[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights-summary":3,"summaries-facets-categories":106,"summary-related-13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights-summary":3707},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":85,"path":86,"published_at":87,"question":48,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":94,"stem":95,"tags":96,"thumbnail_url":101,"tldr":102,"tweet":103,"unknown_tags":104,"__hash__":105},"summaries\u002Fsummaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights--summary.md","Agentic Data Cloud Powers AI Swarms from Insights to Action",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8084,2064,37170,0.00262615,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"enrich-data-with-inferred-context-for-accurate-agent-reasoning","Enrich Data with Inferred Context for Accurate Agent Reasoning",[22,23,24],"p",{},"Traditional data strategies focused on clean, structured data with lineage and quality, achieving only 50% agent accuracy; the other 50% requires business context like hidden PDF codes or supply chain meanings previously siloed in human minds. Google's Knowledge Catalog uses GenAI to infer schemas, descriptions, and relationships across thousands of structured\u002Funstructured files (e.g., PDFs), avoiding context window limits and high costs of feeding raw docs to models. This enables agents to access precise, low-cost context, boosting trust and efficiency over human-coded glossaries. Combined with semantic hybrid search from Google Search (including reranking), it serves optimal real-time context, preventing agents from getting lost in excess data.",[17,26,28],{"id":27},"intent-driven-agent-swarms-via-tools-and-integrations","Intent-Driven Agent Swarms via Tools and Integrations",[22,30,31],{},"Move beyond persona-based agents to swarms handling end-to-end tasks (data wrangling, modeling, visualization, deployment) with intent-driven engineering, freeing practitioners for outcomes over tasks. Data Agent Kit provides pre-built plugins\u002Fskills for natively orchestrating BigQuery, Spark, AlloyDB pipelines, and multi-tool actions into ledgers\u002Fmarketing systems. Gemini Enterprise acts as the front door: business users chat with conversational agents backed by BigQuery\u002FLooker assets or Deep Research agents blending enterprise data (via Knowledge Catalog) with web\u002Fdocs for holistic insights (e.g., shipping optimization from weather\u002Ftraffic + internal data) in seconds vs. weeks. This grounds agents in machine-readable, real-time data for true ROI.",[17,33,35],{"id":34},"multi-cloud-scale-with-optimized-economics","Multi-Cloud Scale with Optimized Economics",[22,37,38],{},"Apache Iceberg open standard and Cross-Cloud Lakehouse unify data across AWS S3, Azure, Databricks Unity Catalog, Snowflake without migration, using Cross-Cloud Interconnect for subsecond latencies and petabyte-scale transfers, solving proprietary format silos. For agent-scale (10-20 API calls per human click, swarms spiking traffic), Google optimizes the full stack: BigQuery 35% faster queries\u002F40% cost drop, Spark Lightning Engine 5x faster\u002F2x price-performance vs. alternatives, 230x token reduction for AI inferencing. TPU v8 separates training\u002Finference to avoid silicon bottlenecks. Vertical integration ensures seamless, cost-effective low-latency swarms, turning 45-minute human processes into 1-minute actions.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI Automation",null,"md",false,{"content_references":52,"triage":80},[53,58,60,62,64,66,68,71,73,75,77],{"type":54,"title":55,"author":56,"context":57},"tool","Agentic Data Cloud","Google Cloud","mentioned",{"type":54,"title":59,"author":56,"context":57},"Google Cloud Data Agent Kit",{"type":54,"title":61,"author":56,"context":57},"Knowledge Catalog",{"type":54,"title":63,"author":56,"context":57},"BigQuery",{"type":54,"title":65,"author":56,"context":57},"Spark",{"type":54,"title":67,"context":57},"Apache Iceberg",{"type":54,"title":69,"author":70,"context":57},"Gemini Enterprise","Google",{"type":54,"title":72,"author":56,"context":57},"Deep Research Agent",{"type":54,"title":74,"author":56,"context":57},"Cross Cloud Lakehouse",{"type":54,"title":76,"author":56,"context":57},"TPU v8",{"type":78,"title":79,"author":56,"context":57},"event","Google Cloud Next '26",{"relevance":81,"novelty":82,"quality":81,"actionability":82,"composite":83,"reasoning":84},4,3,3.6,"Category: AI Automation. The article discusses the use of context-enriched data and agent swarms for improved AI functionality, addressing the audience's need for practical applications of AI tools. It provides insights into tools like the Data Agent Kit and Knowledge Catalog, which can be directly relevant for product builders looking to implement AI solutions.",true,"\u002Fsummaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights-summary","2026-05-14 04:00:36","2026-05-14 07:00:48",{"title":5,"description":40},{"loc":86},"13a7be7216932e4a","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=WQIODOuXWr8","summaries\u002F13a7be7216932e4a-agentic-data-cloud-powers-ai-swarms-from-insights--summary",[97,98,99,100],"agents","ai-tools","automation","cloud","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FWQIODOuXWr8\u002Fhqdefault.jpg","Shift data platforms from systems of intelligence (1-20% insights actioned) to action via context-enriched data in Knowledge Catalog, Data Agent Kit tools for BigQuery\u002FSpark, and infra optimizations like 230x token cuts for efficient agent swarms.","Google Cloud exec Yasmeen Ahmad pitches their \"Agentic Data Cloud\" in a conference interview, explaining Knowledge Catalog for data context, Data Agent Kit for agent tools on BigQuery\u002FSpark, and Iceberg for multi-cloud access. Mostly high-level vision talk with customer anecdotes.",[],"akSdWwtwyi_3coecpdJV_HzQg8hZ9t0z00xizfgzO0Q",[107,110,113,116,118,121,123,125,127,129,131,133,136,138,140,142,144,146,148,150,152,154,157,160,162,164,167,169,171,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705],{"categories":108},[109],"Developer Productivity",{"categories":111},[112],"Business & SaaS",{"categories":114},[115],"AI & LLMs",{"categories":117},[47],{"categories":119},[120],"Product Strategy",{"categories":122},[115],{"categories":124},[109],{"categories":126},[112],{"categories":128},[],{"categories":130},[115],{"categories":132},[],{"categories":134},[135],"AI News & Trends",{"categories":137},[47],{"categories":139},[135],{"categories":141},[47],{"categories":143},[47],{"categories":145},[115],{"categories":147},[115],{"categories":149},[135],{"categories":151},[115],{"categories":153},[],{"categories":155},[156],"Design & Frontend",{"categories":158},[159],"Data Science & Visualization",{"categories":161},[135],{"categories":163},[],{"categories":165},[166],"Software Engineering",{"categories":168},[115],{"categories":170},[47],{"categories":172},[173],"Marketing & Growth",{"categories":175},[115],{"categories":177},[47],{"categories":179},[],{"categories":181},[],{"categories":183},[156],{"categories":185},[47],{"categories":187},[109],{"categories":189},[156],{"categories":191},[115],{"categories":193},[47],{"categories":195},[135],{"categories":197},[],{"categories":199},[],{"categories":201},[47],{"categories":203},[166],{"categories":205},[],{"categories":207},[112],{"categories":209},[],{"categories":211},[],{"categories":213},[47],{"categories":215},[47],{"categories":217},[115],{"categories":219},[],{"categories":221},[166],{"categories":223},[],{"categories":225},[],{"categories":227},[],{"categories":229},[115],{"categories":231},[173],{"categories":233},[156],{"categories":235},[156],{"categories":237},[115],{"categories":239},[47],{"categories":241},[115],{"categories":243},[115],{"categories":245},[47],{"categories":247},[47],{"categories":249},[159],{"categories":251},[135],{"categories":253},[47],{"categories":255},[173],{"categories":257},[47],{"categories":259},[120],{"categories":261},[],{"categories":263},[47],{"categories":265},[],{"categories":267},[47],{"categories":269},[166],{"categories":271},[272],"DevOps & Cloud",{"categories":274},[156],{"categories":276},[115],{"categories":278},[],{"categories":280},[],{"categories":282},[47],{"categories":284},[],{"categories":286},[115],{"categories":288},[],{"categories":290},[109],{"categories":292},[166],{"categories":294},[112],{"categories":296},[135],{"categories":298},[115],{"categories":300},[],{"categories":302},[115],{"categories":304},[],{"categories":306},[166],{"categories":308},[159],{"categories":310},[],{"categories":312},[115],{"categories":314},[156],{"categories":316},[],{"categories":318},[156],{"categories":320},[47],{"categories":322},[],{"categories":324},[47],{"categories":326},[135],{"categories":328},[112],{"categories":330},[115],{"categories":332},[],{"categories":334},[47],{"categories":336},[115],{"categories":338},[120],{"categories":340},[],{"categories":342},[115],{"categories":344},[47],{"categories":346},[47],{"categories":348},[],{"categories":350},[159],{"categories":352},[115],{"categories":354},[],{"categories":356},[109],{"categories":358},[112],{"categories":360},[115],{"categories":362},[47],{"categories":364},[166],{"categories":366},[115],{"categories":368},[],{"categories":370},[],{"categories":372},[115],{"categories":374},[],{"categories":376},[156],{"categories":378},[],{"categories":380},[115],{"categories":382},[],{"categories":384},[47],{"categories":386},[115],{"categories":388},[156],{"categories":390},[],{"categories":392},[115],{"categories":394},[115],{"categories":396},[112],{"categories":398},[47],{"categories":400},[115],{"categories":402},[156],{"categories":404},[47],{"categories":406},[],{"categories":408},[],{"categories":410},[135],{"categories":412},[],{"categories":414},[115],{"categories":416},[112,173],{"categories":418},[],{"categories":420},[115],{"categories":422},[47],{"categories":424},[],{"categories":426},[],{"categories":428},[115],{"categories":430},[],{"categories":432},[115],{"categories":434},[272],{"categories":436},[],{"categories":438},[135],{"categories":440},[156],{"categories":442},[],{"categories":444},[135],{"categories":446},[135],{"categories":448},[115],{"categories":450},[173],{"categories":452},[],{"categories":454},[112],{"categories":456},[],{"categories":458},[115,272],{"categories":460},[115],{"categories":462},[115],{"categories":464},[47],{"categories":466},[115,166],{"categories":468},[159],{"categories":470},[115],{"categories":472},[173],{"categories":474},[47],{"categories":476},[47],{"categories":478},[],{"categories":480},[47],{"categories":482},[115,112],{"categories":484},[],{"categories":486},[156],{"categories":488},[156],{"categories":490},[],{"categories":492},[],{"categories":494},[135],{"categories":496},[],{"categories":498},[109],{"categories":500},[166],{"categories":502},[115],{"categories":504},[156],{"categories":506},[47],{"categories":508},[166],{"categories":510},[135],{"categories":512},[156],{"categories":514},[],{"categories":516},[115],{"categories":518},[115],{"categories":520},[115],{"categories":522},[135],{"categories":524},[109],{"categories":526},[115],{"categories":528},[47],{"categories":530},[272],{"categories":532},[156],{"categories":534},[47],{"categories":536},[],{"categories":538},[],{"categories":540},[156],{"categories":542},[135],{"categories":544},[159],{"categories":546},[],{"categories":548},[115],{"categories":550},[115],{"categories":552},[112],{"categories":554},[115],{"categories":556},[115],{"categories":558},[135],{"categories":560},[],{"categories":562},[47],{"categories":564},[166],{"categories":566},[],{"categories":568},[115],{"categories":570},[115],{"categories":572},[47],{"categories":574},[],{"categories":576},[],{"categories":578},[115],{"categories":580},[],{"categories":582},[112],{"categories":584},[47],{"categories":586},[],{"categories":588},[109],{"categories":590},[115],{"categories":592},[112],{"categories":594},[135],{"categories":596},[],{"categories":598},[],{"categories":600},[],{"categories":602},[135],{"categories":604},[135],{"categories":606},[],{"categories":608},[],{"categories":610},[112],{"categories":612},[],{"categories":614},[],{"categories":616},[109],{"categories":618},[],{"categories":620},[173],{"categories":622},[47],{"categories":624},[112],{"categories":626},[47],{"categories":628},[166],{"categories":630},[],{"categories":632},[120],{"categories":634},[156],{"categories":636},[166],{"categories":638},[115],{"categories":640},[47],{"categories":642},[112],{"categories":644},[115],{"categories":646},[],{"categories":648},[],{"categories":650},[166],{"categories":652},[159],{"categories":654},[120],{"categories":656},[47],{"categories":658},[115],{"categories":660},[],{"categories":662},[272],{"categories":664},[],{"categories":666},[47],{"categories":668},[],{"categories":670},[],{"categories":672},[115],{"categories":674},[156],{"categories":676},[173],{"categories":678},[47],{"categories":680},[],{"categories":682},[109],{"categories":684},[],{"categories":686},[135],{"categories":688},[115,272],{"categories":690},[135],{"categories":692},[115],{"categories":694},[112],{"categories":696},[115],{"categories":698},[],{"categories":700},[112],{"categories":702},[],{"categories":704},[166],{"categories":706},[156],{"categories":708},[135],{"categories":710},[159],{"categories":712},[109],{"categories":714},[115],{"categories":716},[166],{"categories":718},[],{"categories":720},[],{"categories":722},[120],{"categories":724},[],{"categories":726},[115],{"categories":728},[],{"categories":730},[156],{"categories":732},[156],{"categories":734},[156],{"categories":736},[],{"categories":738},[],{"categories":740},[135],{"categories":742},[47],{"categories":744},[115],{"categories":746},[115],{"categories":748},[115],{"categories":750},[112],{"categories":752},[115],{"categories":754},[],{"categories":756},[166],{"categories":758},[166],{"categories":760},[112],{"categories":762},[],{"categories":764},[115],{"categories":766},[115],{"categories":768},[112],{"categories":770},[135],{"categories":772},[173],{"categories":774},[47],{"categories":776},[],{"categories":778},[156],{"categories":780},[],{"categories":782},[115],{"categories":784},[],{"categories":786},[112],{"categories":788},[47],{"categories":790},[],{"categories":792},[272],{"categories":794},[159],{"categories":796},[166],{"categories":798},[173],{"categories":800},[166],{"categories":802},[47],{"categories":804},[],{"categories":806},[],{"categories":808},[47],{"categories":810},[109],{"categories":812},[47],{"categories":814},[120],{"categories":816},[112],{"categories":818},[],{"categories":820},[115],{"categories":822},[120],{"categories":824},[115],{"categories":826},[115],{"categories":828},[173],{"categories":830},[156],{"categories":832},[47],{"categories":834},[],{"categories":836},[],{"categories":838},[272],{"categories":840},[166],{"categories":842},[],{"categories":844},[47],{"categories":846},[115],{"categories":848},[156,115],{"categories":850},[109],{"categories":852},[],{"categories":854},[115],{"categories":856},[109],{"categories":858},[156],{"categories":860},[47],{"categories":862},[166],{"categories":864},[],{"categories":866},[115],{"categories":868},[],{"categories":870},[],{"categories":872},[109],{"categories":874},[],{"categories":876},[47],{"categories":878},[120],{"categories":880},[115],{"categories":882},[115],{"categories":884},[156],{"categories":886},[47],{"categories":888},[272],{"categories":890},[156],{"categories":892},[47],{"categories":894},[115],{"categories":896},[115],{"categories":898},[115],{"categories":900},[135],{"categories":902},[],{"categories":904},[120],{"categories":906},[47],{"categories":908},[156],{"categories":910},[47],{"categories":912},[166],{"categories":914},[156],{"categories":916},[47],{"categories":918},[135],{"categories":920},[],{"categories":922},[115],{"categories":924},[156],{"categories":926},[115],{"categories":928},[109],{"categories":930},[135],{"categories":932},[115],{"categories":934},[173],{"categories":936},[115],{"categories":938},[115],{"categories":940},[47],{"categories":942},[47],{"categories":944},[115],{"categories":946},[47],{"categories":948},[156],{"categories":950},[115],{"categories":952},[],{"categories":954},[],{"categories":956},[166],{"categories":958},[],{"categories":960},[109],{"categories":962},[272],{"categories":964},[],{"categories":966},[109],{"categories":968},[112],{"categories":970},[173],{"categories":972},[],{"categories":974},[112],{"categories":976},[],{"categories":978},[],{"categories":980},[],{"categories":982},[],{"categories":984},[],{"categories":986},[115],{"categories":988},[47],{"categories":990},[272],{"categories":992},[109],{"categories":994},[115],{"categories":996},[166],{"categories":998},[120],{"categories":1000},[115],{"categories":1002},[173],{"categories":1004},[115],{"categories":1006},[115],{"categories":1008},[115],{"categories":1010},[115,109],{"categories":1012},[166],{"categories":1014},[166],{"categories":1016},[156],{"categories":1018},[115],{"categories":1020},[],{"categories":1022},[],{"categories":1024},[],{"categories":1026},[166],{"categories":1028},[159],{"categories":1030},[135],{"categories":1032},[156],{"categories":1034},[],{"categories":1036},[115],{"categories":1038},[115],{"categories":1040},[],{"categories":1042},[],{"categories":1044},[47],{"categories":1046},[115],{"categories":1048},[112],{"categories":1050},[],{"categories":1052},[109],{"categories":1054},[115],{"categories":1056},[109],{"categories":1058},[115],{"categories":1060},[166],{"categories":1062},[173],{"categories":1064},[115,156],{"categories":1066},[135],{"categories":1068},[156],{"categories":1070},[],{"categories":1072},[272],{"categories":1074},[156],{"categories":1076},[47],{"categories":1078},[],{"categories":1080},[],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[166],{"categories":1088},[47],{"categories":1090},[47],{"categories":1092},[272],{"categories":1094},[115],{"categories":1096},[115],{"categories":1098