[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-7ba4b0480f7076ba-querying-and-acting-on-cloud-data-with-data-agent-summary":3,"summaries-facets-categories":159,"summary-related-7ba4b0480f7076ba-querying-and-acting-on-cloud-data-with-data-agent-summary":6577},{"id":4,"title":5,"ai":6,"body":13,"categories":115,"created_at":117,"date_modified":117,"description":105,"extension":118,"faq":117,"featured":119,"kicker_label":117,"meta":120,"navigation":138,"path":139,"published_at":140,"question":117,"scraped_at":141,"seo":142,"sitemap":143,"source_id":144,"source_name":145,"source_type":146,"source_url":147,"stem":148,"tags":149,"thumbnail_url":154,"tldr":155,"tweet":156,"unknown_tags":157,"__hash__":158},"summaries\u002Fsummaries\u002F7ba4b0480f7076ba-querying-and-acting-on-cloud-data-with-data-agent--summary.md","Querying and Acting on Cloud Data with Data Agent Kit",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",10319,885,4751,0.00390725,{"type":14,"value":15,"toc":104},"minimark",[16,21,25,30,47,51,54,58,61,88,92],[17,18,20],"h2",{"id":19},"the-architecture-of-data-agent-kit","The Architecture of Data Agent Kit",[22,23,24],"p",{},"The Data Agent Kit is designed to bridge the gap between AI agents and complex, distributed data estates. It functions as a unified interface that provides agents with the necessary context and connectivity to perform data engineering and analytics tasks directly from an IDE.",[26,27,29],"h3",{"id":28},"skills-vs-mcp-servers","Skills vs. MCP Servers",[31,32,33,41],"ul",{},[34,35,36,40],"li",{},[37,38,39],"strong",{},"Agent Skills:"," These act as a \"guidebook\" or set of best practices. They are essentially markdown-based instructions that steer the agent on how to interact with specific Google Cloud services (e.g., how to write efficient Spark jobs or use BigQuery evaluation functions). They provide the \"how-to\" knowledge that pre-trained models might lack regarding specific cloud environments.",[34,42,43,46],{},[37,44,45],{},"MCP Servers:"," These are the \"connectors.\" They provide the actual tooling for the agent to perform actions. By enabling MCP servers for services like BigQuery, Cloud SQL, or Spanner, you grant the agent secure, authenticated access to execute queries, list tables, and modify data.",[26,48,50],{"id":49},"unified-data-access","Unified Data Access",[22,52,53],{},"The kit enables a single-pane-of-glass experience within IDEs like Antigravity, VS Code, or Claude Code. Instead of context-switching between the Cloud Console and local code, developers can search across BigQuery tables, Cloud SQL profiles, and JSON files in Cloud Storage directly from the chat interface. This integration supports federated queries, allowing the agent to join data across different database types (e.g., querying Cloud SQL data from within a BigQuery context).",[17,55,57],{"id":56},"practical-workflow-investigating-business-anomalies","Practical Workflow: Investigating Business Anomalies",[22,59,60],{},"The kit excels at turning high-level business questions into technical execution. In a typical scenario—such as investigating a drop in Average Order Value (AOV)—the agent follows a structured process:",[62,63,64,70,76,82],"ol",{},[34,65,66,69],{},[37,67,68],{},"Reasoning & Planning:"," The agent analyzes the request and determines which data sources are required.",[34,71,72,75],{},[37,73,74],{},"Tool Selection:"," It identifies the appropriate MCP tools to fetch data from BigQuery (analytical) and Cloud SQL (transactional).",[34,77,78,81],{},[37,79,80],{},"Execution & Validation:"," The agent writes and executes SQL, performs joins, and runs uniqueness tests to catch common bugs (like one-to-many join errors that inflate revenue figures).",[34,83,84,87],{},[37,85,86],{},"Synthesis:"," The agent provides a summary, the underlying SQL code, and can even generate visualizations or Jupyter notebooks to present the findings.",[17,89,91],{"id":90},"productionizing-and-self-healing","Productionizing and Self-Healing",[22,93,94,95,99,100,103],{},"Beyond simple queries, the kit supports the full data lifecycle. Agents can build, run, and test dbt pipelines, ensuring that data transformations are robust. By incorporating uniqueness tests and schema validation, the agent can create \"self-healing\" pipelines that catch errors before they reach production. Furthermore, the kit integrates with advanced features like ",[96,97,98],"code",{},"AI.FORECAST"," (TimesFM) for zero-shot forecasting and ",[96,101,102],{},"ML.GENERATE_TEXT"," for generating product copy or embeddings for semantic search.",{"title":105,"searchDepth":106,"depth":106,"links":107},"",2,[108,113,114],{"id":19,"depth":106,"text":20,"children":109},[110,112],{"id":28,"depth":111,"text":29},3,{"id":49,"depth":111,"text":50},{"id":56,"depth":106,"text":57},{"id":90,"depth":106,"text":91},[116],"AI Automation",null,"md",false,{"content_references":121,"triage":133},[122,127,130],{"type":123,"title":124,"url":125,"context":126},"tool","Data Agent Kit","https:\u002F\u002Fgoo.gle\u002F4zz5jM3","recommended",{"type":123,"title":128,"url":129,"context":126},"Antigravity IDE","https:\u002F\u002Fgoo.gle\u002F4bQox5n",{"type":123,"title":131,"url":132,"context":126},"dbt","https:\u002F\u002Fgoo.gle\u002F4gu4nAK",{"relevance":134,"novelty":135,"quality":135,"actionability":135,"composite":136,"reasoning":137},5,4,4.35,"Category: AI & LLMs. The article provides a detailed overview of the Data Agent Kit, which directly addresses the needs of developers looking to integrate AI agents with cloud data services, a core concern for building AI-powered products. It outlines a practical workflow for using the kit to investigate business anomalies, making it actionable for the audience.",true,"\u002Fsummaries\u002F7ba4b0480f7076ba-querying-and-acting-on-cloud-data-with-data-agent-summary","2026-08-15 16:00:14","2026-08-16 03:08:10",{"title":5,"description":105},{"loc":139},"7ba4b0480f7076ba","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Vs2_Palg1QY","summaries\u002F7ba4b0480f7076ba-querying-and-acting-on-cloud-data-with-data-agent--summary",[150,151,152,153],"ai-agents","bigquery","mcp","data-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FVs2_Palg1QY\u002Fhqdefault.jpg","The Data Agent Kit provides a unified framework of MCP servers, agent skills, and IDE integrations that allow AI agents to securely query, analyze, and modify data across BigQuery, Cloud SQL, and Cloud Storage.","This video demonstrates how to use the [Data Agent Kit](https:\u002F\u002Fgoo.gle\u002F4zz5jM3) to connect AI coding agents to Google Cloud data sources. It provides a practical walkthrough of setting up [BigQuery](https:\u002F\u002Fgoo.gle\u002F4xC3EDt) and [Cloud SQL](https:\u002F\u002Fgoo.gle\u002F4wRsbEy) via MCP servers, and shows how to use \"Agent Skills\" to guide an LLM through data analysis, pipeline building with [dbt](https:\u002F\u002Fgoo.gle\u002F4gu4nAK), and troubleshooting.\n\n- [Data Agent Kit](https:\u002F\u002Fgoo.gle\u002F4zz5jM3) — The core toolkit for connecting agents to Google Cloud data.\n- [VS Code Extension](https:\u002F\u002Fgoo.gle\u002F45s8lUp) — The primary interface for managing these connections in VS Code-based editors.\n- [Claude Code Plugin](https:\u002F\u002Fgoo.gle\u002F4xBZj2W) — The specific integration for using the kit within Claude Code.\n- [Antigravity IDE](https:\u002F\u002Fgoo.gle\u002F4bQox5n) — The IDE used for the primary demonstrations in the video.",[150,151,152,153],"BSBiLCLZimGkjsxw9HaDfhWyoZro-f2GouvC4ULQ0-I",[160,163,166,168,171,173,175,178,180,182,184,187,189,191,193,195,198,200,202,204,206,209,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,255,257,259,261,263,265,267,269,271,273,275,277,279,281,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,321,323,325,327,329,331,333,335,337,339,341,343,345,347,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,413,415,417,419,421,423,425,427,429,431,433,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,469,471,473,475,477,479,481,483,485,487,489,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,547,549,551,554,556,558,560,562,564,566,568,570,572,574,576,578,580,583,585,587,589,591,593,595,597,599,601,603,605,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,883,885,887,889,891,894,896,898,900,902,904,906,908,910,912,914,916,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575],{"categories":161},[162],"AI & LLMs",{"categories":164},[165],"Developer Productivity",{"categories":167},[162],{"categories":169},[170],"Business & SaaS",{"categories":172},[162],{"categories":174},[116],{"categories":176},[177],"Product Strategy",{"categories":179},[162],{"categories":181},[165],{"categories":183},[116],{"categories":185},[186],"Software Engineering",{"categories":188},[162],{"categories":190},[170],{"categories":192},[],{"categories":194},[162],{"categories":196},[197],"Inference & Serving",{"categories":199},[162],{"categories":201},[162],{"categories":203},[116],{"categories":205},[],{"categories":207},[208],"AI News & Trends",{"categories":210},[211],"Data Science & Visualization",{"categories":213},[116],{"categories":215},[162],{"categories":217},[162],{"categories":219},[170],{"categories":221},[165],{"categories":223},[162],{"categories":225},[116],{"categories":227},[208],{"categories":229},[116],{"categories":231},[116],{"categories":233},[162],{"categories":235},[116],{"categories":237},[162],{"categories":239},[162],{"categories":241},[162],{"categories":243},[208],{"categories":245},[162],{"categories":247},[162],{"categories":249},[162],{"categories":251},[],{"categories":253},[254],"Design & Frontend",{"categories":256},[211],{"categories":258},[208],{"categories":260},[162],{"categories":262},[162],{"categories":264},[162],{"categories":266},[],{"categories":268},[162],{"categories":270},[162],{"categories":272},[116],{"categories":274},[186],{"categories":276},[162],{"categories":278},[116],{"categories":280},[162],{"categories":282},[283],"Marketing & Growth",{"categories":285},[254],{"categories":287},[162],{"categories":289},[116],{"categories":291},[162],{"categories":293},[186],{"categories":295},[],{"categories":297},[],{"categories":299},[254],{"categories":301},[162],{"categories":303},[116],{"categories":305},[165],{"categories":307},[186],{"categories":309},[116],{"categories":311},[254],{"categories":313},[177],{"categories":315},[162],{"categories":317},[186],{"categories":319},[320],"DevOps & Cloud",{"categories":322},[116],{"categories":324},[177],{"categories":326},[208],{"categories":328},[162],{"categories":330},[],{"categories":332},[162],{"categories":334},[162],{"categories":336},[],{"categories":338},[116],{"categories":340},[186],{"categories":342},[],{"categories":344},[186],{"categories":346},[162],{"categories":348},[349],"Governance & Standards",{"categories":351},[170],{"categories":353},[],{"categories":355},[],{"categories":357},[162],{"categories":359},[162],{"categories":361},[116],{"categories":363},[162],{"categories":365},[162],{"categories":367},[116],{"categories":369},[162],{"categories":371},[162],{"categories":373},[162],{"categories":375},[],{"categories":377},[186],{"categories":379},[],{"categories":381},[],{"categories":383},[162],{"categories":385},[186],{"categories":387},[],{"categories":389},[186],{"categories":391},[162],{"categories":393},[162],{"categories":395},[283],{"categories":397},[162],{"categories":399},[162],{"categories":401},[254],{"categories":403},[254],{"categories":405},[162],{"categories":407},[186],{"categories":409},[116],{"categories":411},[412],"GovTech & Public-Sector Adoption",{"categories":414},[186],{"categories":416},[162],{"categories":418},[162],{"categories":420},[162],{"categories":422},[116],{"categories":424},[116],{"categories":426},[211],{"categories":428},[162],{"categories":430},[208],{"categories":432},[116],{"categories":434},[435],"Legal AI Tools",{"categories":437},[162],{"categories":439},[116],{"categories":441},[162],{"categories":443},[283],{"categories":445},[116],{"categories":447},[177],{"categories":449},[162],{"categories":451},[186],{"categories":453},[412],{"categories":455},[],{"categories":457},[116],{"categories":459},[],{"categories":461},[170],{"categories":463},[116],{"categories":465},[116],{"categories":467},[468],"RAG & Retrieval",{"categories":470},[170],{"categories":472},[162],{"categories":474},[186],{"categories":476},[186],{"categories":478},[320],{"categories":480},[254],{"categories":482},[116],{"categories":484},[162],{"categories":486},[162],{"categories":488},[],{"categories":490},[491],"Agents & Orchestration",{"categories":493},[186],{"categories":495},[162],{"categories":497},[],{"categories":499},[116],{"categories":501},[170],{"categories":503},[],{"categories":505},[162],{"categories":507},[],{"categories":509},[162],{"categories":511},[165],{"categories":513},[186],{"categories":515},[170],{"categories":517},[162],{"categories":519},[116],{"categories":521},[162],{"categories":523},[208],{"categories":525},[162],{"categories":527},[],{"categories":529},[162],{"categories":531},[],{"categories":533},[186],{"categories":535},[162],{"categories":537},[211],{"categories":539},[],{"categories":541},[162],{"categories":543},[254],{"categories":545},[546],"Models & Frontier Labs",{"categories":548},[],{"categories":550},[254],{"categories":552},[553],"Regulation & Governance of AI",{"categories":555},[116],{"categories":557},[],{"categories":559},[162],{"categories":561},[162],{"categories":563},[116],{"categories":565},[208],{"categories":567},[170],{"categories":569},[162],{"categories":571},[],{"categories":573},[186],{"categories":575},[116],{"categories":577},[162],{"categories":579},[177],{"categories":581},[582],"AI Policy & Regulation",{"categories":584},[],{"categories":586},[162],{"categories":588},[116],{"categories":590},[177],{"categories":592},[116],{"categories":594},[162],{"categories":596},[162],{"categories":598},[162],{"categories":600},[116],{"categories":602},[],{"categories":604},[211],{"categories":606},[607],"Evals & Reliability",{"categories":609},[162],{"categories":611},[162],{"categories":613},[],{"categories":615},[165],{"categories":617},[412],{"categories":619},[582],{"categories":621},[162],{"categories":623},[170],{"categories":625},[162],{"categories":627},[116],{"categories":629},[162],{"categories":631},[116],{"categories":633},[491],{"categories":635},[162],{"categories":637},[186],{"categories":639},[162],{"categories":641},[],{"categories":643},[],{"categories":645},[162],{"categories":647},[412],{"categories":649},[162],{"categories":651},[162],{"categories":653},[162],{"categories":655},[],{"categories":657},[254],{"categories":659},[],{"categories":661},[162],{"categories":663},[],{"categories":665},[116],{"categories":667},[162],{"categories":669},[254],{"categories":671},[],{"categories":673},[162],{"categories":675},[162],{"categories":677},[211],{"categories":679},[116],{"categories":681},[162],{"categories":683},[170],{"categories":685},[116],{"categories":687},[162],{"categories":689},[162],{"categories":691},[186],{"categories":693},[254],{"categories":695},[162],{"categories":697},[116],{"categories":699},[],{"categories":701},[186],{"categories":703},[116],{"categories":705},[211],{"categories":707},[],{"categories":709},[162],{"categories":711},[208],{"categories":713},[162],{"categories":715},[],{"categories":717},[162],{"categories":719},[162],{"categories":721},[162],{"categories":723},[170,283],{"categories":725},[],{"categories":727},[162],{"categories":729},[162],{"categories":731},[116],{"categories":733},[162],{"categories":735},[],{"categories":737},[],{"categories":739},[162],{"categories":741},[254],{"categories":743},[162],{"categories":745},[],{"categories":747},[162],{"categories":749},[320],{"categories":751},[],{"categories":753},[116],{"categories":755},[208],{"categories":757},[162],{"categories":759},[162],{"categories":761},[254],{"categories":763},[],{"categories":765},[208],{"categories":767},[162],{"categories":769},[197],{"categories":771},[162],{"categories":773},[162],{"categories":775},[116],{"categories":777},[208],{"categories":779},[546],{"categories":781},[162],{"categories":783},[283],{"categories":785},[],{"categories":787},[116],{"categories":789},[170],{"categories":791},[186],{"categories":793},[162],{"categories":795},[116],{"categories":797},[],{"categories":799},[162,320],{"categories":801},[162],{"categories":803},[162],{"categories":805},[162],{"categories":807},[116],{"categories":809},[162,186],{"categories":811},[211],{"categories":813},[162],{"categories":815},[162],{"categories":817},[186],{"categories":819},[162],{"categories":821},[116],{"categories":823},[582],{"categories":825},[283],{"categories":827},[162],{"categories":829},[116],{"categories":831},[162],{"categories":833},[162],{"categories":835},[116],{"categories":837},[],{"categories":839},[116],{"categories":841},[162],{"categories":843},[162],{"categories":845},[116],{"categories":847},[162],{"categories":849},[162,170],{"categories":851},[162],{"categories":853},[170],{"categories":855},[],{"categories":857},[254],{"categories":859},[254],{"categories":861},[162],{"categories":863},[],{"categories":865},[],{"categories":867},[162],{"categories":869},[208],{"categories":871},[],{"categories":873},[165],{"categories":875},[162],{"categories":877},[186],{"categories":879},[162],{"categories":881},[882],"Generative UI & Design-to-Code",{"categories":884},[162],{"categories":886},[162],{"categories":888},[254],{"categories":890},[162],{"categories":892},[893],"Algorithmic Accountability",{"categories":895},[116],{"categories":897},[186],{"categories":899},[208],{"categories":901},[254],{"categories":903},[162],{"categories":905},[],{"categories":907},[177],{"categories":909},[162],{"categories":911},[162],{"categories":913},[162],{"categories":915},[116],{"categories":917},[918],"MLOps & Infrastructure",{"categories":920},[162],{"categories":922},[162],{"categories":924},[162],{"categories":926},[162],{"categories":928},[162],{"categories":930},[208],{"categories":932},[177],{"categories":934},[165],{"categories":936},[162],{"categories":938},[116],{"categories":940},[320],{"categories":942},[162],{"categories":944},[170],{"categories":946},[162],{"categories":948},[254],{"categories":950},[162],{"categories":952},[162],{"categories":954},[116],{"categories":956},[],{"categories":958},[],{"categories":960},[162],{"categories":962},[197],{"categories":964},[254],{"categories":966},[208],{"categories":968},[211],{"categories":970},[],{"categories":972},[162],{"categories":974},[162],{"categories":976},[170],{"categories":978},[116],{"categories":980},[162],{"categories":982},[162],{"categories":984},[162],{"categories":986},[162],{"categories":988},[208],{"categories":990},[197],{"categories":992},[162],{"categories":994},[254],{"categories":996},[162],{"categories":998},[],{"categories":1000},[116],{"categories":1002},[186],{"categories":1004},[],{"categories":1006},[162],{"categories":1008},[162],{"categories":1010},[116],{"categories":1012},[186],{"categories":1014},[162],{"categories":1016},[211],{"categories":1018},[],{"categories":1020},[162],{"categories":1022},[],{"categories":1024},[162],{"categories":1026},[],{"categories":1028},[177],{"categories":1030},[170],{"categories":1032},[116],{"categories":1034},[116],{"categories":1036},[],{"categories":1038},[165],{"categories":1040},[162],{"categories":1042},[162],{"categories":1044},[170],{"categories":1046},[208],{"categories":1048},[165],{"categories":1050},[],{"categories":1052},[162],{"categories":1054},[],{"categories":1056},[],{"categories":1058},[208],{"categories":1060},[208],{"categories":1062},[],{"categories":1064},[491],{"categories":1066},[162],{"categories":1068},[254],{"categories":1070},[186],{"categories":1072},[],{"categories":1074},[435],{"categories":1076},[116],{"categories":1078},[170],{"categories":1080},[],{"categories":1082},[],{"categories":1084},[165],{"categories":1086},[211],{"categories":1088},[],{"categories":1090},[283],{"categories":1092},[116],{"categories":1094},[170],{"categories":1096},[116],{"categories":1098},[170],{"categories":1100},[162],{"categories":1102},[186],{"categories":1104},[],{"categories":1106},[197],{"categories":1108},[177],{"categories":1110},[162],{"categories":1112},[254],{"categories":1114},[186],{"categories":1116},[170],{"categories":1118},[162],{"categories":1120},[116],{"categories":1122},[170],{"categories":1124},[162],{"categories":1126},[162],{"categories":1128},[162],{"categories":1130},[162],{"categories":1132},[162],{"categories":1134},[],{"categories":1136},[],{"categories":1138},[186],{"categories":1140},[211],{"categories":1142},[177],{"categories":1144},[162],{"categories":1146},[116],{"categories":1148},[186],{"categories":1150},[162],{"categories":1152},[],{"categories":1154},[208],{"categories":1156},[177],{"categories":1158},[186],{"categories":1160},[162],{"categories":1162},[607],{"categories":1164},[320],{"categories":1166},[],{"categories":1168},[116],{"categories":1170},[162],{"categories":1172},[],{"categories":1174},[165],{"categories":1176},[],{"categories":1178},[162],{"categories":1180},[162],{"categories":1182},[162],{"categories":1184},[254],{"categories":1186},[283],{"categories":1188},[162],{"categories":1190},[186],{"categories":1192},[162],{"categories":1194},[116],{"categories":1196},[],{"categories":1198},[186],{"categories":1200},[162],{"categories":1202},[165],{"categories":1204},[],{"categories":1206},[170],{"categories":1208},[162],{"categories":1210},[208],{"categories":1212},[162,320],{"categories":1214},[162],{"categories":1216},[1217],"Design Systems for AI",{"categories":1219},[162],{"categories":1221},[162],{"categories":1223},[208],{"categories":1225},[162],{"categories":1227},[162],{"categories":1229},[162],{"categories":1231},[170],{"categories":1233},[162],{"categories":1235},[162],{"categories":1237},[162],{"categories":1239},[],{"categories":1241},[162],{"categories":1243},[162],{"categories":1245},[170],{"categories":1247},[162],{"categories":1249},[],{"categories":1251},[116],{"categories":1253},[186],{"categories":1255},[208],{"categories":1257},[186],{"categories":1259},[162],{"categories":1261},[254],{"categories":1263},[208],{"categories":1265},[211],{"categories":1267},[162],{"categories":1269},[162],{"categories":1271},[116],{"categories":1273},[165],{"categories":1275},[582],{"categories":1277},[162],{"categories":1279},[116],{"categories":1281},[162],{"categories":1283},[186],{"categories":1285},[186],{"categories":1287},[],{"categories":1289},[],{"categories":1291},[116],{"categories":1293},[177],{"categories":1295},[],{"categories":1297},[170],{"categories":1299},[162],{"categories":1301},[],{"categories":1303},[254],{"categories":1305},[116],{"categories":1307},[186],{"categories":1309},[254],{"categories":1311},[162],{"categories":1313},[162],{"categories":1315},[254],{"categories":1317},[],{"categories":1319},[],{"categories":1321},[208],{"categories":1323},[116],{"categories":1325},[116],{"categories":1327},[162],{"categories":1329},[162],{"categories":1331},[162],{"categories":1333},[162],{"categories":1335},[170],{"categories":1337},[162],{"categories":1339},[162],{"categories":1341},[],{"categories":1343},[186],{"categories":1345},[186],{"categories":1347},[162],{"categories":1349},[186],{"categories":1351},[170],{"categories":1353},[],{"categories":1355},[162],{"categories":1357},[162],{"categories":1359},[162],{"categories":1361},[162],{"categories":1363},[162],{"categories":1365},[116],{"categories":1367},[165],{"categories":1369},[170],{"categories":1371},[162],{"categories":1373},[116],{"categories":1375},[208],{"categories":1377},[116],{"categories":1379},[197],{"categories":1381},[283],{"categories":1383},[162],{"categories":1385},[116],{"categories":1387},[162],{"categories":1389},[162],{"categories":1391},[],{"categories":1393},[254],{"categories":1395},[],{"categories":1397},[162],{"categories":1399},[162],{"categories":1401},[],{"categories":1403},[186],{"categories":1405},[170],{"categories":1407},[1408],"Visual & Generative Media",{"categories":1410},[116],{"categories":1412},[],{"categories":1414},[162],{"categories":1416},[162],{"categories":1418},[186],{"categories":1420},[320],{"categories":1422},[211],{"categories":1424},[582],{"categories":1426},[186],{"categories":1428},[283],{"categories":1430},[162],{"categories":1432},[254],{"categories":1434},[162],{"categories":1436},[162],{"categories":1438},[186],{"categories":1440},[116],{"categories":1442},[162],{"categories":1444},[],{"categories":1446},[],{"categories":1448},[116],{"categories":1450},[186],{"categories":1452},[165],{"categories":1454},[116],{"categories":1456},[546],{"categories":1458},[162],{"categories":1460},[177],{"categories":1462},[162],{"categories":1464},[170],{"categories":1466},[],{"categories":1468},[162],{"categories":1470},[177],{"categories":1472},[162],{"categories":1474},[162],{"categories":1476},[162],{"categories":1478},[177],{"categories":1480},[162],{"categories":1482},[162],{"categories":1484},[283],{"categories":1486},[162],{"categories":1488},[491],{"categories":1490},[162],{"categories":1492},[116],{"categories":1494},[162],{"categories":1496},[162],{"categories":1498},[162],{"categories":1500},[162],{"categories":1502},[254],{"categories":1504},[116],{"categories":1506},[],{"categories":1508},[116],{"categories":1510},[],{"categories":1512},[320],{"categories":1514},[186],{"categories":1516},[],{"categories":1518},[546],{"categories":1520},[162],{"categories":1522},[116],{"categories":1524},[162],{"categories":1526},[254,162],{"categories":1528},[165],{"categories":1530},[162],{"categories":1532},[254],{"categories":1534},[],{"categories":1536},[162],{"categories":1538},[165],{"categories":1540},[1541],"Medical Imaging & Radiology",{"categories":1543},[162],{"categories":1545},[254],{"categories":1547},[116],{"categories":1549},[186],{"categories":1551},[],{"categories":1553},[162],{"categories":1555},[162],{"categories":1557},[162],{"categories":1559},[],{"categories":1561},[],{"categories":1563},[162],{"categories":1565},[491],{"categories":1567},[162],{"categories":1569},[165],{"categories":1571},[162],{"categories":1573},[162],{"categories":1575},[],{"categories":1577},[116],{"categories":1579},[162],{"categories":1581},[177],{"categories":1583},[186],{"categories":1585},[162],{"categories":1587},[491],{"categories":1589},[162],{"categories":1591},[116],{"categories":1593},[162],{"categories":1595},[162],{"categories":1597},[162],{"categories":1599},[254],{"categories":1601},[116],{"categories":1603},[320],{"categories":1605},[254],{"categories":1607},[170],{"categories":1609},[116],{"categories":1611},[208],{"categories":1613},[162],{"categories":1615},[162],{"categories":1617},[177],{"categories":1619},[162],{"categories":1621},[162],{"categories":1623},[162],{"categories":1625},[116],{"categories":1627},[186],{"categories":1629},[186],{"categories":1631},[162],{"categories":1633},[177],{"categories":1635},[],{"categories":1637},[208],{"categories":1639},[],{"categories":1641},[177],{"categories":1643},[116],{"categories":1645},[162],{"categories":1647},[116],{"categories":1649},[1217],{"categories":1651},[1217],{"categories":1653},[254],{"categories":1655},[162],{"categories":1657},[162],{"categories":1659},[116],{"categories":1661},[186],{"categories":1663},[254],{"categories":1665},[116],{"categories":1667},[208],{"categories":1669},[],{"categories":1671},[162],{"categories":1673},[],{"categories":1675},[162],{"categories":1677},[162],{"categories":1679},[162],{"categories":1681},[162],{"categories":1683},[116],{"categories":1685},[1686],"Contract Review & E-Discovery",{"categories":1688},[162],{"categories":1690},[254],{"categories":1692},[162],{"categories":1694},[165],{"categories":1696},[162],{"categories":1698},[208],{"categories":1700},[162],{"categories":1702},[162],{"categories":1704},[283],{"categories":1706},[186],{"categories":1708},[162],{"categories":1710},[162],{"categories":1712},[116],{"categories":1714},[116],{"categories":1716},[893],{"categories":1718},[162],{"categories":1720},[162],{"categories":1722},[116],{"categories":1724},[116],{"categories":1726},[162],{"categories":1728},[162],{"categories":1730},[116],{"categories":1732},[162],{"categories":1734},[162],{"categories":1736},[491],{"categories":1738},[468],{"categories":1740},[162],{"categories":1742},[116],{"categories":1744},[162],{"categories":1746},[1747],"Law-Firm