4402,"published_at":4403,"question":174,"scraped_at":4404,"seo":4405,"sitemap":4406,"source_id":4407,"source_name":4408,"source_type":203,"source_url":4409,"stem":4410,"tags":4411,"thumbnail_url":4413,"tldr":4414,"tweet":4415,"unknown_tags":4416,"__hash__":4417},"summaries\u002Fsummaries\u002F884ea788630a4231-building-long-running-ai-agents-harnesses-and-adve-summary.md","Building Long-Running AI Agents: Harnesses and Adversarial Loops",{"provider":7,"model":8,"input_tokens":4307,"output_tokens":4308,"processing_time_ms":4309,"cost_usd":4310},8896,1234,5605,0.004075,{"type":14,"value":4312,"toc":4381},[4313,4317,4320,4324,4327,4347,4351,4354,4374,4378],[17,4314,4316],{"id":4315},"the-evolution-of-agentic-longevity","The Evolution of Agentic Longevity",[22,4318,4319],{},"Building agents capable of multi-hour or multi-day tasks requires moving past the limitations of simple, single-shot prompting. As models have evolved from Claude 3.7 to 4.6, the focus has shifted from basic bash command execution to complex, multi-step application development. The core challenge is managing context: as sessions lengthen, models suffer from 'context rot' (loss of coherence) and 'context anxiety' (rushing to finish as the window closes).",[17,4321,4323],{"id":4322},"the-adversarial-harness-pattern","The Adversarial Harness Pattern",[22,4325,4326],{},"Rather than relying on an agent to self-evaluate—which often leads to sycophancy or 'rubber-stamping'—the most effective pattern is an adversarial 'generator-critic' loop. This mimics Generative Adversarial Networks (GANs).",[38,4328,4329,4335,4341],{},[41,4330,4331,4334],{},[33,4332,4333],{},"The Generator:"," Focused solely on building features.",[41,4336,4337,4340],{},[33,4338,4339],{},"The Critic:"," A separate agent tasked with harsh, objective evaluation using tools like Playwright to interact with the live application.",[41,4342,4343,4346],{},[33,4344,4345],{},"The Advantage:"," It is significantly easier to tune a model to be a harsh critic than to force a generator to be self-critical. If the generator fails to meet the rubric, the harness discards the work and restarts, preventing the 'patching' of fundamentally flawed code.",[17,4348,4350],{"id":4349},"managing-state-and-planning","Managing State and Planning",[22,4352,4353],{},"Long-running agents fail when they lack a persistent 'source of truth.'",[38,4355,4356,4362,4368],{},[41,4357,4358,4361],{},[33,4359,4360],{},"Persistent Artifacts:"," Use JSON files for progress tracking rather than Markdown, as models are less likely to accidentally overwrite structured data.",[41,4363,4364,4367],{},[33,4365,4366],{},"Structured Handoffs:"," Break large tasks into a series of independent, testable 'sprint contracts.' Each task runs in a fresh context window to reset the model's state, preventing the accumulation of errors.",[41,4369,4370,4373],{},[33,4371,4372],{},"Rubrics for Subjectivity:"," You can grade 'taste' and design quality by defining a strict rubric (e.g., originality, craft, functionality). By providing few-shot examples of high-quality output, the evaluator's taste can be calibrated to match the developer's standards.",[17,4375,4377],{"id":4376},"the-debugging-loop","The Debugging Loop",[22,4379,4380],{},"Treat your agent's execution traces as your primary debugging loop. When an agent fails, don't just tweak the prompt; examine the harness. The goal is to build a system where the harness handles the 'boring' orchestration (environment setup, smoke tests, git commits), allowing the model to focus entirely on the logic. As models improve, parts of the harness will become redundant. The best builders are those who