},[115],{"categories":1100},[],{"categories":1102},[156],{"categories":1104},[],{"categories":1106},[],{"categories":1108},[47],{"categories":1110},[],{"categories":1112},[],{"categories":1114},[173],{"categories":1116},[173],{"categories":1118},[47],{"categories":1120},[],{"categories":1122},[115],{"categories":1124},[115],{"categories":1126},[166],{"categories":1128},[156],{"categories":1130},[156],{"categories":1132},[47],{"categories":1134},[109],{"categories":1136},[115],{"categories":1138},[156],{"categories":1140},[156],{"categories":1142},[47],{"categories":1144},[47],{"categories":1146},[115],{"categories":1148},[],{"categories":1150},[],{"categories":1152},[115],{"categories":1154},[47],{"categories":1156},[135],{"categories":1158},[166],{"categories":1160},[109],{"categories":1162},[115],{"categories":1164},[],{"categories":1166},[47],{"categories":1168},[47],{"categories":1170},[],{"categories":1172},[109],{"categories":1174},[115],{"categories":1176},[109],{"categories":1178},[109],{"categories":1180},[],{"categories":1182},[],{"categories":1184},[47],{"categories":1186},[47],{"categories":1188},[115],{"categories":1190},[115],{"categories":1192},[135],{"categories":1194},[159],{"categories":1196},[120],{"categories":1198},[135],{"categories":1200},[156],{"categories":1202},[],{"categories":1204},[135],{"categories":1206},[],{"categories":1208},[],{"categories":1210},[],{"categories":1212},[],{"categories":1214},[166],{"categories":1216},[159],{"categories":1218},[],{"categories":1220},[115],{"categories":1222},[115],{"categories":1224},[159],{"categories":1226},[166],{"categories":1228},[],{"categories":1230},[],{"categories":1232},[47],{"categories":1234},[135],{"categories":1236},[135],{"categories":1238},[47],{"categories":1240},[109],{"categories":1242},[115,272],{"categories":1244},[],{"categories":1246},[156],{"categories":1248},[109],{"categories":1250},[47],{"categories":1252},[156],{"categories":1254},[],{"categories":1256},[47],{"categories":1258},[47],{"categories":1260},[115],{"categories":1262},[173],{"categories":1264},[166],{"categories":1266},[156],{"categories":1268},[],{"categories":1270},[47],{"categories":1272},[115],{"categories":1274},[47],{"categories":1276},[47],{"categories":1278},[47],{"categories":1280},[173],{"categories":1282},[47],{"categories":1284},[115],{"categories":1286},[],{"categories":1288},[173],{"categories":1290},[135],{"categories":1292},[47],{"categories":1294},[],{"categories":1296},[],{"categories":1298},[115],{"categories":1300},[47],{"categories":1302},[135],{"categories":1304},[47],{"categories":1306},[],{"categories":1308},[],{"categories":1310},[],{"categories":1312},[47],{"categories":1314},[],{"categories":1316},[],{"categories":1318},[159],{"categories":1320},[115],{"categories":1322},[159],{"categories":1324},[135],{"categories":1326},[115],{"categories":1328},[115],{"categories":1330},[47],{"categories":1332},[115],{"categories":1334},[],{"categories":1336},[],{"categories":1338},[272],{"categories":1340},[],{"categories":1342},[],{"categories":1344},[109],{"categories":1346},[],{"categories":1348},[],{"categories":1350},[],{"categories":1352},[],{"categories":1354},[166],{"categories":1356},[135],{"categories":1358},[173],{"categories":1360},[112],{"categories":1362},[115],{"categories":1364},[115],{"categories":1366},[112],{"categories":1368},[],{"categories":1370},[156],{"categories":1372},[47],{"categories":1374},[112],{"categories":1376},[115],{"categories":1378},[115],{"categories":1380},[109],{"categories":1382},[],{"categories":1384},[109],{"categories":1386},[115],{"categories":1388},[173],{"categories":1390},[47],{"categories":1392},[135],{"categories":1394},[112],{"categories":1396},[115],{"categories":1398},[47],{"categories":1400},[],{"categories":1402},[115],{"categories":1404},[109],{"categories":1406},[115],{"categories":1408},[],{"categories":1410},[135],{"categories":1412},[115],{"categories":1414},[],{"categories":1416},[112],{"categories":1418},[115],{"categories":1420},[],{"categories":1422},[],{"categories":1424},[],{"categories":1426},[115],{"categories":1428},[],{"categories":1430},[272],{"categories":1432},[115],{"categories":1434},[],{"categories":1436},[115],{"categories":1438},[115],{"categories":1440},[115],{"categories":1442},[115,272],{"categories":1444},[115],{"categories":1446},[115],{"categories":1448},[156],{"categories":1450},[47],{"categories":1452},[],{"categories":1454},[47],{"categories":1456},[115],{"categories":1458},[115],{"categories":1460},[115],{"categories":1462},[109],{"categories":1464},[109],{"categories":1466},[166],{"categories":1468},[156],{"categories":1470},[47],{"categories":1472},[],{"categories":1474},[115],{"categories":1476},[135],{"categories":1478},[115],{"categories":1480},[112],{"categories":1482},[],{"categories":1484},[272],{"categories":1486},[156],{"categories":1488},[156],{"categories":1490},[47],{"categories":1492},[135],{"categories":1494},[47],{"categories":1496},[115],{"categories":1498},[],{"categories":1500},[115],{"categories":1502},[],{"categories":1504},[],{"categories":1506},[115],{"categories":1508},[115],{"categories":1510},[115],{"categories":1512},[47],{"categories":1514},[115],{"categories":1516},[],{"categories":1518},[159],{"categories":1520},[47],{"categories":1522},[],{"categories":1524},[],{"categories":1526},[115],{"categories":1528},[135],{"categories":1530},[],{"categories":1532},[156],{"categories":1534},[272],{"categories":1536},[135],{"categories":1538},[166],{"categories":1540},[166],{"categories":1542},[135],{"categories":1544},[135],{"categories":1546},[272],{"categories":1548},[],{"categories":1550},[135],{"categories":1552},[115],{"categories":1554},[109],{"categories":1556},[135],{"categories":1558},[],{"categories":1560},[159],{"categories":1562},[135],{"categories":1564},[166],{"categories":1566},[135],{"categories":1568},[272],{"categories":1570},[115],{"categories":1572},[115],{"categories":1574},[],{"categories":1576},[112],{"categories":1578},[],{"categories":1580},[],{"categories":1582},[115],{"categories":1584},[115],{"categories":1586},[115],{"categories":1588},[115],{"categories":1590},[],{"categories":1592},[159],{"categories":1594},[109],{"categories":1596},[],{"categories":1598},[115],{"categories":1600},[115],{"categories":1602},[272],{"categories":1604},[272],{"categories":1606},[],{"categories":1608},[47],{"categories":1610},[135],{"categories":1612},[135],{"categories":1614},[115],{"categories":1616},[47],{"categories":1618},[],{"categories":1620},[156],{"categories":1622},[115],{"categories":1624},[115],{"categories":1626},[],{"categories":1628},[],{"categories":1630},[272],{"categories":1632},[115],{"categories":1634},[166],{"categories":1636},[112],{"categories":1638},[115],{"categories":1640},[],{"categories":1642},[47],{"categories":1644},[109],{"categories":1646},[109],{"categories":1648},[],{"categories":1650},[115],{"categories":1652},[156],{"categories":1654},[47],{"categories":1656},[],{"categories":1658},[115],{"categories":1660},[115],{"categories":1662},[47],{"categories":1664},[],{"categories":1666},[47],{"categories":1668},[166],{"categories":1670},[],{"categories":1672},[115],{"categories":1674},[],{"categories":1676},[115],{"categories":1678},[],{"categories":1680},[115],{"categories":1682},[115],{"categories":1684},[],{"categories":1686},[115],{"categories":1688},[135],{"categories":1690},[115],{"categories":1692},[115],{"categories":1694},[109],{"categories":1696},[115],{"categories":1698},[135],{"categories":1700},[47],{"categories":1702},[],{"categories":1704},[115],{"categories":1706},[173],{"categories":1708},[],{"categories":1710},[],{"categories":1712},[],{"categories":1714},[109],{"categories":1716},[135],{"categories":1718},[47],{"categories":1720},[115],{"categories":1722},[156],{"categories":1724},[47],{"categories":1726},[],{"categories":1728},[47],{"categories":1730},[],{"categories":1732},[115],{"categories":1734},[47],{"categories":1736},[115],{"categories":1738},[],{"categories":1740},[115],{"categories":1742},[115],{"categories":1744},[135],{"categories":1746},[156],{"categories":1748},[47],{"categories":1750},[156],{"categories":1752},[112],{"categories":1754},[],{"categories":1756},[],{"categories":1758},[115],{"categories":1760},[109],{"categories":1762},[135],{"categories":1764},[],{"categories":1766},[],{"categories":1768},[166],{"categories":1770},[156],{"categories":1772},[],{"categories":1774},[115],{"categories":1776},[],{"categories":1778},[173],{"categories":1780},[115],{"categories":1782},[272],{"categories":1784},[166],{"categories":1786},[],{"categories":1788},[47],{"categories":1790},[115],{"categories":1792},[47],{"categories":1794},[47],{"categories":1796},[115],{"categories":1798},[],{"categories":1800},[109],{"categories":1802},[115],{"categories":1804},[112],{"categories":1806},[166],{"categories":1808},[156],{"categories":1810},[],{"categories":1812},[],{"categories":1814},[],{"categories":1816},[47],{"categories":1818},[156],{"categories":1820},[135],{"categories":1822},[115],{"categories