Practice & Adoption",{"categories":1749},[162],{"categories":1751},[116],{"categories":1753},[254],{"categories":1755},[162],{"categories":1757},[162],{"categories":1759},[162],{"categories":1761},[],{"categories":1763},[],{"categories":1765},[186],{"categories":1767},[162],{"categories":1769},[],{"categories":1771},[116],{"categories":1773},[165],{"categories":1775},[320],{"categories":1777},[162],{"categories":1779},[],{"categories":1781},[165],{"categories":1783},[170],{"categories":1785},[162],{"categories":1787},[283],{"categories":1789},[],{"categories":1791},[170],{"categories":1793},[170],{"categories":1795},[],{"categories":1797},[162],{"categories":1799},[177],{"categories":1801},[162],{"categories":1803},[186],{"categories":1805},[],{"categories":1807},[],{"categories":1809},[],{"categories":1811},[],{"categories":1813},[162],{"categories":1815},[116],{"categories":1817},[320],{"categories":1819},[162],{"categories":1821},[165],{"categories":1823},[186],{"categories":1825},[162],{"categories":1827},[162],{"categories":1829},[186],{"categories":1831},[177],{"categories":1833},[162],{"categories":1835},[162],{"categories":1837},[162],{"categories":1839},[918],{"categories":1841},[162],{"categories":1843},[162],{"categories":1845},[283],{"categories":1847},[186],{"categories":1849},[170],{"categories":1851},[162],{"categories":1853},[162],{"categories":1855},[254],{"categories":1857},[162],{"categories":1859},[162],{"categories":1861},[162],{"categories":1863},[162],{"categories":1865},[116],{"categories":1867},[162,165],{"categories":1869},[491],{"categories":1871},[162],{"categories":1873},[162],{"categories":1875},[186],{"categories":1877},[186],{"categories":1879},[254],{"categories":1881},[116],{"categories":1883},[186],{"categories":1885},[162],{"categories":1887},[162],{"categories":1889},[],{"categories":1891},[],{"categories":1893},[162],{"categories":1895},[116],{"categories":1897},[],{"categories":1899},[162],{"categories":1901},[186],{"categories":1903},[211],{"categories":1905},[208],{"categories":1907},[254],{"categories":1909},[162],{"categories":1911},[162],{"categories":1913},[186],{"categories":1915},[],{"categories":1917},[116],{"categories":1919},[162],{"categories":1921},[162],{"categories":1923},[162],{"categories":1925},[162],{"categories":1927},[],{"categories":1929},[116],{"categories":1931},[162],{"categories":1933},[162],{"categories":1935},[],{"categories":1937},[116],{"categories":1939},[162],{"categories":1941},[162],{"categories":1943},[170],{"categories":1945},[162],{"categories":1947},[162],{"categories":1949},[],{"categories":1951},[165],{"categories":1953},[162],{"categories":1955},[162],{"categories":1957},[254],{"categories":1959},[186],{"categories":1961},[162],{"categories":1963},[165],{"categories":1965},[162],{"categories":1967},[186],{"categories":1969},[283],{"categories":1971},[116],{"categories":1973},[116],{"categories":1975},[162],{"categories":1977},[162],{"categories":1979},[162,254],{"categories":1981},[162],{"categories":1983},[116],{"categories":1985},[208],{"categories":1987},[162],{"categories":1989},[208],{"categories":1991},[116],{"categories":1993},[254],{"categories":1995},[162],{"categories":1997},[],{"categories":1999},[186],{"categories":2001},[320],{"categories":2003},[254],{"categories":2005},[186],{"categories":2007},[162],{"categories":2009},[177],{"categories":2011},[162],{"categories":2013},[162],{"categories":2015},[116],{"categories":2017},[],{"categories":2019},[],{"categories":2021},[162],{"categories":2023},[],{"categories":2025},[],{"categories":2027},[177],{"categories":2029},[186],{"categories":2031},[162],{"categories":2033},[116],{"categories":2035},[116],{"categories":2037},[170],{"categories":2039},[116],{"categories":2041},[320],{"categories":2043},[162],{"categories":2045},[162],{"categories":2047},[162],{"categories":2049},[197],{"categories":2051},[162],{"categories":2053},[162],{"categories":2055},[186],{"categories":2057},[116],{"categories":2059},[162],{"categories":2061},[162],{"categories":2063},[435],{"categories":2065},[893],{"categories":2067},[],{"categories":2069},[254],{"categories":2071},[1747],{"categories":2073},[186],{"categories":2075},[],{"categories":2077},[],{"categories":2079},[116],{"categories":2081},[],{"categories":2083},[],{"categories":2085},[162],{"categories":2087},[283],{"categories":2089},[162],{"categories":2091},[283],{"categories":2093},[116],{"categories":2095},[162],{"categories":2097},[186],{"categories":2099},[177],{"categories":2101},[],{"categories":2103},[162],{"categories":2105},[162],{"categories":2107},[186],{"categories":2109},[1686],{"categories":2111},[254],{"categories":2113},[254],{"categories":2115},[162],{"categories":2117},[116],{"categories":2119},[165],{"categories":2121},[162],{"categories":2123},[162],{"categories":2125},[162],{"categories":2127},[254],{"categories":2129},[254],{"categories":2131},[116],{"categories":2133},[116],{"categories":2135},[116],{"categories":2137},[162],{"categories":2139},[162],{"categories":2141},[],{"categories":2143},[162],{"categories":2145},[],{"categories":2147},[2148],"Interaction & Product Design",{"categories":2150},[162],{"categories":2152},[116],{"categories":2154},[186],{"categories":2156},[349],{"categories":2158},[208],{"categories":2160},[186],{"categories":2162},[162],{"categories":2164},[162],{"categories":2166},[186],{"categories":2168},[165],{"categories":2170},[116],{"categories":2172},[162],{"categories":2174},[],{"categories":2176},[116],{"categories":2178},[116],{"categories":2180},[],{"categories":2182},[186],{"categories":2184},[162],{"categories":2186},[165],{"categories":2188},[2148],{"categories":2190},[162],{"categories":2192},[165],{"categories":2194},[165],{"categories":2196},[],{"categories":2198},[116],{"categories":2200},[186],{"categories":2202},[],{"categories":2204},[116],{"categories":2206},[208],{"categories":2208},[162],{"categories":2210},[116],{"categories":2212},[162],{"categories":2214},[116],{"categories":2216},[162],{"categories":2218},[162],{"categories":2220},[208],{"categories":2222},[211],{"categories":2224},[162],{"categories":2226},[177],{"categories":2228},[186],{"categories":2230},[2231],"Coding Agents & Dev Productivity",{"categories":2233},[208],{"categories":2235},[254],{"categories":2237},[162],{"categories":2239},[162],{"categories":2241},[],{"categories":2243},[162],{"categories":2245},[893],{"categories":2247},[],{"categories":2249},[162],{"categories":2251},[320],{"categories":2253},[162],{"categories":2255},[208],{"categories":2257},[],{"categories":2259},[],{"categories":2261},[162],{"categories":2263},[],{"categories":2265},[116],{"categories":2267},[162],{"categories":2269},[],{"categories":2271},[186],{"categories":2273},[186],{"categories":2275},[162],{"categories":2277},[211],{"categories":2279},[],{"categories":2281},[162],{"categories":2283},[162],{"categories":2285},[162],{"categories":2287},[211],{"categories":2289},[186],{"categories":2291},[116],{"categories":2293},[],{"categories":2295},[],{"categories":2297},[162],{"categories":2299},[162],{"categories":2301},[116],{"categories":2303},[116],{"categories":2305},[412],{"categories":2307},[186],{"categories":2309},[186],{"categories":2311},[116],{"categories":2313},[208],{"categories":2315},[208],{"categories":2317},[116],{"categories":2319},[116],{"categories":2321},[162],{"categories":2323},[165],{"categories":2325},[2148],{"categories":2327},[162,320],{"categories":2329},[211],{"categories":2331},[],{"categories":2333},[254],{"categories":2335},[186],{"categories":2337},[165],{"categories":2339},[162],{"categories":2341},[116],{"categories":2343},[2344],"The Designer's Role & Craft",{"categories":2346},[254],{"categories":2348},[],{"categories":2350},[116],{"categories":2352},[162],{"categories":2354},[116],{"categories":2356},[116],{"categories":2358},[162],{"categories":2360},[283],{"categories":2362},[162],{"categories":2364},[186],{"categories":2366},[162],{"categories":2368},[254],{"categories":2370},[162],{"categories":2372},[],{"categories":2374},[116],{"categories":2376},[254],{"categories":2378},[162],{"categories":2380},[162],{"categories":2382},[162],{"categories":2384},[2385],"AI UX Patterns",{"categories":2387},[116],{"categories":2389},[116],{"categories":2391},[116],{"categories":2393},[116],{"categories":2395},[283],{"categories":2397},[211],{"categories":2399},[162],{"categories":2401},[116],{"categories":2403},[162],{"categories":2405},[1217],{"categories":2407},[],{"categories":2409},[283],{"categories":2411},[116],{"categories":2413},[208],{"categories":2415},[186],{"categories":2417},[162],{"categories":2419},[116],{"categories":2421},[],{"categories":2423},[],{"categories":2425},[162],{"categories":2427},[116],{"categories":2429},[162],{"categories":2431},[116],{"categories":2433},[412],{"categories":2435},[254],{"categories":2437},[162],{"categories":2439},[208],{"categories":2441},[186],{"categories":2443},[162],{"categories":2445},[116],{"categories":2447},[116],{"categories":2449},[],{"categories":2451},[162],{"categories":2453},[],{"categories":2455},[],{"categories":2457},[162],{"categories":2459},[162],{"categories":2461},[162],{"categories":2463},[116],{"categories":2465},[186],{"categories":2467},[],{"categories":2469},[],{"categories":2471},[211],{"categories":2473},[197],{"categories":2475},[162],{"categories":2477},[162],{"categories":2479},[211],{"categories":2481},[162],{"categories":2483},[208],{"categories":2485},[162],{"categories":2487},[162],{"categories":2489},[162],{"categories":2491},[116],{"categories":2493},[162],{"categories":2495},[116],{"categories":2497},[162],{"categories":2499},[162],{"categories":2501},[116],{"categories":2503},[],{"categories":2505},[],{"categories":2507},[162],{"categories":2509},[320],{"categories":2511},[162],{"categories":2513},[],{"categories":2515},[],{"categories":2517},[254],{"categories":2519},[918],{"categories":2521},[116],{"categories":2523},[165],{"categories":2525},[2344],{"categories":2527},[],{"categories":2529},[],{"categories":2531},[162],{"categories":2533},[],{"categories":2535},[],{"categories":2537},[186],{"categories":2539},[208],{"categories":2541},[283],{"categories":2543},[170],{"categories":2545},[162],{"categories":2547},[162],{"categories":2549},[170],{"categories":2551},[],{"categories":2553},[254],{"categories":2555},[177],{"categories":2557},[162],{"categories":2559},[162],{"categories":2561},[116],{"categories":2563},[170],{"categories":2565},[162],{"categories":2567},[162],{"categories":2569},[165],{"categories":2571},[162],{"categories":2573},[],{"categories":2575},[165],{"categories":2577},[162],{"categories":2579},[283],{"categories":2581},[116],{"categories":2583},[208],{"categories":2585},[162],{"categories":2587},[186],{"categories":2589},[162],{"categories":2591},[162],{"categories":2593},[170],{"categories":2595},[162],{"categories":2597},[162],{"categories":2599},[162],{"categories":2601},[116],{"categories":2603},[],{"categories":2605},[162],{"categories":2607},[186],{"categories":2609},[165],{"categories":2611},[162],{"categories":2613},[162],{"categories":2615},[162],{"categories":2617},[],{"categories":2619},[162],{"categories":2621},[491],{"categories":2623},[116],{"categories":2625},[170],{"categories":2627},[208],{"categories":2629},[162],{"categories":2631},[162],{"categories":2633},[],{"categories":2635},[170],{"categories":2637},[170],{"categories":2639},[162],{"categories":2641},[162],{"categories":2643},[177],{"categories":2645},[162],{"categories":2647},[162],{"categories":2649},[162],{"categories":2651},[162],{"categories":2653},[186],{"categories":2655},[186],{"categories":2657},[162],{"categories":2659},[],{"categories":2661},[186],{"categories":2663},[162],{"categories":2665},[186],{"categories":2667},[116],{"categories":2669},[582],{"categories":2671},[],{"categories":2673},[],{"categories":2675},[162],{"categories":2677},[208],{"categories":2679},[],{"categories":2681},[320],{"categories":2683},[162],{"categories":2685},[162],{"categories":2687},[254],{"categories":2689},[882],{"categories":2691},[],{"categories":2693},[162],{"categories":2695},[162],{"categories":2697},[162],{"categories":2699},[186],{"categories":2701},[162],{"categories":2703},[162],{"categories":2705},[162,320],{"categories":2707},[162],{"categories":2709},[162],{"categories":2711},[254],{"categories":2713},[116],{"categories":2715},[],{"categories":2717},[116],{"categories":2719},[116],{"categories":2721},[162],{"categories":2723},[162],{"categories":2725},[162],{"categories":2727},[162],{"categories":2729},[211],{"categories":2731},[162],{"categories":2733},[2385],{"categories":2735},[165],{"categories":2737},[211],{"categories":2739},[165],{"categories":2741},[186],{"categories":2743},[254],{"categories":2745},[116],{"categories":2747},[162],{"categories":2749},[],{"categories":2751},[170],{"categories":2753},[162],{"categories":2755},[162],{"categories":2757},[208],{"categories":2759},[162],{"categories":2761},[162],{"categories":2763},[116],{"categories":2765},[162],{"categories":2767},[162],{"categories":2769},[162],{"categories":2771},[170],{"categories":2773},[],{"categories":2775},[320],{"categories":2777},[162],{"categories":2779},[412],{"categories":2781},[254],{"categories":2783},[254],{"categories":2785},[186],{"categories":2787},[116],{"categories":2789},[162],{"categories":2791},[170],{"categories":2793},[208],{"categories":2795},[162],{"categories":2797},[162],{"categories":2799},[254],{"categories":2801},[116],{"categories":2803},[116],{"categories":2805},[162],{"categories":2807},[162],{"categories":2809},[546],{"categories":2811},[],{"categories":2813},[162],{"categories":2815},[162],{"categories":2817},[162],{"categories":2819},[],{"categories":2821},[],{"categories":2823},[162],{"categories":2825},[162],{"categories":2827},[116],{"categories":2829},[162],{"categories":2831},[162],{"categories":2833},[162],{"categories":2835},[186],{"categories":2837},[162],{"categories":2839},[162],{"categories":2841},[116],{"categories":2843},[162],{"categories":2845},[162],{"categories":2847},[162],{"categories":2849},[162],{"categories":2851},[162],{"categories":2853},[],{"categories":2855},[186],{"categories":2857},[211],{"categories":2859},[162],{"categories":2861},[116],{"categories":2863},[162],{"categories":2865},[],{"categories":2867},[],{"categories":2869},[162],{"categories":2871},[162],{"categories":2873},[162],{"categories":2875},[208],{"categories":2877},[211],{"categories":2879},[],{"categories":2881},[162],{"categories":2883},[254],{"categories":2885},[162],{"categories":2887},[320],{"categories":2889},[1747],{"categories":2891},[208],{"categories":2893},[186],{"categories":2895},[186],{"categories":2897},[186],{"categories":2899},[162],{"categories":2901},[162],{"categories":2903},[208],{"categories":2905},[208],{"categories":2907},[320],{"categories":2909},[116],{"categories":2911},[],{"categories":2913},[208],{"categories":2915},[162],{"categories":2917},[165],{"categories":2919},[186],{"categories":2921},[162],{"categories":2923},[208],{"categories":2925},[],{"categories":2927},[162],{"categories":2929},[186],{"categories":2931},[186],{"categories":2933},[211],{"categories":2935},[162],{"categories":2937},[208],{"categories":2939},[162],{"categories":2941},[186],{"categories":2943},[116],{"categories":2945},[208],{"categories":2947},[116],{"categories":2949},[320],{"categories":2951},[116],{"categories":2953},[162],{"categories":2955},[162],{"categories":2957},[162],{"categories":2959},[162],{"categories":2961},[186],{"categories":2963},[162],{"categories":2965},[],{"categories":2967},[116],{"categories":2969},[170],{"categories":2971},[186],{"categories":2973},[],{"categories":2975},[],{"categories":2977},[162],{"categories":2979},[116],{"categories":2981},[162],{"categories":2983},[162],{"categories":2985},[2986],"Frameworks & Tooling",{"categories":2988},[162],{"categories":2990},[162],{"categories":2992},[186],{"categories":2994},[162],{"categories":2996},[162],{"categories":2998},[],{"categories":3000},[211],{"categories":3002},[211],{"categories":3004},[165],{"categories":3006},[162],{"categories":3008},[116],{"categories":3010},[162],{"categories":3012},[254],{"categories":3014},[],{"categories":3016},[1747],{"categories":3018},[162],{"categories":3020},[186],{"categories":3022},[162],{"categories":3024},[320],{"categories":3026},[320],{"categories":3028},[],{"categories":3030},[116],{"categories":3032},[162],{"categories":3034},[208],{"categories":3036},[208],{"categories":3038},[162],{"categories":3040},[116],{"categories":3042},[],{"categories":3044},[254],{"categories":3046},[162],{"categories":3048},[162],{"categories":3050},[],{"categories":3052},[162],{"categories":3054},[116],{"categories":3056},[162],{"categories":3058},[162],{"categories":3060},[],{"categories":3062},[186],{"categories":3064},[162],{"categories":3066},[186],{"categories":3068},[320],{"categories":3070},[162],{"categories":3072},[162],{"categories":3074},[186],{"categories":3076},[170],{"categories":3078},[162],{"categories":3080},[1747],{"categories":3082},[],{"categories":3084},[116],{"categories":3086},[165],{"categories":3088},[162],{"categories":3090},[165],{"categories":3092},[162],{"categories":3094},[],{"categories":3096},[116],{"categories":3098},[162],{"categories":3100},[3101],"AI Design Tooling",{"categories":3103},[254],{"categories":3105},[162],{"categories":3107},[162],{"categories":3109},[186],{"categories":3111},[254],{"categories":3113},[162],{"categories":3115},[186],{"categories":3117},[208],{"categories":3119},[177],{"categories":3121},[186],{"categories":3123},[162],{"categories":3125},[162],{"categories":3127},[116],{"categories":3129},[162],{"categories":3131},[],{"categories":3133},[162],{"categories":3135},[162],{"categories":3137},[116],{"categories":3139},[162],{"categories":3141},[162],{"categories":3143},[162],{"categories":3145},[116],{"categories":3147},[],{"categories":3149},[116],{"categories":3151},[2986],{"categories":3153},[162],{"categories":3155},[162],{"categories":3157},[116],{"categories":3159},[116],{"categories":3161},[186],{"categories":3163},[186],{"categories":3165},[],{"categories":3167},[186],{"categories":3169},[162],{"categories":3171},[162],{"categories":3173},[116],{"categories":3175},[170],{"categories":3177},[162],{"categories":3179},[],{"categories":3181},[162],{"categories":3183},[162],{"categories":3185},[2148],{"categories":3187},[],{"categories":3189},[162],{"categories":3191},[162],{"categories":3193},[162],{"categories":3195},[162],{"categories":3197},[254],{"categories":3199},[162],{"categories":3201},[],{"categories":3203},[162],{"categories":3205},[162],{"categories":3207},[162],{"categories":3209},[283],{"categories":3211},[208],{"categories":3213},[162],{"categories":3215},[162],{"categories":3217},[1747],{"categories":3219},[165],{"categories":3221},[162],{"categories":3223},[162],{"categories":3225},[211],{"categories":3227},[162],{"categories":3229},[162],{"categories":3231},[208],{"categories":3233},[116],{"categories":3235},[],{"categories":3237},[162],{"categories":3239},[162],{"categories":3241},[254],{"categories":3243},[162],{"categories":3245},[283],{"categories":3247},[116],{"categories":3249},[162],{"categories":3251},[116],{"categories":3253},[],{"categories":3255},[],{"categories":3257},[],{"categories":3259},[165],{"categories":3261},[208],{"categories":3263},[116],{"categories":3265},[162],{"categories":3267},[162],{"categories":3269},[162],{"categories":3271},[162],{"categories":3273},[435],{"categories":3275},[254],{"categories":3277},[116],{"categories":3279},[162],{"categories":3281},[],{"categories":3283},[116],{"categories":3285},[116],{"categories":3287},[],{"categories":3289},[162],{"categories":3291},[116],{"categories":3293},[162],{"categories":3295},[],{"categories":3297},[162],{"categories":3299},[162],{"categories":3301},[208],{"categories":3303},[254],{"categories":3305},[116],{"categories":3307},[254],{"categories":3309},[116],{"categories":3311},[162],{"categories":3313},[170],{"categories":3315},[],{"categories":3317},[],{"categories":3319},[162],{"categories":3321},[162],{"categories":3323},[165],{"categories":3325},[116],{"categories":3327},[208],{"categories":3329},[],{"categories":3331},[254],{"categories":3333},[],{"categories":3335},[186],{"categories":3337},[162],{"categories":3339},[186],{"categories":3341},[254],{"categories":3343},[186],{"categories":3345},[162],{"categories":3347},[],{"categories":3349},[162],{"categories":3351},[162],{"categories":3353},[],{"categories":3355},[162],{"categories":3357},[283],{"categories":3359},[162],{"categories":3361},[320],{"categories":3363},[186],{"categories":3365},[162],{"categories":3367},[],{"categories":3369},[116],{"categories":3371},[162],{"categories":3373},[165],{"categories":3375},[546],{"categories":3377},[162],{"categories":3379},[116],{"categories":3381},[162],{"categories":3383},[116],{"categories":3385},[162],{"categories":3387},[162],{"categories":3389},[162],{"categories":3391},[],{"categories":3393},[162],{"categories":3395},[165],{"categories":3397},[162],{"categories":3399},[170],{"categories":3401},[186],{"categories":3403},[254],{"categories":3405},[],{"categories":3407},[162],{"categories":3409},[],{"categories":3411},[],{"categories":3413},[116],{"categories":3415},[162],{"categories":3417},[186],{"categories":3419},[254],{"categories":3421},[208],{"categories":3423},[162],{"categories":3425},[208],{"categories":3427},[116],{"categories":3429},[254],{"categories":3431},[162],{"categories":3433},[],{"categories":3435},[162],{"categories":3437},[197],{"categories":3439},[116],{"categories":3441},[254],{"categories":3443},[208],{"categories":3445},[170],{"categories":3447},[186],{"categories":3449},[162],{"categories":3451},[162],{"categories":3453},[208],{"categories":3455},[283],{"categories":3457},[],{"categories":3459},[],{"categories":3461},[211],{"categories":3463},[491],{"categories":3465},[162],{"categories":3467},[116],{"categories":3469},[162,186],{"categories":3471},[208],{"categories":3473},[162],{"categories":3475},[162],{"categories":3477},[162],{"categories":3479},[162],{"categories":3481},[116],{"categories":3483},[162],{"categories":3485},[116],{"categories":3487},[162],{"categories":3489},[162],{"categories":3491},[162],{"categories":3493},[],{"categories":3495},[162],{"categories":3497},[1217],{"categories":3499},[186],{"categories":3501},[254],{"categories":3503},[162],{"categories":3505},[162],{"categories":3507},[162],{"categories":3509},[211],{"categories":3511},[116],{"categories":3513},[283],{"categories":3515},[320],{"categories":3517},[],{"categories":3519},[162],{"categories":3521},[170],{"categories":3523},[116],{"categories":3525},[165],{"categories":3527},[116],{"categories":3529},[162],{"categories":3531},[116],{"categories":3533},[116],{"categories":3535},[177],{"categories":3537},[186],{"categories":3539},[162],{"categories":3541},[162],{"categories":3543},[],{"categories":3545},[],{"categories":3547},[],{"categories":3549},[320],{"categories":3551},[162],{"categories":3553},[208],{"categories":3555},[162],{"categories":3557},[162],{"categories":3559},[162],{"categories":3561},[162],{"categories":3563},[],{"categories":3565},[162],{"categories":3567},[211],{"categories":3569},[170],{"categories":3571},[116],{"categories":3573},[162],{"categories":3575},[],{"categories":3577},[162],{"categories":3579},[116],{"categories":3581},[162],{"categories":3583},[320],{"categories":3585},[],{"categories":3587},[254],{"categories":3589},[254],{"categories":3591},[],{"categories":3593},[186],{"categories":3595},[162],{"categories":3597},[254],{"categories":3599},[162],{"categories":3601},[170],{"categories":3603},[116],{"categories":3605},[162],{"categories":3607},[],{"categories":3609},[208],{"categories":3611},[162],{"categories":3613},[162],{"categories":3615},[162],{"categories":3617},[254],{"categories":3619},[116],{"categories":3621},[208],{"categories":3623},[],{"categories":3625},[116],{"categories":3627},[170],{"categories":3629},[116],{"categories":3631},[254],{"categories":3633},[162],{"categories":3635},[162],{"categories":3637},[162],{"categories":3639},[491],{"categories":3641},[162],{"categories":3643},[],{"categories":3645},[162],{"categories":3647},[162],{"categories":3649},[320],{"categories":3651},[208],{"categories":3653},[211],{"categories":3655},[582],{"categories":3657},[211],{"categories":3659},[162],{"categories":3661},[],{"categories":3663},[],{"categories":3665},[],{"categories":3667},[116],{"categories":3669},[116],{"categories":3671},[186],{"categories":3673},[162],{"categories":3675},[468],{"categories":3677},[186],{"categories":3679},[162],{"categories":3681},[162],{"categories":3683},[162],{"categories":3685},[162],{"categories":3687},[116],{"categories":3689},[],{"categories":3691},[],{"categories":3693},[162],{"categories":3695},[],{"categories":3697},[162],{"categories":3699},[116],{"categories":3701},[254],{"categories":3703},[162],{"categories":3705},[162],{"categories":3707},[],{"categories":3709},[116],{"categories":3711},[177],{"categories":3713},[162],{"categories":3715},[254],{"categories":3717},[162],{"categories":3719},[116],{"categories":3721},[170],{"categories":3723},[162],{"categories":3725},[283],{"categories":3727},[116],{"categories":3729},[162],{"categories":3731},[162],{"categories":3733},[882],{"categories":3735},[162],{"categories":3737},[116],{"categories":3739},[162],{"categories":3741},[186],{"categories":3743},[162],{"categories":3745},[546],{"categories":3747},[254],{"categories":3749},[],{"categories":3751},[162],{"categories":3753},[208],{"categories":3755},[491],{"categories":3757},[116],{"categories":3759},[162],{"categories":3761},[],{"categories":3763},[208],{"categories":3765},[412],{"categories":3767},[116],{"categories":3769},[116],{"categories":3771},[116],{"categories":3773},[162],{"categories":3775},[162],{"categories":3777},[116],{"categories":3779},[],{"categories":3781},[170],{"categories":3783},[162],{"categories":3785},[170],{"categories":3787},[116],{"categories":3789},[],{"categories":3791},[186],{"categories":3793},[162],{"categories":3795},[162],{"categories":3797},[165],{"categories":3799},[208],{"categories":3801},[320],{"categories":3803},[197],{"categories":3805},[116],{"categories":3807},[116],{"categories":3809},[162],{"categories":3811},[116],{"categories":3813},[162],{"categories":3815},[165],{"categories":3817},[],{"categories":3819},[162],{"categories":3821},[162],{"categories":3823},[162],{"categories":3825},[116],{"categories":3827},[162],{"categories":3829},[],{"categories":3831},[],{"categories":3833},[254],{"categories":3835},[116],{"categories":3837},[162,170],{"categories":3839},[116],{"categories":3841},[162],{"categories":3843},[],{"categories":3845},[165],{"categories":3847},[211],{"categories":3849},[170],{"categories":3851},[162],{"categories":3853},[186],{"categories":3855},[162],{"categories":3857},[162],{"categories":3859},[116],{"categories":3861},[162],{"categories":3863},[162],{"categories":3865},[162],{"categories":3867},[208],{"categories":3869},[1217],{"categories":3871},[116],{"categories":3873},[162],{"categories":3875},[],{"categories":3877},[],{"categories":3879},[162],{"categories":3881},[116],{"categories":3883},[162],{"categories":3885},[162],{"categories":3887},[320],{"categories":3889},[],{"categories":3891},[162],{"categories":3893},[116],{"categories":3895},[197],{"categories":3897},[116],{"categories":3899},[491],{"categories":3901},[],{"categories":3903},[435],{"categories":3905},[116],{"categories":3907},[162],{"categories":3909},[283],{"categories":3911},[116],{"categories":3913},[162],{"categories":3915},[211],{"categories":3917},[177],{"categories":3919},[116],{"categories":3921},[162],{"categories":3923},[491],{"categories":3925},[162],{"categories":3927},[320],{"categories":3929},[],{"categories":3931},[162],{"categories":3933},[283],{"categories":3935},[254],{"categories":3937},