constantly evaluate which parts of their scaffolding can be deleted as the base model's capabilities expand.",{"title":163,"searchDepth":164,"depth":164,"links":4382},[4383,4384,4385,4386],{"id":4315,"depth":164,"text":4316},{"id":4322,"depth":164,"text":4323},{"id":4349,"depth":164,"text":4350},{"id":4376,"depth":164,"text":4377},[225],{"content_references":4389,"triage":4400},[4390,4393,4396],{"type":180,"title":4391,"url":4392,"context":183},"Claude Code","https:\u002F\u002Fclaude.ai\u002Fcode",{"type":180,"title":4394,"url":4395,"context":183},"Playwright","https:\u002F\u002Fplaywright.dev\u002F",{"type":4397,"title":4398,"url":4399,"context":183},"other","SWE-bench","https:\u002F\u002Fwww.swebench.com\u002F",{"relevance":191,"novelty":192,"quality":192,"actionability":192,"composite":4286,"reasoning":4401},"Category: AI & LLMs. The article provides in-depth strategies for building long-running AI agents, addressing specific pain points like context management and evaluation methods. It introduces the adversarial 'generator-critic' architecture, which is a novel approach that enhances the coherence of AI agents over extended tasks.","\u002Fsummaries\u002F884ea788630a4231-building-long-running-ai-agents-harnesses-and-adve-summary","2026-05-18 13:00:06","2026-05-18 15:00:16",{"title":4305,"description":163},{"loc":4402},"884ea788630a4231","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=mR-WAvEPRwE","summaries\u002F884ea788630a4231-building-long-running-ai-agents-harnesses-and-adve-summary",[207,4412,208,209],"prompt-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FmR-WAvEPRwE\u002Fhqdefault.jpg","To build agents that run for hours without losing coherence, move beyond single-session loops. Use adversarial 'generator-critic' architectures, structured handoffs, and persistent state files to maintain focus and quality over long horizons.","This talk from Anthropic engineers outlines the architectural shift from relying on model intelligence alone to building robust \"harnesses\" that enable long-running agent tasks. They argue that instead of fighting context rot or self-evaluation bias, developers should implement structured handoffs, adversarial evaluator agents, and testable sprint contracts to maintain coherence over multi-hour sessions.",[209],"hDhvpqc2ALpHGteQKqGxYT8jqfe3XkibPRJoaAKKTEc",{"id":4419,"title":4420,"ai":4421,"body":4427,"categories":4536,"created_at":174,"date_modified":174,"description":163,"extension":175,"faq":174,"featured":176,"kicker_label":174,"meta":4537,"navigation":195,"path":4538,"published_at":4539,"question":174,"scraped_at":174,"seo":4540,"sitemap":4541,"source_id":4542,"source_name":4543,"source_type":4189,"source_url":4544,"stem":4545,"tags":4546,"thumbnail_url":174,"tldr":4548,"tweet":174,"unknown_tags":4549,"__hash__":4550},"summaries\u002Fsummaries\u002Fai-chokepoints-chips-power-reshape-global-race-summary.md","AI Chokepoints: Chips, Power Reshape Global Race",{"provider":7,"model":4422,"input_tokens":4423,"output_tokens":4424,"processing_time_ms":4425,"cost_usd":4426},"x-ai\u002Fgrok-4.1-fast",8929,2984,19191,0.00325515,{"type":14,"value":4428,"toc":4530},[4429,4433,4436,4439,4442,4445,4449,4452,4455,4458,4461,4464,4467,4471,4474,4477,4480,4483,4486,4489,4493,4496,4499,4502,4504],[17,4430,4432],{"id":4431},"_2026-supply-chain-crises-hit-ai-hardware-hard","2026 Supply Chain Crises Hit AI Hardware Hard",[22,4434,4435],{},"AI production faces immediate \"RAMageddon\" from structural DRAM and HBM shortages, exacerbated by a helium crisis tied to the Iran War. Helium, essential for over 20 semiconductor fab steps, sees Qatar (34% global supply) blocked via Strait of Hormuz