":1824},[135],{"categories":1826},[156],{"categories":1828},[],{"categories":1830},[156],{"categories":1832},[135],{"categories":1834},[112],{"categories":1836},[115],{"categories":1838},[135],{"categories":1840},[173],{"categories":1842},[],{"categories":1844},[],{"categories":1846},[159],{"categories":1848},[115,166],{"categories":1850},[135],{"categories":1852},[115],{"categories":1854},[47],{"categories":1856},[47],{"categories":1858},[115],{"categories":1860},[],{"categories":1862},[166],{"categories":1864},[115],{"categories":1866},[159],{"categories":1868},[47],{"categories":1870},[173],{"categories":1872},[272],{"categories":1874},[],{"categories":1876},[109],{"categories":1878},[47],{"categories":1880},[47],{"categories":1882},[166],{"categories":1884},[115],{"categories":1886},[115],{"categories":1888},[],{"categories":1890},[],{"categories":1892},[],{"categories":1894},[272],{"categories":1896},[135],{"categories":1898},[115],{"categories":1900},[115],{"categories":1902},[115],{"categories":1904},[],{"categories":1906},[159],{"categories":1908},[112],{"categories":1910},[],{"categories":1912},[47],{"categories":1914},[272],{"categories":1916},[],{"categories":1918},[156],{"categories":1920},[156],{"categories":1922},[],{"categories":1924},[166],{"categories":1926},[156],{"categories":1928},[115],{"categories":1930},[],{"categories":1932},[135],{"categories":1934},[115],{"categories":1936},[156],{"categories":1938},[47],{"categories":1940},[135],{"categories":1942},[],{"categories":1944},[47],{"categories":1946},[156],{"categories":1948},[115],{"categories":1950},[],{"categories":1952},[115],{"categories":1954},[115],{"categories":1956},[272],{"categories":1958},[135],{"categories":1960},[159],{"categories":1962},[159],{"categories":1964},[],{"categories":1966},[],{"categories":1968},[],{"categories":1970},[47],{"categories":1972},[166],{"categories":1974},[166],{"categories":1976},[],{"categories":1978},[],{"categories":1980},[115],{"categories":1982},[],{"categories":1984},[47],{"categories":1986},[115],{"categories":1988},[],{"categories":1990},[115],{"categories":1992},[112],{"categories":1994},[115],{"categories":1996},[173],{"categories":1998},[47],{"categories":2000},[115],{"categories":2002},[166],{"categories":2004},[],{"categories":2006},[135],{"categories":2008},[47],{"categories":2010},[],{"categories":2012},[135],{"categories":2014},[47],{"categories":2016},[47],{"categories":2018},[],{"categories":2020},[112],{"categories":2022},[47],{"categories":2024},[],{"categories":2026},[115],{"categories":2028},[109],{"categories":2030},[135],{"categories":2032},[272],{"categories":2034},[47],{"categories":2036},[47],{"categories":2038},[109],{"categories":2040},[115],{"categories":2042},[],{"categories":2044},[],{"categories":2046},[156],{"categories":2048},[115,112],{"categories":2050},[],{"categories":2052},[109],{"categories":2054},[159],{"categories":2056},[115],{"categories":2058},[166],{"categories":2060},[115],{"categories":2062},[47],{"categories":2064},[115],{"categories":2066},[115],{"categories":2068},[135],{"categories":2070},[47],{"categories":2072},[],{"categories":2074},[],{"categories":2076},[47],{"categories":2078},[115],{"categories":2080},[272],{"categories":2082},[],{"categories":2084},[115],{"categories":2086},[47],{"categories":2088},[],{"categories":2090},[115],{"categories":2092},[173],{"categories":2094},[159],{"categories":2096},[47],{"categories":2098},[115],{"categories":2100},[272],{"categories":2102},[],{"categories":2104},[115],{"categories":2106},[173],{"categories":2108},[156],{"categories":2110},[115],{"categories":2112},[],{"categories":2114},[173],{"categories":2116},[135],{"categories":2118},[115],{"categories":2120},[115],{"categories":2122},[109],{"categories":2124},[],{"categories":2126},[],{"categories":2128},[156],{"categories":2130},[115],{"categories":2132},[159],{"categories":2134},[173],{"categories":2136},[173],{"categories":2138},[135],{"categories":2140},[],{"categories":2142},[],{"categories":2144},[115],{"categories":2146},[],{"categories":2148},[115,166],{"categories":2150},[135],{"categories":2152},[47],{"categories":2154},[166],{"categories":2156},[115],{"categories":2158},[109],{"categories":2160},[],{"categories":2162},[],{"categories":2164},[109],{"categories":2166},[173],{"categories":2168},[115],{"categories":2170},[],{"categories":2172},[156,115],{"categories":2174},[272],{"categories":2176},[109],{"categories":2178},[],{"categories":2180},[112],{"categories":2182},[112],{"categories":2184},[115],{"categories":2186},[166],{"categories":2188},[47],{"categories":2190},[135],{"categories":2192},[173],{"categories":2194},[156],{"categories":2196},[115],{"categories":2198},[115],{"categories":2200},[115],{"categories":2202},[109],{"categories":2204},[115],{"categories":2206},[47],{"categories":2208},[135],{"categories":2210},[],{"categories":2212},[],{"categories":2214},[159],{"categories":2216},[166],{"categories":2218},[115],{"categories":2220},[156],{"categories":2222},[159],{"categories":2224},[115],{"categories":2226},[115],{"categories":2228},[47],{"categories":2230},[47],{"categories":2232},[115,112],{"categories":2234},[],{"categories":2236},[156],{"categories":2238},[],{"categories":2240},[115],{"categories":2242},[135],{"categories":2244},[109],{"categories":2246},[109],{"categories":2248},[47],{"categories":2250},[115],{"categories":2252},[112],{"categories":2254},[166],{"categories":2256},[173],{"categories":2258},[115],{"categories":2260},[],{"categories":2262},[135],{"categories":2264},[115],{"categories":2266},[115],{"categories":2268},[135],{"categories":2270},[166],{"categories":2272},[115],{"categories":2274},[47],{"categories":2276},[135],{"categories":2278},[115],{"categories":2280},[156],{"categories":2282},[115],{"categories":2284},[115],{"categories":2286},[272],{"categories":2288},[120],{"categories":2290},[47],{"categories":2292},[115],{"categories":2294},[135],{"categories":2296},[47],{"categories":2298},[173],{"categories":2300},[115],{"categories":2302},[],{"categories":2304},[115],{"categories":2306},[],{"categories":2308},[],{"categories":2310},[],{"categories":2312},[112],{"categories":2314},[115],{"categories":2316},[47],{"categories":2318},[135],{"categories":2320},[135],{"categories":2322},[135],{"categories":2324},[135],{"categories":2326},[],{"categories":2328},[109],{"categories":2330},[47],{"categories":2332},[135],{"categories":2334},[109],{"categories":2336},[47],{"categories":2338},[115],{"categories":2340},[115,47],{"categories":2342},[47],{"categories":2344},[272],{"categories":2346},[135],{"categories":2348},[135],{"categories":2350},[47],{"categories":2352},[115],{"categories":2354},[],{"categories":2356},[135],{"categories":2358},[173],{"categories":2360},[109],{"categories":2362},[115],{"categories":2364},[115],{"categories":2366},[],{"categories":2368},[166],{"categories":2370},[],{"categories":2372},[109],{"categories":2374},[47],{"categories":2376},[135],{"categories":2378},[115],{"categories":2380},[135],{"categories":2382},[109],{"categories":2384},[135],{"categories":2386},[135],{"categories":2388},[],{"categories":2390},[112],{"categories":2392},[47],{"categories":2394},[135],{"categories":2396},[135],{"categories":2398},[135],{"categories":2400},[135],{"categories":2402},[135],{"categories":2404},[135],{"categories":2406},[135],{"categories":2408},[135],{"categories":2410},[135],{"categories":2412},[135],{"categories":2414},[159],{"categories":2416},[109],{"categories":2418},[115],{"categories":2420},[115],{"categories":2422},[],{"categories":2424},[115,109],{"categories":2426},[],{"categories":2428},[47],{"categories":2430},[135],{"categories":2432},[47],{"categories":2434},[115],{"categories":2436},[115],{"categories":2438},[115],{"categories":2440},[115],{"categories":2442},[115],{"categories":2444},[47],{"categories":2446},[112],{"categories":2448},[156],{"categories":2450},[135],{"categories":2452},[115],{"categories":2454},[],{"categories":2456},[],{"categories":2458},[47],{"categories":2460},[156],{"categories":2462},[115],{"categories":2464},[],{"categories":2466},[],{"categories":2468},[173],{"categories":2470},[115],{"categories":2472},[],{"categories":2474},[],{"categories":2476},[109],{"categories":2478},[112],{"categories":2480},[115],{"categories":2482},[112],{"categories":2484},[156],{"categories":2486},[],{"categories":2488},[135],{"categories":2490},[],{"categories":2492},[156],{"categories":2494},[115],{"categories":2496},[173],{"categories":2498},[],{"categories":2500},[173],{"categories":2502},[],{"categories":2504},[],{"categories":2506},[47],{"categories":2508},[],{"categories":2510},[112],{"categories":2512},[109],{"categories":2514},[156],{"categories":2516},[166],{"categories":2518},[],{"categories":2520},[],{"categories":2522},[115],{"categories":2524},[109],{"categories":2526},[173],{"categories":2528},[],{"categories":2530},[47],{"categories":2532},[47],{"categories":2534},[135],{"categories":2536},[115],{"categories":2538},[47],{"categories":2540},[115],{"categories":2542