[162],{"categories":3939},[162],{"categories":3941},[162],{"categories":3943},[],{"categories":3945},[283],{"categories":3947},[208],{"categories":3949},[162],{"categories":3951},[162],{"categories":3953},[162],{"categories":3955},[582],{"categories":3957},[165],{"categories":3959},[162],{"categories":3961},[162],{"categories":3963},[],{"categories":3965},[],{"categories":3967},[254],{"categories":3969},[162],{"categories":3971},[211],{"categories":3973},[283],{"categories":3975},[116],{"categories":3977},[162],{"categories":3979},[162],{"categories":3981},[283],{"categories":3983},[208],{"categories":3985},[],{"categories":3987},[162],{"categories":3989},[162],{"categories":3991},[],{"categories":3993},[162],{"categories":3995},[162],{"categories":3997},[607],{"categories":3999},[162],{"categories":4001},[162],{"categories":4003},[116],{"categories":4005},[186],{"categories":4007},[491],{"categories":4009},[162],{"categories":4011},[162],{"categories":4013},[162],{"categories":4015},[],{"categories":4017},[162,186],{"categories":4019},[208],{"categories":4021},[116],{"categories":4023},[186],{"categories":4025},[116],{"categories":4027},[918],{"categories":4029},[186],{"categories":4031},[116],{"categories":4033},[162],{"categories":4035},[165],{"categories":4037},[],{"categories":4039},[],{"categories":4041},[116],{"categories":4043},[162],{"categories":4045},[186],{"categories":4047},[162],{"categories":4049},[165],{"categories":4051},[186],{"categories":4053},[186],{"categories":4055},[162],{"categories":4057},[283],{"categories":4059},[162],{"categories":4061},[186],{"categories":4063},[162],{"categories":4065},[],{"categories":4067},[162],{"categories":4069},[254,162],{"categories":4071},[320],{"categories":4073},[165],{"categories":4075},[162],{"categories":4077},[],{"categories":4079},[162],{"categories":4081},[162],{"categories":4083},[170],{"categories":4085},[162],{"categories":4087},[170],{"categories":4089},[162],{"categories":4091},[162],{"categories":4093},[412],{"categories":4095},[162],{"categories":4097},[170],{"categories":4099},[186],{"categories":4101},[211],{"categories":4103},[116],{"categories":4105},[186],{"categories":4107},[162],{"categories":4109},[162],{"categories":4111},[208],{"categories":4113},[283],{"categories":4115},[254],{"categories":4117},[162],{"categories":4119},[162],{"categories":4121},[162],{"categories":4123},[162],{"categories":4125},[165],{"categories":4127},[162],{"categories":4129},[116],{"categories":4131},[116],{"categories":4133},[186],{"categories":4135},[208],{"categories":4137},[186],{"categories":4139},[186],{"categories":4141},[162],{"categories":4143},[162],{"categories":4145},[],{"categories":4147},[],{"categories":4149},[211],{"categories":4151},[162],{"categories":4153},[186],{"categories":4155},[162],{"categories":4157},[254],{"categories":4159},[491],{"categories":4161},[435],{"categories":4163},[412],{"categories":4165},[162],{"categories":4167},[162],{"categories":4169},[162],{"categories":4171},[211],{"categories":4173},[162],{"categories":4175},[162],{"categories":4177},[162],{"categories":4179},[162],{"categories":4181},[162],{"categories":4183},[162],{"categories":4185},[116],{"categories":4187},[165],{"categories":4189},[116],{"categories":4191},[162,170],{"categories":4193},[],{"categories":4195},[254],{"categories":4197},[],{"categories":4199},[177],{"categories":4201},[162],{"categories":4203},[208],{"categories":4205},[165],{"categories":4207},[162],{"categories":4209},[165],{"categories":4211},[116],{"categories":4213},[211],{"categories":4215},[116],{"categories":4217},[116],{"categories":4219},[162],{"categories":4221},[162],{"categories":4223},[170],{"categories":4225},[116],{"categories":4227},[186],{"categories":4229},[283],{"categories":4231},[162],{"categories":4233},[],{"categories":4235},[208],{"categories":4237},[162],{"categories":4239},[162],{"categories":4241},[162],{"categories":4243},[162],{"categories":4245},[162],{"categories":4247},[162],{"categories":4249},[186],{"categories":4251},[208],{"categories":4253},[186],{"categories":4255},[186],{"categories":4257},[162],{"categories":4259},[162],{"categories":4261},[162],{"categories":4263},[435],{"categories":4265},[162],{"categories":4267},[116],{"categories":4269},[208],{"categories":4271},[162],{"categories":4273},[162],{"categories":4275},[162],{"categories":4277},[116],{"categories":4279},[162],{"categories":4281},[162],{"categories":4283},[162],{"categories":4285},[2986],{"categories":4287},[4288],"Clinical AI",{"categories":4290},[254],{"categories":4292},[162],{"categories":4294},[162],{"categories":4296},[162],{"categories":4298},[320],{"categories":4300},[2385],{"categories":4302},[162],{"categories":4304},[177],{"categories":4306},[162],{"categories":4308},[116],{"categories":4310},[162],{"categories":4312},[162],{"categories":4314},[208],{"categories":4316},[162],{"categories":4318},[116],{"categories":4320},[186],{"categories":4322},[283],{"categories":4324},[162],{"categories":4326},[162],{"categories":4328},[170],{"categories":4330},[162],{"categories":4332},[162],{"categories":4334},[546],{"categories":4336},[162],{"categories":4338},[],{"categories":4340},[162],{"categories":4342},[186],{"categories":4344},[165],{"categories":4346},[162],{"categories":4348},[],{"categories":4350},[],{"categories":4352},[162],{"categories":4354},[],{"categories":4356},[170],{"categories":4358},[162],{"categories":4360},[162],{"categories":4362},[116],{"categories":4364},[208],{"categories":4366},[208],{"categories":4368},[208],{"categories":4370},[208],{"categories":4372},[],{"categories":4374},[165],{"categories":4376},[116],{"categories":4378},[208],{"categories":4380},[162],{"categories":4382},[607],{"categories":4384},[177],{"categories":4386},[162],{"categories":4388},[165],{"categories":4390},[162],{"categories":4392},[116],{"categories":4394},[162],{"categories":4396},[162],{"categories":4398},[162,116],{"categories":4400},[116],{"categories":4402},[320],{"categories":4404},[208],{"categories":4406},[116],{"categories":4408},[208],{"categories":4410},[116],{"categories":4412},[162],{"categories":4414},[],{"categories":4416},[208],{"categories":4418},[283],{"categories":4420},[165],{"categories":4422},[162],{"categories":4424},[162],{"categories":4426},[],{"categories":4428},[186],{"categories":4430},[],{"categories":4432},[165],{"categories":4434},[116],{"categories":4436},[208],{"categories":4438},[162],{"categories":4440},[208],{"categories":4442},[165],{"categories":4444},[208],{"categories":4446},[208],{"categories":4448},[],{"categories":4450},[170],{"categories":4452},[116],{"categories":4454},[208],{"categories":4456},[208],{"categories":4458},[208],{"categories":4460},[208],{"categories":4462},[208],{"categories":4464},[208],{"categories":4466},[208],{"categories":4468},[208],{"categories":4470},[208],{"categories":4472},[208],{"categories":4474},[211],{"categories":4476},[165],{"categories":4478},[162],{"categories":4480},[162],{"categories":4482},[116],{"categories":4484},[116],{"categories":4486},[],{"categories":4488},[162],{"categories":4490},[162,165],{"categories":4492},[],{"categories":4494},[116],{"categories":4496},[162],{"categories":4498},[208],{"categories":4500},[116],{"categories":4502},[918],{"categories":4504},[162],{"categories":4506},[162],{"categories":4508},[162],{"categories":4510},[162],{"categories":4512},[162],{"categories":4514},[412],{"categories":4516},[162],{"categories":4518},[162],{"categories":4520},[116],{"categories":4522},[162],{"categories":4524},[170],{"categories":4526},[177],{"categories":4528},[116],{"categories":4530},[116],{"categories":4532},[],{"categories":4534},[116],{"categories":4536},[254],{"categories":4538},[208],{"categories":4540},[162],{"categories":4542},[],{"categories":4544},[177],{"categories":4546},[],{"categories":4548},[186],{"categories":4550},[116],{"categories":4552},[254],{"categories":4554},[162],{"categories":4556},[],{"categories":4558},[162],{"categories":4560},[],{"categories":4562},[283],{"categories":4564},[162],{"categories":4566},[],{"categories":4568},[],{"categories":4570},[208],{"categories":4572},[165],{"categories":4574},[162],{"categories":4576},[162],{"categories":4578},[170],{"categories":4580},[162],{"categories":4582},[162],{"categories":4584},[162],{"categories":4586},[170],{"categories":4588},[170],{"categories":4590},[254],{"categories":4592},[],{"categories":4594},[162],{"categories":4596},[208],{"categories":4598},[],{"categories":4600},[162],{"categories":4602},[162],{"categories":4604},[254],{"categories":4606},[162],{"categories":4608},[283],{"categories":4610},[162],{"categories":4612},[320],{"categories":4614},[],{"categories":4616},[116],{"categories":4618},[283],{"categories":4620},[186],{"categories":4622},[],{"categories":4624},[162],{"categories":4626},[],{"categories":4628},[116],{"categories":4630},[254],{"categories":4632},[186],{"categories":4634},[],{"categories":4636},[2986],{"categories":4638},[170],{"categories":4640},[165],{"categories":4642},[162],{"categories":4644},[211],{"categories":4646},[116],{"categories":4648},[254],{"categories":4650},[186],{"categories":4652},[],{"categories":4654},[],{"categories":4656},[162],{"categories":4658},[165],{"categories":4660},[162],{"categories":4662},[283],{"categories":4664},[],{"categories":4666},[116],{"categories":4668},[116],{"categories":4670},[162],{"categories":4672},[116],{"categories":4674},[162],{"categories":4676},[208],{"categories":4678},[186],{"categories":4680},[162],{"categories":4682},[116],{"categories":4684},[177],{"categories":4686},[162],{"categories":4688},[162],{"categories":4690},[116],{"categories":4692},[162],{"categories":4694},[177],{"categories":4696},[283],{"categories":4698},[208],{"categories":4700},[],{"categories":4702},[283],{"categories":4704},[162],{"categories":4706},[],{"categories":4708},[186],{"categories":4710},[116],{"categories":4712},[],{"categories":4714},[162],{"categories":4716},[162],{"categories":4718},[162],{"categories":4720},[162],{"categories":4722},[162],{"categories":4724},[116],{"categories":4726},[170],{"categories":4728},[165],{"categories":4730},[162],{"categories":4732},[254],{"categories":4734},[186],{"categories":4736},[186],{"categories":4738},[162],{"categories":4740},[211],{"categories":4742},[116],{"categories":4744},[162],{"categories":4746},[162],{"categories":4748},[116],{"categories":4750},[162],{"categories":4752},[170],{"categories":4754},[254],{"categories":4756},[186],{"categories":4758},[116],{"categories":4760},[162],{"categories":4762},[177],{"categories":4764},[162],{"categories":4766},[116],{"categories":4768},[162],{"categories":4770},[162],{"categories":4772},[208],{"categories":4774},[162],{"categories":4776},[],{"categories":4778},[165],{"categories":4780},[162],{"categories":4782},[162],{"categories":4784},[162],{"categories":4786},[186],{"categories":4788},[186],{"categories":4790},[162],{"categories":4792},[186],{"categories":4794},[162],{"categories":4796},[116],{"categories":4798},[162],{"categories":4800},[162],{"categories":4802},[162],{"categories":4804},[162],{"categories":4806},[162],{"categories":4808},[],{"categories":4810},[162],{"categories":4812},[254],{"categories":4814},[170],{"categories":4816},[208],{"categories":4818},[162],{"categories":4820},[116],{"categories":4822},[162],{"categories":4824},[116],{"categories":4826},[162],{"categories":4828},[162],{"categories":4830},[254],{"categories":4832},[116],{"categories":4834},[162],{"categories":4836},[283],{"categories":4838},[162],{"categories":4840},[211],{"categories":4842},[162],{"categories":4844},[162],{"categories":4846},[208],{"categories":4848},[162],{"categories":4850},[162],{"categories":4852},[162],{"categories":4854},[162],{"categories":4856},[116],{"categories":4858},[320],{"categories":4860},[162],{"categories":4862},[186],{"categories":4864},[116],{"categories":4866},[211],{"categories":4868},[],{"categories":4870},[116],{"categories":4872},[186],{"categories":4874},[162],{"categories":4876},[162],{"categories":4878},[2231],{"categories":4880},[254],{"categories":4882},[349],{"categories":4884},[162],{"categories":4886},[162],{"categories":4888},[162],{"categories":4890},[162],{"categories":4892},[165],{"categories":4894},[162],{"categories":4896},[162],{"categories":4898},[186],{"categories":4900},[170],{"categories":4902},[186],{"categories":4904},[162],{"categories":4906},[],{"categories":4908},[116],{"categories":4910},[116],{"categories":4912},[162],{"categories":4914},[162],{"categories":4916},[211],{"categories":4918},[],{"categories":4920},[208],{"categories":4922},[],{"categories":4924},[208],{"categories":4926},[162],{"categories":4928},[162],{"categories":4930},[116],{"categories":4932},[162],{"categories":4934},[116],{"categories":4936},[116],{"categories":4938},[],{"categories":4940},[208],{"categories":4942},[162],{"categories":4944},[],{"categories":4946},[162],{"categories":4948},[162],{"categories":4950},[],{"categories":4952},[162],{"categories":4954},[254],{"categories":4956},[186],{"categories":4958},[116],{"categories":4960},[162],{"categories":4962},[162],{"categories":4964},[162],{"categories":4966},[283],{"categories":4968},[162],{"categories":4970},[162],{"categories":4972},[162],{"categories":4974},[165],{"categories":4976},[162],{"categories":4978},[162],{"categories":4980},[],{"categories":4982},[162],{"categories":4984},[162],{"categories":4986},[],{"categories":4988},[165],{"categories":4990},[162],{"categories":4992},[208],{"categories":4994},[186],{"categories":4996},[177],{"categories":4998},[491],{"categories":5000},[162],{"categories":5002},[162],{"categories":5004},[162],{"categories":5006},[186],{"categories":5008},[208],{"categories":5010},[254],{"categories":5012},[162],{"categories":5014},[162],{"categories":5016},[162],{"categories":5018},[162],{"categories":5020},[208],{"categories":5022},[254],{"categories":5024},[162],{"categories":5026},[162],{"categories":5028},[208],{"categories":5030},[254],{"categories":5032},[162],{"categories":5034},[208],{"categories":5036},[162],{"categories":5038},[116],{"categories":5040},[116],{"categories":5042},[116],{"categories":5044},[186],{"categories":5046},[208],{"categories":5048},[116],{"categories":5050},[116],{"categories":5052},[162],{"categories":5054},[186],{"categories":5056},[254],{"categories":5058},[162],{"categories":5060},[162],{"categories":5062},[162],{"categories":5064},[],{"categories":5066},[116],{"categories":5068},[],{"categories":5070},[162],{"categories":5072},[162],{"categories":5074},[],{"categories":5076},[],{"categories":5078},[116],{"categories":5080},[170],{"categories":5082},[116],{"categories":5084},[5085],"Liability & Ethics",{"categories":5087},[162],{"categories":5089},[162],{"categories":5091},[116],{"categories":5093},[165],{"categories":5095},[116],{"categories":5097},[170],{"categories":5099},[283],{"categories":5101},[116],{"categories":5103},[162],{"categories":5105},[162],{"categories":5107},[],{"categories":5109},[582],{"categories":5111},[116],{"categories":5113},[],{"categories":5115},[162],{"categories":5117},[165],{"categories":5119},[116],{"categories":5121},[],{"categories":5123},[116],{"categories":5125},[162],{"categories":5127},[162],{"categories":5129},[186],{"categories":5131},[162],{"categories":5133},[208],{"categories":5135},[162],{"categories":5137},[162],{"categories":5139},[116],{"categories":5141},[162],{"categories":5143},[162],{"categories":5145},[162],{"categories":5147},[208],{"categories":5149},[116],{"categories":5151},[186],{"categories":5153},[254],{"categories":5155},[165],{"categories":5157},[162],{"categories":5159},[162],{"categories":5161},[],{"categories":5163},[116],{"categories":5165},[116],{"categories":5167},[116],{"categories":5169},[491],{"categories":5171},[254],{"categories":5173},[116],{"categories":5175},[320],{"categories":5177},[186],{"categories":5179},[208],{"categories":5181},[162],{"categories":5183},[254],{"categories":5185},[162],{"categories":5187},[165],{"categories":5189},[],{"categories":5191},[116],{"categories":5193},[162],{"categories":5195},[162],{"categories":5197},[162],{"categories":5199},[116],{"categories":5201},[162],{"categories":5203},[254],{"categories":5205},[],{"categories":5207},[116],{"categories":5209},[177],{"categories":5211},[208],{"categories":5213},[116],{"categories":5215},[170],{"categories":5217},[],{"categories":5219},[162],{"categories":5221},[162],{"categories":5223},[177],{"categories":5225},[162],{"categories":5227},[116],{"categories":5229},[208],{"categories":5231},[165],{"categories":5233},[320],{"categories":5235},[162],{"categories":5237},[162],{"categories":5239},[162],{"categories":5241},[208],{"categories":5243},[170],{"categories":5245},[162],{"categories":5247},[254],{"categories":5249},[208],{"categories":5251},[320],{"categories":5253},[162],{"categories":5255},[116],{"categories":5257},[],{"categories":5259},[546],{"categories":5261},[],{"categories":5263},[162],{"categories":5265},[320],{"categories":5267},[162],{"categories":5269},[211],{"categories":5271},[116],{"categories":5273},[116],{"categories":5275},[5276],"Design News & Tools",{"categories":5278},[162],{"categories":5280},[208],{"categories":5282},[162],{"categories":5284},[162],{"categories":5286},[165],{"categories":5288},[162],{"categories":5290},[254],{"categories":5292},[116],{"categories":5294},[116],{"categories":5296},[254],{"categories":5298},[162],{"categories":5300},[491],{"categories":5302},[116],{"categories":5304},[162],{"categories":5306},[162],{"categories":5308},[491],{"categories":5310},[162],{"categories":5312},[283],{"categories":5314},[162],{"categories":5316},[116],{"categories":5318},[],{"categories":5320},[162],{"categories":5322},[162],{"categories":5324},[162],{"categories":5326},[208],{"categories":5328},[165],{"categories":5330},[],{"categories":5332},[162],{"categories":5334},[162],{"categories":5336},[162],{"categories":5338},[186],{"categories":5340},[607],{"categories":5342},[186],{"categories":5344},[254],{"categories":5346},[162],{"categories":5348},[162,116],{"categories":5350},[283,170],{"categories":5352},[186],{"categories":5354},[162],{"categories":5356},[162],{"categories":5358},[162],{"categories":5360},[162],{"categories":5362},[],{"categories":5364},[116],{"categories":5366},[162],{"categories":5368},[],{"categories":5370},[162],{"categories":5372},[186],{"categories":5374},[162],{"categories":5376},[186],{"categories":5378},[],{"categories":5380},[116],{"categories":5382},[162],{"categories":5384},[170],{"categories":5386},[162],{"categories":5388},[208],{"categories":5390},[162],{"categories":5392},[],{"categories":5394},[116],{"categories":5396},[162],{"categories":5398},[],{"categories":5400},[254],{"categories":5402},[162],{"categories":5404},[162],{"categories":5406},[116],{"categories":5408},[162],{"categories":5410},[162],{"categories":5412},[165],{"categories":5414},[116],{"categories":5416},[162],{"categories":5418},[],{"categories":5420},[320],{"categories":5422},[283],{"categories":5424},[170],{"categories":5426},[170],{"categories":5428},[162],{"categories":5430},[165],{"categories":5432},[165],{"categories":5434},[162],{"categories":5436},[116],{"categories":5438},[162],{"categories":5440},[162],{"categories":5442},[162],{"categories":5444},[162],{"categories":5446},[186],{"categories":5448},[162],{"categories":5450},[165],{"categories":5452},[162],{"categories":5454},[116],{"categories":5456},[162],{"categories":5458},[283],{"categories":5460},[162],{"categories":5462},[208],{"categories":5464},[162],{"categories":5466},[162],{"categories":5468},[116],{"categories":5470},[162],{"categories":5472},[116],{"categories":5474},[],{"categories":5476},[186],{"categories":5478},[],{"categories":5480},[186],{"categories":5482},[116],{"categories":5484},[165],{"categories":5486},[],{"categories":5488},[211],{"categories":5490},[320],{"categories":5492},[162],{"categories":5494},[186],{"categories":5496},[162],{"categories":5498},[],{"categories":5500},[208],{"categories":5502},[116],{"categories":5504},[186],{"categories":5506},[254],{"categories":5508},[162],{"categories":5510},[162],{"categories":5512},[116],{"categories":5514},[186],{"categories":5516},[116],{"categories":5518},[208],{"categories":5520},[162],{"categories":5522},[177],{"categories":5524},[165],{"categories":5526},[177],{"categories":5528},[208],{"categories":5530},[162],{"categories":5532},[186],{"categories":5534},[162],{"categories":5536},[254],{"categories":5538},[170],{"categories":5540},[162],{"categories":5542},[162],{"categories":5544},[162],{"categories":5546},[162],{"categories":5548},[162],{"categories":5550},[162],{"categories":5552},[116],{"categories":5554},[162],{"categories":5556},[116],{"categories":5558},[162],{"categories":5560},[162],{"categories":5562},[165],{"categories":5564},[162],{"categories":5566},[116],{"categories":5568},[116],{"categories":5570},[254],{"categories":5572},[116],{"categories":5574},[116],{"categories":5576},[165],{"categories":5578},[116],{"categories":5580},[254],{"categories":5582},[],{"categories":5584},[162],{"categories":5586},[211],{"categories":5588},[491],{"categories":5590},[162],{"categories":5592},[162],{"categories":5594},[162],{"categories":5596},[186],{"categories":5598},[162],{"categories":5600},[],{"categories":5602},[162],{"categories":5604},[116],{"categories":5606},[162],{"categories":5608},[283],{"categories":5610},[162],{"categories":5612},[208],{"categories":5614},[116],{"categories":5616},[162],{"categories":5618},[283],{"categories":5620},[116],{"categories":5622},[170],{"categories":5624},[170],{"categories":5626},[162],{"categories":5628},[162],{"categories":5630},[162],{"categories":5632},[162],{"categories":5634},[162],{"categories":5636},[165],{"categories":5638},[],{"categories":5640},[162],{"categories":5642},[162],{"categories":5644},[116],{"categories":5646},[116],{"categories":5648},[162],{"categories":5650},[162],{"categories":5652},[162],{"categories":5654},[186],{"categories":5656},[],{"categories":5658},[165],{"categories":5660},[162],{"categories":5662},[162],{"categories":5664},[116],{"categories":5666},[116],{"categories":5668},[],{"categories":5670},[186],{"categories":5672},[186],{"categories":5674},[162],{"categories":5676},[283],{"categories":5678},[170],{"categories":5680},[254],{"categories":5682},[],{"categories":5684},[162],{"categories":5686},[116],{"categories":5688},[165],{"categories":5690},[162],{"categories":5692},[162],{"categories":5694},[186],{"categories":5696},[165],{"categories":5698},[162],{"categories":5700},[162],{"categories":5702},[208],{"categories":5704},[211],{"categories":5706},[208],{"categories":5708},[116],{"categories":5710},[162],{"categories":5712},[],{"categories":5714},[208],{"categories":5716},[116],{"categories":5718},[254],{"categories":5720},[211],{"categories":5722},[162],{"categories":5724},[162],{"categories":5726},[],{"categories":5728},[116],{"categories":5730},[116],{"categories":5732},[116],{"categories":5734},[2986],{"categories":5736},[208],{"categories":5738},[162],{"categories":5740},[186],{"categories":5742},[162],{"categories":5744},[162],{"categories":5746},[162],{"categories":5748},[162],{"categories":5750},[170],{"categories":5752},[162],{"categories":5754},[165],{"categories":5756},[1747],{"categories":5758},[320],{"categories":5760},[165],{"categories":5762},[],{"categories":5764},[162],{"categories":5766},[],{"categories":5768},[208],{"categories":5770},[116],{"categories":5772},[254],{"categories":5774},[162],{"categories":5776},[162],{"categories":5778},[208],{"categories":5780},[],{"categories":5782},[116],{"categories":5784},[116],{"categories":5786},[116],{"categories":5788},[],{"categories":5790},[162],{"categories":5792},[],{"categories":5794},[208],{"categories":5796},[165],{"categories":5798},[254],{"categories":5800},[162],{"categories":5802},[116],{"categories":5804},[208],{"categories":5806},[162],{"categories":5808},[208],{"categories":5810},[],{"categories":5812},[208],{"categories":5814},[165],{"categories":5816},[491],{"categories":5818},[116],{"categories":5820},[162],{"categories":5822},[],{"categories":5824},[186],{"categories":5826},[116],{"categories":5828},[177],{"categories":5830},[116],{"categories":5832},[165],{"categories":5834},[],{"categories":5836},[],{"categories":5838},[],{"categories":5840},[254],{"categories":5842},[116],{"categories":5844},[162],{"categories":5846},[162],{"categories":5848},[],{"categories":5850},[],{"categories":5852},[],{"categories":5854},[162],{"categories":5856},[254],{"categories":5858},[162],{"categories":5860},[],{"categories":5862},[116],{"categories":5864},[162],{"categories":5866},[162],{"categories":5868},[165],{"categories":5870},[],{"categories":5872},[],{"categories":5874},[162],{"categories":5876},[254],{"categories":5878},[162],{"categories":5880},[208],{"categories":5882},[],{"categories":5884},[162],{"categories":5886},[283],{"categories":5888},[208],{"categories":5890},[283],{"categories":5892},[211],{"categories":5894},[162],{"categories":5896},[162],{"categories":5898},[],{"categories":5900},[],{"categories":5902},[116],{"categories":5904},[],{"categories":5906},[162],{"categories":5908},[491],{"categories":5910},[162],{"categories":5912},[162],{"categories":5914},[162],{"categories":5916},[162],{"categories":5918},[],{"categories":5920},[116],{"categories":5922},[162],{"categories":5924},[162],{"categories":5926},[],{"categories":5928},[116],{"categories":5930},[162],{"categories":5932},[208],{"categories":5934},[162],{"categories":5936},[283],{"categories":5938},[170],{"categories":5940},[162],{"categories":5942},[162],{"categories":5944},[116],{"categories":5946},[211],{"categories":5948},[116],{"categories":5950},[116],{"categories":5952},[],{"categories":5954},[116],{"categories":5956},[],{"categories":5958},[162],{"categories":5960},[],{"categories":5962},[208],{"categories":5964},[170],{"categories":5966},[],{"categories":5968},[162],{"categories":5970},[162],{"categories":5972},[],{"categories":5974},[254],{"categories":5976},[165],{"categories":5978},[],{"categories":5980},[170],{"categories":5982},[283],{"categories":5984},[162],{"categories":5986},[186],{"categories":5988},[165],{"categories":5990},[211],{"categories":5992},[170],{"categories":5994},[186],{"categories":5996},[116],{"categories":5998},[186],{"categories":6000},[],{"categories":6002},[162],{"categories":6004},[177],{"categories":6006},[162],{"categories":6008},[],{"categories":6010},[116],{"categories":6012},[165],{"categories":6014},[254],{"categories":6016},[162],{"categories":6018},[165],{"categories":6020},[116],{"categories":6022},[320],{"categories":6024},[162],{"categories":6026},[162],{"categories":6028},[162],{"categories":6030},[165],{"categories":6032},[211],{"categories":6034},[116],{"categories":6036},[],{"categories":6038},[162],{"categories":6040},[162],{"categories":6042},[162],{"categories":6044},[186],{"categories":6046},[116],{"categories":6048},[208],{"categories":6050},[186],{"categories":6052},[162],{"categories":6054},[177],{"categories":6056},[],{"categories":6058},[254],{"categories":6060},[186],{"categories":6062},[208],{"categories":6064},[165],{"categories":6066},[116],{"categories":6068},[162],{"categories":6070},[162],{"categories":6072},[116],{"categories":6074},[177],{"categories":6076},[162],{"categories":6078},[116],{"categories":6080},[162],{"categories":6082},[170],{"categories":6084},[116],{"categories":6086},[116,320],{"categories":6088},[162],{"categories":6090},[162],{"categories":6092},[116],{"categories":6094},[186],{"categories":6096},[162],{"categories":6098},[162],{"categories":6100},[211],{"categories":6102},[116],{"categories":6104},[283],{"categories":6106},[116],{"categories":6108},[170],{"categories":6110},[],{"categories":6112},[116],{"categories":6114},[162],{"categories":6116},[170],{"categories":6118},[],{"categories":6120},[],{"categories":6122},[186],{"categories":6124},[162],{"categories":6126},[162],{"categories":6128},[116],{"categories":6130},[211],{"categories":6132},[283],{"categories":6134},[162],{"categories":6136},[162],{"categories":6138},[116],{"categories":6140},[],{"categories":6142},[116],{"categories":6144},[208],{"categories":6146},[116],