closure. Ras Laffan facility alone provides 30-33% of world helium; South Korea, sourcing 64.7% from Qatar and producing 60%+ of global memory via Samsung\u002FSK Hynix, is hit hardest. This amplifies HBM bottlenecks—3D-stacked DRAM skyscrapers for Nvidia AI GPUs—driving prices up as silicon wafer capacity reallocates to AI over consumer uses. TSMC remains the core GPU bottleneck, but helium scarcity slows everything upstream.",[22,4437,4438],{},"Datacenter buildouts halved in Q4 2025 per Wood Mackenzie data: of 241GW disclosed capacity, only 33% is under active development. Factors include community opposition, speculative large projects, and grid limits. Paul Kedrosky charts show sharp slowdowns; Ed Zitron calls out AI industry hype amid reality bites.",[22,4440,4441],{},"In chips news, ARM breaks 35-year IP-only model with AGI CPU, selling physical chips to Meta, OpenAI, SAP, Cloudflare. Designed for agentic AI orchestration—autonomous reasoning\u002Facting systems—announced March 24, 2026, in ARM Everywhere keynote.",[22,4443,4444],{},"\"The Iran War has created a choke point in the supply of helium... used in more than 20 steps of semiconductor fabrication.\" — Nathan Warren, Exponential View.",[17,4446,4448],{"id":4447},"physical-and-institutional-constraints-override-software-diffusion","Physical and Institutional Constraints Override Software Diffusion",[22,4450,4451],{},"Past decade's AI relied on fast-diffusing inputs: algorithms, papers, open-source, talent. Microsoft AI Diffusion Report shows AI spreading slower than internet\u002Fmobile but faster than many techs—until now. Frontier AI hinges on data centers converting electricity to compute at scale, bound by unevenly distributed chips, power, capital, institutions.",[22,4453,4454],{},"Harvard Belfer Center's National AI Capability Index decomposes by compute, data, algorithms, human capital, resources, regulation, performance—revealing US dominance, uneven global spread. Chokepoints make frontier capability geographically concentrated where silicon\u002Fpower\u002Ffinance\u002Fpolitics align.",[22,4456,4457],{},"\"For much of the past decade, AI progress appeared to be driven by ideas that diffused easily across borders. That model no longer holds. Today, frontier artificial intelligence is constrained by geopolitical chokepoints: access to advanced chips, the ability to deliver large amounts of electricity quickly, and the capital and institutions required to build and operate massive data centers.\"",[22,4459,4460],{},"Software efficiency improves (OpenAI: 10x compute reduction 2012-2022; Epoch AI: LLM compute halves every 8 months, beating Moore's Law), but diffuses globally via papers\u002Fframeworks\u002Ftalent. Thus, it's no chokepoint—everyone advances together. Instead, it spurs Jevons paradox: efficiency lowers intelligence cost, fueling more compute spend (Bain\u002FIMF: \"resource race\" outpaces gains).",[22,4462,4463],{},"Scaling laws persist: Epoch Capabilities Index shows added compute yields frontier gains. DeepSeek (China) stress-tests: algorithmic wins spur spending, not less (Epoch: progress likely increases compute demand).",[22,4465,4466],{},"Training compute for top models grows exponentially per Epoch AI trends.",[17,4468,4470],{"id":4469},"power-emerges-as-ultimate-scaling-limiter","Power Emerges as Ultimate Scaling Limiter",[22,4472,4473],{},"With chips secured, electricity dictates growth. Data centers hit 415 TWh in 2024 (1.5% global); IEA projects 700-1,700 TWh by 2035, doubling\u002Ftripling via sustained AI loads. Frontier clusters draw 100-500MW continuously—like heavy industry or mid-size cities (300MW site: 2.6 