},[47],{"categories":2544},[115],{"categories":2546},[120],{"categories":2548},[135],{"categories":2550},[],{"categories":2552},[173],{"categories":2554},[166],{"categories":2556},[47],{"categories":2558},[],{"categories":2560},[115],{"categories":2562},[47],{"categories":2564},[112],{"categories":2566},[109],{"categories":2568},[115],{"categories":2570},[156],{"categories":2572},[166],{"categories":2574},[166],{"categories":2576},[115],{"categories":2578},[159],{"categories":2580},[115],{"categories":2582},[47],{"categories":2584},[112],{"categories":2586},[47],{"categories":2588},[115],{"categories":2590},[115],{"categories":2592},[47],{"categories":2594},[135],{"categories":2596},[],{"categories":2598},[109],{"categories":2600},[115],{"categories":2602},[47],{"categories":2604},[115],{"categories":2606},[115],{"categories":2608},[],{"categories":2610},[156],{"categories":2612},[112],{"categories":2614},[135],{"categories":2616},[115],{"categories":2618},[115],{"categories":2620},[156],{"categories":2622},[173],{"categories":2624},[159],{"categories":2626},[115],{"categories":2628},[135],{"categories":2630},[115],{"categories":2632},[47],{"categories":2634},[272],{"categories":2636},[115],{"categories":2638},[47],{"categories":2640},[159],{"categories":2642},[],{"categories":2644},[47],{"categories":2646},[166],{"categories":2648},[156],{"categories":2650},[115],{"categories":2652},[109],{"categories":2654},[112],{"categories":2656},[166],{"categories":2658},[115],{"categories":2660},[],{"categories":2662},[47],{"categories":2664},[115],{"categories":2666},[],{"categories":2668},[135],{"categories":2670},[],{"categories":2672},[135],{"categories":2674},[115],{"categories":2676},[47],{"categories":2678},[47],{"categories":2680},[47],{"categories":2682},[],{"categories":2684},[],{"categories":2686},[115],{"categories":2688},[115],{"categories":2690},[],{"categories":2692},[156],{"categories":2694},[47],{"categories":2696},[173],{"categories":2698},[109],{"categories":2700},[],{"categories":2702},[],{"categories":2704},[135],{"categories":2706},[166],{"categories":2708},[115],{"categories":2710},[115],{"categories":2712},[115],{"categories":2714},[166],{"categories":2716},[135],{"categories":2718},[156],{"categories":2720},[115],{"categories":2722},[115],{"categories":2724},[115],{"categories":2726},[135],{"categories":2728},[115],{"categories":2730},[135],{"categories":2732},[135],{"categories":2734},[47],{"categories":2736},[47],{"categories":2738},[166],{"categories":2740},[47],{"categories":2742},[115],{"categories":2744},[166],{"categories":2746},[156],{"categories":2748},[],{"categories":2750},[47],{"categories":2752},[],{"categories":2754},[],{"categories":2756},[],{"categories":2758},[112],{"categories":2760},[115],{"categories":2762},[47],{"categories":2764},[109],{"categories":2766},[47],{"categories":2768},[173],{"categories":2770},[],{"categories":2772},[47],{"categories":2774},[],{"categories":2776},[109],{"categories":2778},[47],{"categories":2780},[],{"categories":2782},[47],{"categories":2784},[115],{"categories":2786},[135],{"categories":2788},[115],{"categories":2790},[47],{"categories":2792},[135],{"categories":2794},[47],{"categories":2796},[166],{"categories":2798},[156],{"categories":2800},[109],{"categories":2802},[],{"categories":2804},[47],{"categories":2806},[156],{"categories":2808},[272],{"categories":2810},[135],{"categories":2812},[115],{"categories":2814},[156],{"categories":2816},[109],{"categories":2818},[],{"categories":2820},[47],{"categories":2822},[47],{"categories":2824},[115],{"categories":2826},[],{"categories":2828},[47],{"categories":2830},[120],{"categories":2832},[135],{"categories":2834},[47],{"categories":2836},[112],{"categories":2838},[],{"categories":2840},[115],{"categories":2842},[120],{"categories":2844},[115],{"categories":2846},[47],{"categories":2848},[135],{"categories":2850},[109],{"categories":2852},[272],{"categories":2854},[115],{"categories":2856},[115],{"categories":2858},[115],{"categories":2860},[135],{"categories":2862},[112],{"categories":2864},[115],{"categories":2866},[156],{"categories":2868},[135],{"categories":2870},[272],{"categories":2872},[115],{"categories":2874},[],{"categories":2876},[],{"categories":2878},[272],{"categories":2880},[159],{"categories":2882},[47],{"categories":2884},[47],{"categories":2886},[135],{"categories":2888},[115],{"categories":2890},[109],{"categories":2892},[156],{"categories":2894},[47],{"categories":2896},[115],{"categories":2898},[173],{"categories":2900},[115],{"categories":2902},[47],{"categories":2904},[],{"categories":2906},[115],{"categories":2908},[115],{"categories":2910},[135],{"categories":2912},[109],{"categories":2914},[],{"categories":2916},[115],{"categories":2918},[115],{"categories":2920},[166],{"categories":2922},[156],{"categories":2924},[115,47],{"categories":2926},[173,112],{"categories":2928},[115],{"categories":2930},[],{"categories":2932},[47],{"categories":2934},[],{"categories":2936},[166],{"categories":2938},[],{"categories":2940},[115],{"categories":2942},[135],{"categories":2944},[],{"categories":2946},[47],{"categories":2948},[],{"categories":2950},[156],{"categories":2952},[47],{"categories":2954},[109],{"categories":2956},[47],{"categories":2958},[115],{"categories":2960},[272],{"categories":2962},[173],{"categories":2964},[112],{"categories":2966},[112],{"categories":2968},[109],{"categories":2970},[109],{"categories":2972},[115],{"categories":2974},[47],{"categories":2976},[115],{"categories":2978},[115],{"categories":2980},[109],{"categories":2982},[115],{"categories":2984},[173],{"categories":2986},[135],{"categories":2988},[115],{"categories":2990},[47],{"categories":2992},[115],{"categories":2994},[],{"categories":2996},[166],{"categories":2998},[],{"categories":3000},[47],{"categories":3002},[109],{"categories":3004},[],{"categories":3006},[272],{"categories":3008},[115],{"categories":3010},[],{"categories":3012},[135],{"categories":3014},[47],{"categories":3016},[166],{"categories":3018},[115],{"categories":3020},[47],{"categories":3022},[166],{"categories":3024},[47],{"categories":3026},[135],{"categories":3028},[109],{"categories":3030},[135],{"categories":3032},[166],{"categories":3034},[115],{"categories":3036},[156],{"categories":3038},[115],{"categories":3040},[115],{"categories":3042},[115],{"categories":3044},[115],{"categories":3046},[47],{"categories":3048},[115],{"categories":3050},[47],{"categories":3052},[115],{"categories":3054},[109],{"categories":3056},[115],{"categories":3058},[47],{"categories":3060},[156],{"categories":3062},[109],{"categories":3064},[47],{"categories":3066},[156],{"categories":3068},[],{"categories":3070},[115],{"categories":3072},[115],{"categories":3074},[166],{"categories":3076},[],{"categories":3078},[47],{"categories":3080},[173],{"categories":3082},[115],{"categories":3084},[135],{"categories":3086},[173],{"categories":3088},[47],{"categories":3090},[112],{"categories":3092},[112],{"categories":3094},[115],{"categories":3096},[109],{"categories":3098},[],{"categories":3100},[115],{"categories":3102},[],{"categories":3104},[109],{"categories":3106},[115],{"categories":3108},[47],{"categories":3110},[47],{"categories":3112},[],{"categories":3114},[166],{"categories":3116},[166],{"categories":3118},[173],{"categories":3120},[156],{"categories":3122},[],{"categories":3124},[115],{"categories":3126},[109],{"categories":3128},[115],{"categories":3130},[166],{"categories":3132},[109],{"categories":3134},[135],{"categories":3136},[135],{"categories":3138},[],{"categories":3140},[135],{"categories":3142},[47],{"categories":3144},[156],{"categories":3146},[159],{"categories":3148},[115],{"categories":3150},[],{"categories":3152},[135],{"categories":3154},[166],{"categories":3156},[112],{"categories":3158},[115],{"categories":3160},[109],{"categories":3162},[272],{"categories":3164},[109],{"categories":3166},[],{"categories":3168},[],{"categories":3170},[135],{"categories":3172},[],{"categories":3174},[47],{"categories":3176},[47],{"categories":3178},[47],{"categories":3180},[],{"categories":3182},[115],{"categories":3184},[],{"categories":3186},[135],{"categories":3188},[109],{"categories":3190},[156],{"categories":3192},[115],{"categories":3194},[135],{"categories":3196},[135],{"categories":3198},[],{"categories":3200},[135],{"categories":3202},[109],{"categories":3204},[115],{"categories":3206},[],{"categories":3208},[47],{"categories":3210},[47],{"categories":3212},[109],{"categories":3214},[],{"categories":3216},[],{"categories":3218},[],{"categories":3220},[156],{"categories":3222},[47],{"categories":3224},[115],{"categories":3226},[],{"categories":3228},[],{"categories":3230},[],{"categories":3232},[156],{"categories":3234},[],{"categories":3236},[109],{"categories":3238},[],{"categories":3240},[],{"categories":3242},[156],{"categories":3244},[115],{"categories":3246},[135],{"categories":3248},[],{"categories":3250},[173],{"categories":3252},[135],{"categories":3254},[173],{"categories":3256},[115],{"categories":3258},[],{"categories":3260},[],