{"categories":6148},[162],{"categories":6150},[],{"categories":6152},[208],{"categories":6154},[186],{"categories":6156},[2986],{"categories":6158},[165],{"categories":6160},[186],{"categories":6162},[162],{"categories":6164},[116],{"categories":6166},[162],{"categories":6168},[162],{"categories":6170},[283],{"categories":6172},[186],{"categories":6174},[],{"categories":6176},[208],{"categories":6178},[162],{"categories":6180},[],{"categories":6182},[116],{"categories":6184},[162],{"categories":6186},[162],{"categories":6188},[162],{"categories":6190},[162],{"categories":6192},[116],{"categories":6194},[162],{"categories":6196},[162],{"categories":6198},[177],{"categories":6200},[162],{"categories":6202},[116],{"categories":6204},[162],{"categories":6206},[162],{"categories":6208},[162],{"categories":6210},[162],{"categories":6212},[162],{"categories":6214},[162],{"categories":6216},[162],{"categories":6218},[170],{"categories":6220},[],{"categories":6222},[177],{"categories":6224},[208],{"categories":6226},[116],{"categories":6228},[162],{"categories":6230},[186],{"categories":6232},[],{"categories":6234},[186],{"categories":6236},[186],{"categories":6238},[116],{"categories":6240},[186],{"categories":6242},[162],{"categories":6244},[162],{"categories":6246},[162],{"categories":6248},[116],{"categories":6250},[186],{"categories":6252},[162],{"categories":6254},[162],{"categories":6256},[162],{"categories":6258},[116],{"categories":6260},[208],{"categories":6262},[162],{"categories":6264},[162],{"categories":6266},[162],{"categories":6268},[170],{"categories":6270},[162],{"categories":6272},[116],{"categories":6274},[254],{"categories":6276},[],{"categories":6278},[162],{"categories":6280},[211],{"categories":6282},[116],{"categories":6284},[162],{"categories":6286},[162],{"categories":6288},[],{"categories":6290},[162],{"categories":6292},[162],{"categories":6294},[208],{"categories":6296},[162],{"categories":6298},[162],{"categories":6300},[116],{"categories":6302},[283],{"categories":6304},[],{"categories":6306},[],{"categories":6308},[186],{"categories":6310},[162],{"categories":6312},[208],{"categories":6314},[162],{"categories":6316},[186],{"categories":6318},[208],{"categories":6320},[162],{"categories":6322},[283],{"categories":6324},[211],{"categories":6326},[162],{"categories":6328},[162],{"categories":6330},[165],{"categories":6332},[116],{"categories":6334},[162],{"categories":6336},[162],{"categories":6338},[116],{"categories":6340},[116],{"categories":6342},[162],{"categories":6344},[170],{"categories":6346},[],{"categories":6348},[211],{"categories":6350},[162],{"categories":6352},[],{"categories":6354},[208],{"categories":6356},[162],{"categories":6358},[211],{"categories":6360},[162],{"categories":6362},[186],{"categories":6364},[186],{"categories":6366},[186],{"categories":6368},[116],{"categories":6370},[116],{"categories":6372},[162],{"categories":6374},[116],{"categories":6376},[162],{"categories":6378},[162],{"categories":6380},[254],{"categories":6382},[211],{"categories":6384},[211],{"categories":6386},[],{"categories":6388},[208],{"categories":6390},[162],{"categories":6392},[162],{"categories":6394},[186],{"categories":6396},[],{"categories":6398},[208],{"categories":6400},[208],{"categories":6402},[208],{"categories":6404},[],{"categories":6406},[116],{"categories":6408},[162],{"categories":6410},[],{"categories":6412},[165],{"categories":6414},[170],{"categories":6416},[],{"categories":6418},[162],{"categories":6420},[162],{"categories":6422},[],{"categories":6424},[186],{"categories":6426},[],{"categories":6428},[],{"categories":6430},[],{"categories":6432},[],{"categories":6434},[162],{"categories":6436},[208],{"categories":6438},[],{"categories":6440},[],{"categories":6442},[162],{"categories":6444},[162],{"categories":6446},[162],{"categories":6448},[211],{"categories":6450},[162],{"categories":6452},[211],{"categories":6454},[],{"categories":6456},[211],{"categories":6458},[211],{"categories":6460},[320],{"categories":6462},[116],{"categories":6464},[186],{"categories":6466},[],{"categories":6468},[],{"categories":6470},[211],{"categories":6472},[186],{"categories":6474},[186],{"categories":6476},[186],{"categories":6478},[],{"categories":6480},[165],{"categories":6482},[186],{"categories":6484},[186],{"categories":6486},[165],{"categories":6488},[186],{"categories":6490},[170],{"categories":6492},[186],{"categories":6494},[186],{"categories":6496},[186],{"categories":6498},[211],{"categories":6500},[208],{"categories":6502},[208],{"categories":6504},[162],{"categories":6506},[186],{"categories":6508},[211],{"categories":6510},[320],{"categories":6512},[211],{"categories":6514},[211],{"categories":6516},[211],{"categories":6518},[],{"categories":6520},[170],{"categories":6522},[],{"categories":6524},[320],{"categories":6526},[186],{"categories":6528},[186],{"categories":6530},[186],{"categories":6532},[116],{"categories":6534},[208,170],{"categories":6536},[211],{"categories":6538},[],{"categories":6540},[],{"categories":6542},[211],{"categories":6544},[],{"categories":6546},[211],{"categories":6548},[208],{"categories":6550},[116],{"categories":6552},[],{"categories":6554},[186],{"categories":6556},[162],{"categories":6558},[254],{"categories":6560},[],{"categories":6562},[162],{"categories":6564},[],{"categories":6566},[208],{"categories":6568},[165],{"categories":6570},[211],{"categories":6572},[],{"categories":6574},[186],{"categories":6576},[208],[6578,6668,6768,6850],{"id":6579,"title":6580,"ai":6581,"body":6586,"categories":6634,"created_at":117,"date_modified":117,"description":105,"extension":118,"faq":117,"featured":119,"kicker_label":117,"meta":6635,"navigation":138,"path":6651,"published_at":6652,"question":117,"scraped_at":6653,"seo":6654,"sitemap":6655,"source_id":6656,"source_name":6657,"source_type":146,"source_url":6658,"stem":6659,"tags":6660,"thumbnail_url":6663,"tldr":6664,"tweet":6665,"unknown_tags":6666,"__hash__":6667},"summaries\u002Fsummaries\u002F43d1aa36fbef035a-the-economics-of-web-context-renting-vs-owning-for-summary.md","The Economics of Web Context: Renting vs. Owning for AI Agents",{"provider":7,"model":8,"input_tokens":6582,"output_tokens":6583,"processing_time_ms":6584,"cost_usd":6585},8622,823,4016,0.00339,{"type":14,"value":6587,"toc":6629},[6588,6592,6595,6599,6602,6605,6609],[17,6589,6591],{"id":6590},"the-shift-from-data-to-context","The Shift from Data to Context",[22,6593,6594],{},"AI agents are transforming the web from a static data source into a dynamic context engine. Unlike human search, which is often ad-hoc, agentic workflows require persistent, structured, and frequently updated information. Because web data decays rapidly—social media content becomes stale in under 24 hours, while finance and retail data often lose relevance within 30 days—context is not a one-time snapshot but an ongoing process.",[17,6596,6598],{"id":6597},"the-rent-vs-build-tipping-point","The Rent vs. Build Tipping Point",[22,6600,6601],{},"Teams typically rely on two \"rented\" approaches: general AI search (e.g., Exa, Tavily) or vertical Context-as-a-Service (CaaS) providers. While these are excellent for ad-hoc tasks, they suffer from \"frequency tax.\" Every repeated query incurs the same cost, even if the underlying data has not changed. This often forces engineers to cut corners—reducing query frequency, limiting result sets, or skipping tasks entirely to manage token and API costs.",[22,6603,6604],{},"In a controlled test involving 100 companies and 25 data fields, the author found that building a custom scraper pipeline (using tools like Scraper Studio) becomes more cost-effective than renting once a team exceeds approximately 15,000 queries. While the \"build\" path requires an upfront investment (estimated at $5,000 for a week of setup), it inverts the cost structure: retrieval becomes effectively free, allowing for unlimited re-queries and the integration of custom business logic.",[17,6606,6608],{"id":6607},"strategic-trade-offs","Strategic Trade-offs",[31,6610,6611,6617,6623],{},[34,6612,6613,6616],{},[37,6614,6615],{},"Coverage vs. Flexibility:"," Dedicated CaaS vendors often provide structured, high-quality data but are limited to their pre-indexed sets. If an agent asks a question outside that set, the vendor cannot provide an answer. General search engines offer broader coverage but require higher token usage to structure the unstructured results.",[34,6618,6619,6622],{},[37,6620,6621],{},"Compound Value:"," Rented context decays because you stop paying for it, and the value vanishes. Owned context compounds; once you have built the pipeline and the knowledge graph, the data remains accessible for future tasks, internal analysis, and long-term monitoring without recurring per-query fees.",[34,6624,6625,6628],{},[37,6626,6627],{},"Recommendation:"," Use rented AI search for ad-hoc, exploratory tasks where the cost of setup outweighs the frequency of the need. Transition to an owned pipeline for core business entities (e.g., prospect lists, market monitoring) where the frequency of access is high and the data requirements are consistent.",{"title":105,"searchDepth":106,"depth":106,"links":6630},[6631,6632,6633],{"id":6590,"depth":106,"text":6591},{"id":6597,"depth":106,"text":6598},{"id":6607,"depth":106,"text":6608},[116],{"content_references":6636,"triage":6649},[6637,6641,6644,6647],{"type":123,"title":6638,"url":6639,"context":6640},"Bright Data","https:\u002F\u002Fbrightdata.com","mentioned",{"type":123,"title":6642,"url":6643,"context":6640},"Exa","https:\u002F\u002Fexa.ai",{"type":123,"title":6645,"url":6646,"context":6640},"Tavily","https:\u002F\u002Ftavily.com",{"type":123,"title":6648,"context":126},"Scraper Studio",{"relevance":134,"novelty":135,"quality":135,"actionability":135,"composite":136,"reasoning":6650},"Category: AI Automation. The article discusses the economic implications of renting versus owning data pipelines for AI agents, addressing a specific pain point for product builders regarding cost-efficiency in AI workflows. It provides actionable insights on when to build versus rent, which is crucial for developers and founders looking to optimize their AI implementations.","\u002Fsummaries\u002F43d1aa36fbef035a-the-economics-of-web-context-renting-vs-owning-for-summary","2026-08-14 16:30:36","2026-08-15 03:10:22",{"title":6580,"description":105},{"loc":6651},"43d1aa36fbef035a","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Ot4OPrPH4xY","summaries\u002F43d1aa36fbef035a-the-economics-of-web-context-renting-vs-owning-for-summary",[6661,6662,150,153],"automation","saas","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FOt4OPrPH4xY\u002Fhqdefault.jpg","For high-frequency AI knowledge work, renting context via APIs becomes prohibitively expensive. Building an owned data pipeline often reaches a cost-efficiency tipping point at surprisingly low volumes (around 15,000 queries).","This presentation argues that for high-frequency AI agent tasks, \"Context-as-a-Service\" (CaaS) vendors often become cost-prohibitive compared to building a custom scraping pipeline. The speaker shares an internal test showing that once you exceed roughly 15,000 queries, the upfront cost of owning your data infrastructure pays for itself by eliminating the recurring costs of repeated API calls for identical, decaying web data.",[150,153],"LrAh5UlnXvFoO95KQtqOpbvu-MbxuNvrDaF8cGm8G2w",{"id":6669,"title":6670,"ai":6671,"body":6676,"categories":6739,"created_at":117,"date_modified":117,"description":105,"extension":118,"faq":117,"featured":119,"kicker_label":117,"meta":6740,"navigation":138,"path":6752,"published_at":6753,"question":117,"scraped_at":6754,"seo":6755,"sitemap":6756,"source_id":6757,"source_name":145,"source_type":146,"source_url":6758,"stem":6759,"tags":6760,"thumbnail_url":6763,"tldr":6764,"tweet":6765,"unknown_tags":6766,"__hash__":6767},"summaries\u002Fsummaries\u002F94ee5e851eb08b9a-building-ai-agents-with-looker-and-mcp-summary.md","Building AI Agents with Looker and MCP",{"provider":7,"model":8,"input_tokens":6672,"output_tokens":6673,"processing_time_ms":6674,"cost_usd":6675},4968,595,3080,0.0021345,{"type":14,"value":6677,"toc":6734},[6678,6682,6685,6689,6692,6724,6728],[17,6679,6681],{"id":6680},"grounding-agents-with-looker-and-mcp","Grounding Agents with Looker and MCP",[22,6683,6684],{},"Connecting Large Language Models (LLMs) to enterprise data requires more than just a generic integration; it requires well-defined capabilities. By using the Agent Development Kit (ADK) and the Model Context Protocol (MCP), developers can create agents that interact directly with Looker’s data modeling, governance, and visualization layers. This approach allows the agent to translate natural language prompts into specific, actionable data requests.",[17,6686,6688],{"id":6687},"configuration-and-implementation","Configuration and Implementation",[22,6690,6691],{},"The process of building an agent involves three primary technical components:",[31,6693,6694,6700,6714],{},[34,6695,6696,6699],{},[37,6697,6698],{},"Credential Management:"," Secure your Looker API client ID and client secret as environment variables. These are essential for the MCP server to authenticate and act on your behalf within the Looker instance.",[34,6701,6702,6709,6710,6713],{},[37,6703,6704,6705,6708],{},"Tool Definition (",[96,6706,6707],{},"tools.yaml","):"," This file acts as the configuration layer for your agent's capabilities. You define the Looker source (base URL and credentials) and specify which tools the agent can access. For example, defining a ",[96,6711,6712],{},"get_connections"," tool allows the agent to fetch database metadata. The LLM uses the provided descriptions in this file to determine which tool to invoke based on user prompts.",[34,6715,6716,6719,6720,6723],{},[37,6717,6718],{},"Agent Initialization:"," Using the ADK, you define a root agent in Python that imports the necessary MCP toolsets and server parameters. The agent is then launched via ",[96,6721,6722],{},"adk web",", which provides a local interface to test and interact with the