TWh\u002Fyear).",[22,4475,4476],{},"2025-2026 projects scale to gigawatts: xAI Colossus, OpenAI Stargate, Meta Hyperion campuses span urban-scale land, per Epoch AI maps. Goldman Sachs: AI drives 165% data center power jump by 2030.",[22,4478,4479],{},"Cheaper solar\u002Fbatteries help, but timing kills: need MWs now, on AI cycles—not utility years. Constraints: permitting, grid queues, transmission. Modular solar\u002Fstorage wins for speed (faster than thermal\u002Fgrid), prioritizing velocity over price. \"Delays matter more than electricity prices. A year without power means a year without training runs.\"",[22,4481,4482],{},"US edges via faster permitting\u002Fmodular tech; AI accelerates energy transition ironically.",[22,4484,4485],{},"![Projected power growth of leading AI data centers... approaching the electricity demand of major cities. — Epoch AI](image placeholder)",[22,4487,4488],{},"\"Electricity becomes the principal variable that determines how large AI systems can grow.\"",[17,4490,4492],{"id":4491},"implications-concentrated-ai-power-reshapes-geopolitics","Implications: Concentrated AI Power Reshapes Geopolitics",[22,4494,4495],{},"Chips\u002Fpower\u002Fcapital concentrate frontier AI in US (Belfer index lead), despite China algorithmic pushes like DeepSeek. Export controls stockpile-able; power not. Software accelerates all, but physicals decide leaders.",[22,4497,4498],{},"\"Software efficiency continues to improve, but it accelerates competition rather than leveling it. As a result, frontier AI capability is becoming geographically concentrated.\"",[22,4500,4501],{},"Epoch AI power projections: from near-zero to GW-scale by 2026-27. Bain: meet insatiable compute via scale. IMF: AI-led resource race.",[22,4503,111],{},[38,4505,4506,4509,4512,4515,4518,4521,4524,4527],{},[41,4507,4508],{},"Monitor helium\u002FHBM supply: Qatar disruptions (30%+ global) hit fabs hardest; diversify or stockpile for AI GPU builds.",[41,4510,4511],{},"Factor power timelines into infra plans: Prioritize sites with fast permitting\u002Fmodular solar+batteries over cheap long-term energy.",[41,4513,4514],{},"Expect Jevons-driven compute explosion: Efficiency gains mean more spending—budget for 2-3x power by 2030.",[41,4516,4517],{},"Bet on concentrated leaders: US wins short-term via institutions\u002Fpower; track xAI\u002FOpenAI\u002FMeta campuses.",[41,4519,4520],{},"Agentic AI hardware shift: ARM's AGI CPU signals orchestration chips for autonomous agents—prototype with early access.",[41,4522,4523],{},"Avoid hype slowdowns: Datacenter pipelines halved; validate 33% active dev before scaling commitments.",[41,4525,4526],{},"Stress-test like DeepSeek: Use efficiency to spend more compute, not save—push frontiers despite costs.",[41,4528,4529],{},"Geopolitics matters: Iran War\u002FStrait Hormuz shows non-China risks; model supply chains end-to-end.",{"title":163,"searchDepth":164,"depth":164,"links":4531},[4532,4533,4534,4535],{"id":4431,"depth":164,"text":4432},{"id":4447,"depth":164,"text":4448},{"id":4469,"depth":164,"text":4470},{"id":4491,"depth":164,"text":4492},[245],{},"\u002Fsummaries\u002Fai-chokepoints-chips-power-reshape-global-race-summary","2026-04-08 21:21:17",{"title":4420,"description":163},{"loc":4538},"e1894582f1e9e5eb","AI Supremacy","https:\u002F\u002Funknown","summaries\u002Fai-chokepoints-chips-power-reshape-global-race-summary",[4547,207,209,210],"machine-learning","Frontier AI shifts from diffusible software to physical chokepoints in chips, helium, HBM\u002FDRAM, power delivery, concentrating capability in few geographies like the US.",[209,210],"5eH_135QVpX2ORp8Q8GkESa7NwF3HEpCQHvFr_UalEk"]