{"categories":3262},[47],{"categories":3264},[],{"categories":3266},[],{"categories":3268},[47],{"categories":3270},[115],{"categories":3272},[],{"categories":3274},[47],{"categories":3276},[135],{"categories":3278},[173],{"categories":3280},[159],{"categories":3282},[47],{"categories":3284},[47],{"categories":3286},[],{"categories":3288},[],{"categories":3290},[],{"categories":3292},[135],{"categories":3294},[],{"categories":3296},[],{"categories":3298},[156],{"categories":3300},[109],{"categories":3302},[],{"categories":3304},[112],{"categories":3306},[173],{"categories":3308},[115],{"categories":3310},[166],{"categories":3312},[109],{"categories":3314},[159],{"categories":3316},[112],{"categories":3318},[166],{"categories":3320},[],{"categories":3322},[],{"categories":3324},[47],{"categories":3326},[109],{"categories":3328},[156],{"categories":3330},[109],{"categories":3332},[47],{"categories":3334},[272],{"categories":3336},[47],{"categories":3338},[],{"categories":3340},[115],{"categories":3342},[135],{"categories":3344},[166],{"categories":3346},[],{"categories":3348},[156],{"categories":3350},[135],{"categories":3352},[109],{"categories":3354},[47],{"categories":3356},[115],{"categories":3358},[112],{"categories":3360},[47,272],{"categories":3362},[47],{"categories":3364},[166],{"categories":3366},[115],{"categories":3368},[159],{"categories":3370},[173],{"categories":3372},[47],{"categories":3374},[],{"categories":3376},[47],{"categories":3378},[115],{"categories":3380},[112],{"categories":3382},[],{"categories":3384},[],{"categories":3386},[115],{"categories":3388},[159],{"categories":3390},[115],{"categories":3392},[],{"categories":3394},[135],{"categories":3396},[],{"categories":3398},[135],{"categories":3400},[166],{"categories":3402},[47],{"categories":3404},[115],{"categories":3406},[173],{"categories":3408},[166],{"categories":3410},[],{"categories":3412},[135],{"categories":3414},[115],{"categories":3416},[],{"categories":3418},[115],{"categories":3420},[47],{"categories":3422},[115],{"categories":3424},[47],{"categories":3426},[115],{"categories":3428},[115],{"categories":3430},[115],{"categories":3432},[115],{"categories":3434},[112],{"categories":3436},[],{"categories":3438},[120],{"categories":3440},[135],{"categories":3442},[115],{"categories":3444},[],{"categories":3446},[166],{"categories":3448},[115],{"categories":3450},[115],{"categories":3452},[47],{"categories":3454},[135],{"categories":3456},[115],{"categories":3458},[115],{"categories":3460},[112],{"categories":3462},[47],{"categories":3464},[156],{"categories":3466},[],{"categories":3468},[159],{"categories":3470},[115],{"categories":3472},[],{"categories":3474},[135],{"categories":3476},[173],{"categories":3478},[],{"categories":3480},[],{"categories":3482},[135],{"categories":3484},[135],{"categories":3486},[173],{"categories":3488},[109],{"categories":3490},[47],{"categories":3492},[47],{"categories":3494},[115],{"categories":3496},[112],{"categories":3498},[],{"categories":3500},[],{"categories":3502},[135],{"categories":3504},[159],{"categories":3506},[166],{"categories":3508},[47],{"categories":3510},[156],{"categories":3512},[159],{"categories":3514},[159],{"categories":3516},[],{"categories":3518},[135],{"categories":3520},[115],{"categories":3522},[115],{"categories":3524},[166],{"categories":3526},[],{"categories":3528},[135],{"categories":3530},[135],{"categories":3532},[135],{"categories":3534},[],{"categories":3536},[47],{"categories":3538},[115],{"categories":3540},[],{"categories":3542},[109],{"categories":3544},[112],{"categories":3546},[],{"categories":3548},[115],{"categories":3550},[115],{"categories":3552},[],{"categories":3554},[166],{"categories":3556},[],{"categories":3558},[],{"categories":3560},[],{"categories":3562},[],{"categories":3564},[115],{"categories":3566},[135],{"categories":3568},[],{"categories":3570},[],{"categories":3572},[115],{"categories":3574},[115],{"categories":3576},[115],{"categories":3578},[159],{"categories":3580},[115],{"categories":3582},[159],{"categories":3584},[],{"categories":3586},[159],{"categories":3588},[159],{"categories":3590},[272],{"categories":3592},[47],{"categories":3594},[166],{"categories":3596},[],{"categories":3598},[],{"categories":3600},[159],{"categories":3602},[166],{"categories":3604},[166],{"categories":3606},[166],{"categories":3608},[],{"categories":3610},[109],{"categories":3612},[166],{"categories":3614},[166],{"categories":3616},[109],{"categories":3618},[166],{"categories":3620},[112],{"categories":3622},[166],{"categories":3624},[166],{"categories":3626},[166],{"categories":3628},[159],{"categories":3630},[135],{"categories":3632},[135],{"categories":3634},[115],{"categories":3636},[166],{"categories":3638},[159],{"categories":3640},[272],{"categories":3642},[159],{"categories":3644},[159],{"categories":3646},[159],{"categories":3648},[],{"categories":3650},[112],{"categories":3652},[],{"categories":3654},[272],{"categories":3656},[166],{"categories":3658},[166],{"categories":3660},[166],{"categories":3662},[47],{"categories":3664},[135,112],{"categories":3666},[159],{"categories":3668},[],{"categories":3670},[],{"categories":3672},[159],{"categories":3674},[],{"categories":3676},[159],{"categories":3678},[135],{"categories":3680},[47],{"categories":3682},[],{"categories":3684},[166],{"categories":3686},[115],{"categories":3688},[156],{"categories":3690},[],{"categories":3692},[115],{"categories":3694},[],{"categories":3696},[135],{"categories":3698},[109],{"categories":3700},[159],{"categories":3702},[],{"categories":3704},[166],{"categories":3706},[135],[3708,3782,3848,3932],{"id":3709,"title":3710,"ai":3711,"body":3716,"categories":3753,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3754,"navigation":85,"path":3768,"published_at":3769,"question":48,"scraped_at":3770,"seo":3771,"sitemap":3772,"source_id":3773,"source_name":3774,"source_type":3775,"source_url":3776,"stem":3777,"tags":3778,"thumbnail_url":48,"tldr":3779,"tweet":48,"unknown_tags":3780,"__hash__":3781},"summaries\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary.md","Codex Chrome Extension Gives AI Agents Signed-In Browser Access",{"provider":7,"model":8,"input_tokens":3712,"output_tokens":3713,"processing_time_ms":3714,"cost_usd":3715},7445,1582,27656,0.0022575,{"type":14,"value":3717,"toc":3748},[3718,3722,3725,3729,3741,3745],[17,3719,3721],{"id":3720},"multi-tier-browser-strategy-for-agent-tasks","Multi-Tier Browser Strategy for Agent Tasks",[22,3723,3724],{},"Codex handles browser tasks across three tiers based on needs: dedicated plugins for services like GitHub, Slack, Figma, and Notion; the new Chrome extension for signed-in sites requiring real browser state (e.g., LinkedIn, Salesforce, Gmail, internal tools); and the in-app sandboxed browser for localhost, local dev servers, file previews, or public pages. The agent automatically picks the right tier, preventing interference with your main browsing—Chrome actions occur in isolated tab groups, allowing parallel use of DevTools or tab context collection. This setup streamlines workflows previously blocked by API gaps, enabling web app testing and context gathering from open tabs without disrupting your session.",[17,3726,3728],{"id":3727},"prompt-driven-chrome-invocation","Prompt-Driven Chrome Invocation",[22,3730,3731,3732,3736,3737,3740],{},"Invoke the Chrome extension directly in prompts with ",[3733,3734,3735],"code",{},"@Chrome",", such as ",[3733,3738,3739],{},"@Chrome open Salesforce and update the account from these call notes",". If Chrome is closed, Codex opens it. Combine with existing tools for hybrid tasks, like pulling data from signed-in CRM then processing locally. Available on macOS and Windows (not EU\u002FUK), installation involves five steps to link Codex to your browser profile, detailed in docs.",[17,3742,3744],{"id":3743},"permissions-and-security-trade-offs","Permissions and Security Trade-offs",[22,3746,3747],{},"The extension demands broad permissions (history, bookmarks, page data) for agent control, balanced by per-site confirmations, allow\u002Fblock lists, and manual session approvals for sensitive features. Risks include prompt injection from malicious sites; mitigate by disabling Memories to isolate sessions and prevent cross-contamination. OpenAI stores browser data only when explicitly added to chat context via screenshots or summaries, prioritizing privacy. Developers gain production-ready access to authenticated web flows but must weigh isolation needs against convenience.",{"title":40,"searchDepth":41,"depth":41,"links":3749},[3750,3751,3752],{"id":3720,"depth":41,"text":3721},{"id":3727,"depth":41,"text":3728},{"id":3743,"depth":41,"text":3744},[47],{"content_references":3755,"triage":3764},[3756,3760],{"type":54,"title":3757,"url":3758,"context":3759},"Codex Chrome Extension","https:\u002F\u002Fchromewebstore.google.com\u002Fdetail\u002Fcodex\u002Fhehggadaopoacecdllhhajmbjkdcmajg","recommended",{"type":3761,"title":3762,"url":3763,"context":3759},"other","Full