agent.",[17,6725,6727],{"id":6726},"iterative-development","Iterative Development",[22,6729,6730,6731,6733],{},"A key advantage of this architecture is the ability to easily expand agent capabilities. By modifying the ",[96,6732,6707],{}," file to include additional Looker-specific tools—such as those for retrieving dashboards, looks, or explores—and restarting the local application, the agent immediately gains new functionality. This modular approach allows developers to scale from a single-tool agent to a complex system capable of performing tasks like health analysis or data exploration without rewriting the core agent logic.",{"title":105,"searchDepth":106,"depth":106,"links":6735},[6736,6737,6738],{"id":6680,"depth":106,"text":6681},{"id":6687,"depth":106,"text":6688},{"id":6726,"depth":106,"text":6727},[116],{"content_references":6741,"triage":6749},[6742,6744,6747],{"type":123,"title":6743,"context":126},"Agent Development Kit (ADK)",{"type":123,"title":6745,"url":6746,"context":126},"Model Context Protocol (MCP)","https:\u002F\u002Fgoo.gle\u002F4uHIS4d",{"type":123,"title":6748,"context":6640},"Looker",{"relevance":134,"novelty":135,"quality":135,"actionability":134,"composite":6750,"reasoning":6751},4.55,"Category: AI & LLMs. The article provides a detailed guide on building AI agents using Looker and MCP, addressing practical implementation steps that developers can follow. It includes specific technical components like credential management and tool definition, making it immediately actionable for the target audience.","\u002Fsummaries\u002F94ee5e851eb08b9a-building-ai-agents-with-looker-and-mcp-summary","2026-06-11 19:00:06","2026-06-12 12:56:57",{"title":6670,"description":105},{"loc":6752},"94ee5e851eb08b9a","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=yeRvxe7MRj4","summaries\u002F94ee5e851eb08b9a-building-ai-agents-with-looker-and-mcp-summary",[6761,150,6762,152],"python","looker","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FyeRvxe7MRj4\u002Fhqdefault.jpg","Learn how to ground AI agents in enterprise data by connecting them to Looker using the Agent Development Kit (ADK) and the Model Context Protocol (MCP).","This is a technical walkthrough for connecting [Looker](https:\u002F\u002Flooker.com) to an AI agent using the Agent Development Kit (ADK) and the [Model Context Protocol (MCP)](https:\u002F\u002Fgoo.gle\u002F4uHIS4d). The video covers the boilerplate setup, including credential management, environment configuration, and defining tool capabilities via a `tools.yaml` file to allow an LLM to query your data instance.",[150,6762,152],"q-_3sigU3ANyCUEnCdxthwQEQj0BBYuANz_E00LW0_Y",{"id":6769,"title":6770,"ai":6771,"body":6776,"categories":6817,"created_at":117,"date_modified":117,"description":105,"extension":118,"faq":117,"featured":119,"kicker_label":117,"meta":6818,"navigation":138,"path":6834,"published_at":6835,"question":117,"scraped_at":6836,"seo":6837,"sitemap":6838,"source_id":6839,"source_name":6840,"source_type":6841,"source_url":6842,"stem":6843,"tags":6844,"thumbnail_url":117,"tldr":6847,"tweet":117,"unknown_tags":6848,"__hash__":6849},"summaries\u002Fsummaries\u002Fa14fbb4ebbc21a42-building-a-policy-driven-multi-agent-inventory-pip-summary.md","Building a Policy-Driven Multi-Agent Inventory Pipeline",{"provider":7,"model":8,"input_tokens":6772,"output_tokens":6773,"processing_time_ms":6774,"cost_usd":6775},7745,749,3682,0.00305975,{"type":14,"value":6777,"toc":6811},[6778,6782,6785,6789,6797,6801,6804,6808],[17,6779,6781],{"id":6780},"deterministic-policy-vs-agentic-judgment","Deterministic Policy vs. Agentic Judgment",[22,6783,6784],{},"To build production-ready AI systems, the author advocates for a strict architectural split: deterministic rules handle the \"boring\" majority of operations, while LLMs are reserved exclusively for cases requiring judgment. In an inventory pipeline, standard tasks like VIP preemption (reclaiming reserved stock from standard orders) are defined in YAML. These rules execute with zero LLM calls, ensuring consistency and reliability. The LLM is only invoked when rules fail—specifically, when demand cannot be met and the system must decide how much stock to reorder or how to brief a manager.",[17,6786,6788],{"id":6787},"the-role-of-ontology-in-routing","The Role of Ontology in Routing",[22,6790,6791,6792,6796],{},"Instead of coupling inventory logic directly to the MCP trigger, the system uses an ontology layer to define routing strategy. The shortage calculation is treated as a data-access helper, while the ",[6793,6794,6795],"em",{},"decision"," to act on that shortage belongs to an Inventory Agent. This keeps the YAML rules clean and focused on strategy rather than complex mathematical aggregation. The agentic workflow follows a clear pattern: detect the gap, judge the replenishment quantity, and execute the write-back to the ERP (Odoo).",[17,6798,6800],{"id":6799},"managing-token-costs-and-tool-selection","Managing Token Costs and Tool Selection",[22,6802,6803],{},"Large tool catalogs often degrade LLM performance and increase token costs due to the \"schema tax\" of loading tool definitions into the context window. By using a policy-driven dispatch, the model is never presented with a sprawling menu of tools. Instead, the deterministic engine routes the request to a specific agent, which only exposes the tools necessary for its narrow domain. This approach ensures that token spend scales with the number of actual decisions made, rather than the number of operations performed or tools connected.",[17,6805,6807],{"id":6806},"fail-safe-design","Fail-Safe Design",[22,6809,6810],{},"Every agentic judgment is boxed by deterministic constraints. For replenishment, the system calculates a \"fallback floor\"—a safety buffer—ensuring that if the LLM fails or produces an outlier, the system defaults to a safe, deterministic reorder quantity. Similarly, briefings are generated via templates if the model is unavailable, ensuring that human stakeholders always receive actionable information regardless of model performance.",{"title":105,"searchDepth":106,"depth":106,"links":6812},[6813,6814,6815,6816],{"id":6780,"depth":106,"text":6781},{"id":6787,"depth":106,"text":6788},{"id":6799,"depth":106,"text":6800},{"id":6806,"depth":106,"text":6807},[116],{"content_references":6819,"triage":6832},[6820,6823,6826,6829],{"type":123,"title":6821,"url":6822,"context":6640},"Odoo","https:\u002F\u002Fwww.odoo.com\u002F",{"type":123,"title":6824,"url":6825,"context":6640},"MCP (Model Context Protocol)","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"type":6827,"title":6828,"context":6640},"other","OOSDK",{"type":6827,"title":6830,"url":6831,"context":6640},"SunnyLab TV","https:\u002F\u002Fyoutu.be\u002FH5jiVbWv43Y",{"relevance":134,"novelty":135,"quality":135,"actionability":135,"composite":136,"reasoning":6833},"Category: AI Automation. The article provides a detailed approach to building a multi-agent inventory pipeline using deterministic policies and LLMs, addressing practical applications for AI-powered product builders. It offers actionable insights on managing token costs and structuring workflows, which are relevant to the audience's needs.","\u002Fsummaries\u002Fa14fbb4ebbc21a42-building-a-policy-driven-multi-agent-inventory-pip-summary","2026-06-05 15:56:28","2026-06-06 16:11:35",{"title":6770,"description":105},{"loc":6834},"a14fbb4ebbc21a42","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fhow-i-built-a-multi-agent-ai-inventory-pipeline-with-mcp-and-ontology-vip-preemption-as-yaml-94e0002f740e?source=rss----5517fd7b58a6---4","summaries\u002Fa14fbb4ebbc21a42-building-a-policy-driven-multi-agent-inventory-pip-summary",[150,152,6845,6846],"inventory-management","llm-orchestration","By using a deterministic YAML-based engine for policy and reserving LLM calls only for genuine judgment, you can build reliable AI-powered inventory systems that avoid non-determinism and minimize token bloat.",[150,152,6845,6846],"8j_S42WhMOU0qYxfcGASqiRk8U3umW2EW8tRUJs3xnc",{"id":6851,"title":6852,"ai":6853,"body":6858,"categories":6923,"created_at":117,"date_modified":117,"description":105,"extension":118,"faq":117,"featured":119,"kicker_label":117,"meta":6924,"navigation":138,"path":6937,"published_at":6938,"question":117,"scraped_at":6939,"seo":6940,"sitemap":6941,"source_id":6942,"source_name":145,"source_type":146,"source_url":6943,"stem":6944,"tags":6945,"thumbnail_url":6947,"tldr":6948,"tweet":6949,"unknown_tags":6950,"__hash__":6951},"summaries\u002Fsummaries\u002Fffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary.md","Building Multi-Agent Systems with Google Cloud and MCP",{"provider":7,"model":8,"input_tokens":6854,"output_tokens":6855,"processing_time_ms":6856,"cost_usd":6857},5318,724,3725,0.0024155,{"type":14,"value":6859,"toc":6918},[6860,6864,6867,6887,6891,6894,6897,6911,6915],[17,6861,6863],{"id":6862},"architecture-for-scalable-agentic-workflows","Architecture for Scalable Agentic Workflows",[22,6865,6866],{},"The system replaces manual project vetting with an automated pipeline that enriches incoming requests with risk scores, resource availability, and historical analysis. The architecture is built on three distinct layers:",[31,6868,6869,6875,6881],{},[34,6870,6871,6874],{},[37,6872,6873],{},"Interface Layer:"," Asana serves as the human-facing input. A form submission triggers a webhook that initiates the entire processing chain.",[34,6876,6877,6880],{},[37,6878,6879],{},"Orchestration Layer:"," A central orchestrator built with the Google Agent Development Kit (ADK) manages the workflow. ADK simplifies agent development by handling session state, tool dispatching, and Gemini API integration, allowing the developer to define agent behavior through simple class-based instructions.",[34,6882,6883,6886],{},[37,6884,6885],{},"Specialist Agent Layer:"," Four independent agents (Risk Scorer, Resource Advisor, Asana Context, and BigQuery Analyst) execute tasks. These agents run as individual Cloud Run containers, which scale to zero when idle, ensuring cost-efficiency by charging only per request.",[17,6888,6890],{"id":6889},"leveraging-open-standards-and-parallel-execution","Leveraging Open Standards and Parallel Execution",[22,6892,6893],{},"The system utilizes the Agent-to-Agent (A2A) protocol to decouple the orchestrator from the specialist agents. The orchestrator does not need to understand the internal logic of each specialist; it simply dispatches tasks to specific URLs and waits for results. This modularity allows for swapping or updating agents without modifying the orchestrator code.",[22,6895,6896],{},"To avoid the limitations of static data injection (which risks context window overflow and stale data), the system uses the Model Context Protocol (MCP) to connect agents directly to live data sources:",[31,6898,6899,6905],{},[34,6900,6901,6904],{},[37,6902,6903],{},"BigQuery Integration:"," The BigQuery agent dynamically generates SQL at runtime to query historical project data, enabling pattern recognition across years of enterprise records.",[34,6906,6907,6910],{},[37,6908,6909],{},"Live Work Graph:"," The Asana MCP server allows agents to query live workspace context, such as current team task loads and overlapping project timelines, ensuring decisions are based on real-time data rather than snapshots.",[17,6912,6914],{"id":6913},"observability-and-security","Observability and Security",[22,6916,6917],{},"By deploying agents as containerized services on Google Cloud, the system benefits from native integration with Google Cloud Logging. Every step—including agent payloads, tool calls, and inter-agent communication—is traceable. Security is maintained through the use of Application Default Credentials and Secret Manager, ensuring that agents interact with enterprise data sources securely without hardcoding sensitive information.",{"title":105,"searchDepth":106,"depth":106,"links":6919},[6920,6921,6922],{"id":6862,"depth":106,"text":6863},{"id":6889,"depth":106,"text":6890},{"id":6913,"depth":106,"text":6914},[116],{"content_references":6925,"triage":6935},[6926,6928,6929,6931,6933],{"type":123,"title":6927,"context":126},"Google Agent Development Kit (ADK)",{"type":123,"title":6745,"context":126},{"type":123,"title":6930,"context":126},"Google Cloud Run",{"type":123,"title":6932,"context":126},"BigQuery",{"type":123,"title":6934,"context":126},"Asana",{"relevance":134,"novelty":135,"quality":135,"actionability":135,"composite":136,"reasoning":6936},"Category: AI Automation. The article provides a detailed architecture for building multi-agent systems using Google Cloud, addressing practical applications of automation in project intake processes. It outlines specific components like the Google Agent Development Kit and Cloud Run, which are directly applicable for developers looking to implement similar systems.","\u002Fsummaries\u002Fffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary","2026-06-02 04:00:01","2026-06-06 16:11:12",{"title":6852,"description":105},{"loc":6937},"ffc0c970c8c73d52","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=okx6dUzDPRY","summaries\u002Fffc0c970c8c73d52-building-multi-agent-systems-with-google-cloud-and-summary",[6661,150,6946,152],"google-cloud","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fokx6dUzDPRY\u002Fhqdefault.jpg","Automate project intake by using a multi-agent architecture that leverages Google ADK, MCP, and Cloud Run to perform real-time risk assessment and resource analysis.","This video is a technical walkthrough of a multi-agent system that automates project intake by connecting [Asana](https:\u002F\u002Fasana.com) to [Google Cloud](https:\u002F\u002Fcloud.google.com) services. The presenter demonstrates how to use the [Agent Development Kit](https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fagent-development-kit) to orchestrate specialist agents that query [BigQuery](https:\u002F\u002Fcloud.google.com\u002Fbigquery) and live workspace data via [Model Context Protocol](https:\u002F\u002Fmodelcontextprotocol.io) servers.",[150,6946,152],"yEgyOsOmpvbzb38fwQAnFWRszIdbj4JZ25tOd1Gc328"]