Docs","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fapp\u002Fchrome-extension",{"relevance":3765,"novelty":81,"quality":81,"actionability":81,"composite":3766,"reasoning":3767},5,4.35,"Category: AI Automation. The article discusses a practical application of AI agents using a Chrome extension to enhance productivity by automating tasks across various platforms, addressing the audience's need for actionable AI tools. It provides specific details on how to invoke the extension and its implications for workflow optimization, making it relevant and actionable.","\u002Fsummaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary","2026-05-08 22:22:41","2026-05-09 15:37:21",{"title":3710,"description":40},{"loc":3768},"cfba085e5ebce4be","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F08\u002Fopenai-adds-chrome-extension-to-codex-letting-its-ai-agent-access-linkedin-salesforce-gmail-and-internal-tools-via-signed-in-sessions\u002F","summaries\u002Fcfba085e5ebce4be-codex-chrome-extension-gives-ai-agents-signed-in-b-summary",[97,98,99],"OpenAI's Codex Chrome extension lets its AI agent use your signed-in Chrome sessions for tasks on LinkedIn, Salesforce, Gmail, and internal tools, auto-selecting from plugins, Chrome, or in-app browser tiers.",[],"b7vWCFyxTpPqPIKmgqGrusNZz3iLtfcELDKk-vQ1qUY",{"id":3783,"title":3784,"ai":3785,"body":3790,"categories":3825,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3826,"navigation":85,"path":3834,"published_at":3835,"question":48,"scraped_at":3836,"seo":3837,"sitemap":3838,"source_id":3839,"source_name":3840,"source_type":3775,"source_url":3841,"stem":3842,"tags":3843,"thumbnail_url":48,"tldr":3844,"tweet":3845,"unknown_tags":3846,"__hash__":3847},"summaries\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary.md","Codex Chrome Extension Automates Browsers via Natural Language",{"provider":7,"model":8,"input_tokens":3786,"output_tokens":3787,"processing_time_ms":3788,"cost_usd":3789},4605,1353,17124,0.00157485,{"type":14,"value":3791,"toc":3820},[3792,3796,3799,3803,3806,3810],[17,3793,3795],{"id":3794},"setup-connect-extension-directly-in-codex","Setup: Connect Extension Directly in Codex",[22,3797,3798],{},"Install the Codex Chrome extension on any Chromium-based browser (Chrome, Brave, Edge) without manual Chrome Web Store steps. In the Codex app, navigate to favorite apps, select the Chrome extension option—which links to OpenAI's setup page—and add it. This grants Codex browser control permissions. A dedicated browser skill enhances efficiency for tasks like navigation and interaction. Once connected, Codex handles automation hands-free, clicking elements and filling forms based on natural language prompts.",[17,3800,3802],{"id":3801},"capabilities-automate-web-workflows-and-ui-testing","Capabilities: Automate Web Workflows and UI Testing",[22,3804,3805],{},"Codex turns browsers into agent-controlled environments for complex tasks. Use prompts like \"use your Chrome extension, go to this website, and post a question to the council: is a hot dog a sandwich?\" to trigger actions: open tabs, click buttons (e.g., start new discussion), type queries, and submit. It operates independently—user hands-off—while providing status updates for confirmation (e.g., \"yes\" to proceed). This excels for UI testing, debugging live apps, or repetitive web ops, outperforming manual scripting by handling dynamic sites via vision and reasoning.",[17,3807,3809],{"id":3808},"real-world-test-interacting-with-llm-council-plus","Real-World Test: Interacting with LLM Council Plus",[22,3811,3812,3813,3819],{},"In a demo, Codex queried a custom LLM Council Plus deployment—a fork of Andrej Karpathy's project supporting up to 8 models. The council featured DeepSeek V4 Flash, Granite 4.1 on Llama, and Gemini 3.1 as chairman. Codex navigated the site, initiated a debate on \"hot dog as sandwich,\" routed the query, awaited peer-ranked responses (models anonymously score each other to reduce bias), and retrieved the verdict: \"technically and legally no, though culinarily debated.\" This validates Codex for end-to-end agent-browser loops, settling AI debates autonomously. Repo: ",[3814,3815,3816],"a",{"href":3816,"rel":3817},"https:\u002F\u002Fgithub.com\u002Fjacob-bd\u002Fllm-council-plus",[3818],"nofollow",".",{"title":40,"searchDepth":41,"depth":41,"links":3821},[3822,3823,3824],{"id":3794,"depth":41,"text":3795},{"id":3801,"depth":41,"text":3802},{"id":3808,"depth":41,"text":3809},[47],{"content_references":3827,"triage":3832},[3828,3829],{"type":54,"title":3757,"url":3763,"context":57},{"type":3761,"title":3830,"author":3831,"url":3816,"context":57},"LLM Council Plus GitHub Repo","jacob-bd",{"relevance":3765,"novelty":81,"quality":81,"actionability":81,"composite":3766,"reasoning":3833},"Category: AI Automation. The article provides a detailed overview of how to use OpenAI's Codex extension for automating browser tasks, which directly addresses the audience's need for practical applications of AI tools. It includes specific examples of commands and workflows that users can implement, enhancing its actionability.","\u002Fsummaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary","2026-05-07 22:26:16","2026-05-08 11:19:36",{"title":3784,"description":40},{"loc":3834},"afd53b896c7cfd18","Gen AI Spotlight","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=xTIrCNO7RkY","summaries\u002F08c91534732e25d0-codex-chrome-extension-automates-browsers-via-natu-summary",[98,97,99],"Install OpenAI's Codex extension on Chromium browsers like Brave to control web tasks—navigate sites, post queries—with plain English commands, as demoed debugging an LLM Council app.","Quick demo of installing OpenAI's Codex Chrome extension on Brave, then using it to navigate the creator's LLM Council site (a Karpathy fork) and post the \"hot dog sandwich\" question for a model debate.",[],"28TAyJ5i_QgUnOk6HRI8LF3iZeKp4R_FWJXWsvehYII",{"id":3849,"title":3850,"ai":3851,"body":3856,"categories":3884,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":3885,"navigation":85,"path":3920,"published_at":3921,"question":48,"scraped_at":3921,"seo":3922,"sitemap":3923,"source_id":3924,"source_name":3925,"source_type":3775,"source_url":3926,"stem":3927,"tags":3928,"thumbnail_url":48,"tldr":3929,"tweet":48,"unknown_tags":3930,"__hash__":3931},"summaries\u002Fsummaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary.md","Genspark's Agent Orchestration: Vision Strong, Execution Lags",{"provider":7,"model":8,"input_tokens":3852,"output_tokens":3853,"processing_time_ms":3854,"cost_usd":3855},8515,1637,25191,0.002499,{"type":14,"value":3857,"toc":3879},[3858,3862,3865,3869,3872,3876],[17,3859,3861],{"id":3860},"super-agent-orchestration-turns-tools-into-end-to-end-systems","Super Agent Orchestration Turns Tools into End-to-End Systems",[22,3863,3864],{},"Genspark's core strength lies in its Super Agent, which interprets user intent, plans tasks, selects from 70+ models (OpenAI, Anthropic, Google, etc.), and coordinates sub-agents in parallel without user intervention. This multi-agent layer enables shared memory, assets, and context, where outputs like presentations or emails become inputs for subsequent agents—replacing disconnected tools with continuous flows. COO Wen Sang emphasizes this as the 'secret sauce': agents hand off work automatically, reducing 'in-between' manual steps. For pricing, Genspark matches competitors ($20 mid-tier, $200 pro) but auto-routes to optimal models, simplifying daily reliance. Moat: scalable orchestration for production, as models commoditize. Vision: $1B ARR by 2026 as 'operating system of intent-driven work,' shifting AI to proactive execution that amplifies human judgment and creativity.",[17,3866,3868],{"id":3867},"voice-and-media-agents-enable-hands-free-creation","Voice and Media Agents Enable Hands-Free Creation",[22,3870,3871],{},"Speakly dictation integrates deeply with Genspark, triggering agents and workflows directly from voice—3-4x faster than typing by moving from intent to action. Features auto-correct fillers\u002Fbacktracking, agent mode for Super Agent tasks from any screen, translation across languages, and custom styles (e.g., 'Buzzwords' or 'Twitter' modes). AI Music Agent generates tracks via third-party models, coordinating pre-analysis (e.g., YouTube video review yields second-by-second soundtrack plans before generation). AI Audio Agent produces voiceovers\u002Fpodcasts similarly, scripting debates from video analysis with distinct voices\u002Fpersonalities. Upgrades like AI Inbox automate digests, Slack integration, social analysis (30-50% manual email reduction); enhanced Slides\u002FImages\u002FVideo leverage better models. Tests show reliable simple outputs, like custom soundtracks or podcasts from launch videos.",[17,3873,3875],{"id":3874},"complex-tasks-expose-execution-limits","Complex Tasks Expose Execution Limits",[22,3877,3878],{},"Pushing orchestration with an 8-minute animated interview from Q&A transcript (needing music, voiceovers, images, video clips, assembly) reveals gaps: solid planning but Veo 3 mismatches (generates own audio, 8-second clips unsuitable for stitching), looping backtracks, and 10K-credit exhaustion on one project. Retry produced clips but no auto-assembly, requiring user guidance; final video had static characters, broken layouts, off-screen text. Simpler text\u002Flow-cost tasks succeed consistently; rich media remains friction-heavy and costly, hindering 'minimal oversight' promise despite $300M+ funding and $155M ARR traction.",{"title":40,"searchDepth":41,"depth":41,"links":3880},[3881,3882,3883],{"id":3860,"depth":41,"text":3861},{"id":3867,"depth":41,"text":3868},{"id":3874,"depth":41,"text":3875},[47],{"content_references":3886,"triage":3918},[3887,3890,3893,3896,3899,3902,3906,3909,3912,3915],{"type":54,"title":3888,"url":3889,"context":3759},"Speakly","https:\u002F\u002Fwww.speakly.ai\u002Fen",{"type":54,"title":3891,"url":3892,"context":57},"Wispr Flow","https:\u002F\u002Fwisprflow.ai\u002F",{"type":54,"title":3894,"url":3895,"context":57},"Superwhisper","https:\u002F\u002Fsuperwhisper.com\u002F",{"type":54,"title":3897,"url":3898,"context":57},"Suno","https:\u002F\u002Fsuno.com\u002Fhome",{"type":54,"title":3900,"url":3901,"context":57},"ElevenLabs","https:\u002F\u002Felevenlabs.io\u002F",{"type":3903,"title":3904,"url":3905,"context":57},"report","Genspark AI Workspace 3","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-3",{"type":3903,"title":3907,"url":3908,"context":57},"Genspark AI Workspace 4","https:\u002F\u002Fwww.genspark.ai\u002Fblog\u002Fgenspark-ai-workspace-4",{"type":3903,"title":3910,"url":3911,"context":57},"Genspark AI Workspace 2.0","https:\u002F\u002Fmainfunc.ai\u002Fblog\u002Fgenspark_ai_workspace_2",{"type":3761,"title":3913,"url":3914,"context":57},"Genspark Series B Funding","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgenspark-ai-tool-unicorn-superagent-ai-workspace",{"type":3761,"title":3916,"url":3917,"context":57},"Genspark's Stunning AI Pivot to Super Agent","https:\u002F\u002Fwww.ai-supremacy.com\u002Fp\u002Fgensparks-stunning-ai-pivot-to-super-agent",{"relevance":81,"novelty":82,"quality":81,"actionability":82,"composite":83,"reasoning":3919},"Category: AI Automation. The article discusses Genspark's Super Agent and its orchestration of multiple AI models, addressing the audience's interest in practical AI tools for automation. It highlights specific features and capabilities, but the execution challenges mentioned may limit immediate applicability.","\u002Fsummaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary","2026-05-07 11:23:59",{"title":3850,"description":40},{"loc":3920},"bba5272df348d3bf","Why Try AI","https:\u002F\u002Fwww.whytryai.com\u002Fp\u002Fgensparks-workspace","summaries\u002Fbba5272df348d3bf-genspark-s-agent-orchestration-vision-strong-execu-summary",[97,98,99],"Genspark's Super Agent coordinates 70+ AI models for hands-free workflows 3-4x faster than typing, cutting email tasks by 30-50%, but complex video projects fail due to model mismatches, short clips, and high credit costs.",[],"zxuhhHuE6DODcesUH7OvJeEXOM476YIdS0BG-NACCek",{"id":3933,"title":3934,"ai":3935,"body":3940,"categories":4000,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":4001,"navigation":85,"path":4005,"published_at":4006,"question":48,"scraped_at":4007,"seo":4008,"sitemap":4009,"source_id":4010,"source_name":4011,"source_type":3775,"source_url":4012,"stem":4013,"tags":4014,"thumbnail_url":48,"tldr":4015,"tweet":48,"unknown_tags":4016,"__hash__":4017},"summaries\u002Fsummaries\u002Fc93eaf3a2d5bfc0f-hermes-kanban-enables-durable-multi-agent-workflow-summary.md","Hermes Kanban Enables Durable Multi-Agent Workflows",{"provider":7,"model":8,"input_tokens":3936,"output_tokens":3937,"processing_time_ms":3938,"cost_usd":3939},6103,1575,16455,0.00171725,{"type":14,"value":3941,"toc":3995},[3942,3946,3949,3952,3956,3963,3969,3975,3985,3989,3992],[17,3943,3945],{"id":3944},"persistent-coordination-over-ephemeral-delegation","Persistent Coordination Over Ephemeral Delegation",[22,3947,3948],{},"Hermes distinguishes short-lived delegation (function-call style sub-agents that return immediately) from Kanban work queues for durable, multi-role workflows. Kanban tasks persist in a local SQLite database (hermes\u002Fcon.db), shared across profiles, with fields for status (Triage, Todo, Ready, In Progress, Blocked, Done), assignee, parent\u002Fchild dependencies, comments, run history, and structured handoff data. Dependencies auto-promote child tasks upon parent completion, preventing premature execution—e.g., API implementation waits for schema design, tests wait for API. Handoffs carry summaries and metadata (e.g., changed files, decisions) to downstream agents, avoiding chat log digging. Use delegation for quick subtasks; Kanban for cross-boundary work needing restarts, human input, or audits.",[22,3950,3951],{},"v0.11's pluggable transport layers enabled broader providers (AWS Bedrock, NVIDIA NIM, Grok API, Google Gemini, Versel AI Gateway, GPT-4.5 via Codex) and smarter delegation with orchestrator sub-agents. v0.12's autonomous Curator grades\u002Fprunes skill libraries on schedule; upgraded self-improvement loops use rubric-based reviews, prefer updating recent skills, handle references\u002Ftemplates, inherit parent runtime. Providers expanded (GMI Cloud, Azure AI Foundry, Mistral O1, Tencent TokenHub, LM Studio); gateways added (Microsoft Teams, WeCom); tools bundled (Spotify, Google Meet, ComfyUI, TouchDesigner). Dashboard gains models tab; 57% faster 2e cold starts; local Piper TTS.",[17,3953,3955],{"id":3954},"four-workflow-patterns-for-shipping-work","Four Workflow Patterns for Shipping Work",[22,3957,3958,3962],{},[3959,3960,3961],"strong",{},"Solo feature shipping",": Chain dependent tasks (design schema → implement API → write tests). Completion handoffs metadata like DB tables or files, ensuring context flows without re-researching.",[22,3964,3965,3968],{},[3959,3966,3967],{},"Fleet farming",": Queue independent tasks for specialist profiles (translator, transcriber, copywriter). Dispatcher assigns via embedded gateway; lanes-by-profile view tracks parallel progress, with handoffs for analytics (e.g., tokens translated).",[22,3970,3971,3974],{},[3959,3972,3973],{},"RDO pipeline with retries",": PM specs → engineer implements → reviewer checks. Blocks on feedback (e.g., missing password check); unblock\u002Fretry preserves run history (outcomes, summaries, metadata per attempt). Reviewers access parent summaries\u002Ffiles before diffs, mimicking real engineering.",[22,3976,3977,3980,3981,3984],{},[3959,3978,3979],{},"Dispatcher commands",": ",[3733,3982,3983],{},"hermes kanban"," launches dashboard with filters (search, tenant, assignee), lanes toggle, nudge button for immediate dispatch ticks.",[17,3986,3988],{"id":3987},"crash-recovery-and-scoped-reliability","Crash Recovery and Scoped Reliability",[22,3990,3991],{},"Circuit breakers limit retries on spawn failures (e.g., missing API keys), marking tasks Blocked with 'gave up' to avoid infinite loops. Mid-task crashes (OOM, network) release claims, revert to Ready for fresh workers; history logs issues (e.g., 'crashed: OOM' → 'completed: chunked strategy'). Single-host design (local SQLite, same-machine workers) suits personal coordination, not multi-server enterprise—expose dashboard cautiously (avoid 0.0.0.0). v0.11's Ink-based TUI adds sticky composer, live streaming, status bar, light theme; SL steer nudges post-tool-call; extensible dashboard\u002Fplugins.",[22,3993,3994],{},"This builds production-grade agent systems: visibility into stuck tasks, failure traces as data, role handoffs with context—far beyond chat logs.",{"title":40,"searchDepth":41,"depth":41,"links":3996},[3997,3998,3999],{"id":3944,"depth":41,"text":3945},{"id":3954,"depth":41,"text":3955},{"id":3987,"depth":41,"text":3988},[47],{"content_references":4002,"triage":4003},[],{"relevance":3765,"novelty":81,"quality":81,"actionability":81,"composite":3766,"reasoning":4004},"Category: AI Automation. The article provides a detailed overview of Hermes Kanban's capabilities for managing multi-agent workflows, addressing practical applications for product builders. It introduces specific features like local SQLite databases for task management and structured handoffs, which are directly applicable to improving workflow efficiency.","\u002Fsummaries\u002Fc93eaf3a2d5bfc0f-hermes-kanban-enables-durable-multi-agent-workflow-summary","2026-05-04 10:42:27","2026-05-04 16:10:03",{"title":3934,"description":40},{"loc":4005},"cc820414e14838b7","AICodeKing","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8beheGoYTHM","summaries\u002Fc93eaf3a2d5bfc0f-hermes-kanban-enables-durable-multi-agent-workflow-summary",[97,98,99],"Hermes v0.11\u002F0.12 shift from chat agents to persistent systems via Kanban boards: local SQLite tasks with dependencies, structured handoffs, retries, blockers, and crash recovery for workflows like feature shipping or PM-engineer-reviewer pipelines.",[],"M-_bP9hOD2fTVeQZY-vsGGOTrCj53AxmnWktvsQ425Q"]