[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-f6b8b2f0ad2f4d14-building-a-qwenpaw-agent-workspace-in-google-colab-summary":3,"summaries-facets-categories":102,"summary-related-f6b8b2f0ad2f4d14-building-a-qwenpaw-agent-workspace-in-google-colab-summary":5676},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":84,"path":85,"published_at":86,"question":65,"scraped_at":86,"seo":87,"sitemap":88,"source_id":89,"source_name":90,"source_type":91,"source_url":92,"stem":93,"tags":94,"thumbnail_url":65,"tldr":99,"tweet":65,"unknown_tags":100,"__hash__":101},"summaries\u002Fsummaries\u002Ff6b8b2f0ad2f4d14-building-a-qwenpaw-agent-workspace-in-google-colab-summary.md","Building a QwenPaw Agent Workspace in Google Colab",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",11178,577,3027,0.00366,{"type":14,"value":15,"toc":56},"minimark",[16,21,30,34,45,49],[17,18,20],"h2",{"id":19},"setting-up-the-qwenpaw-environment","Setting Up the QwenPaw Environment",[22,23,24,25,29],"p",{},"The tutorial provides a reproducible framework for initializing QwenPaw within a Google Colab environment. The setup process automates directory creation, environment variable configuration (including authentication and logging levels), and dependency management. A key feature is the use of ",[26,27,28],"code",{},"colab_secret_or_env"," to securely handle API keys from providers like OpenAI, OpenRouter, DashScope, DeepSeek, and Gemini, allowing the agent to adapt to available credentials without hardcoding secrets.",[17,31,33],{"id":32},"configuring-agents-and-custom-skills","Configuring Agents and Custom Skills",[22,35,36,37,40,41,44],{},"The workflow demonstrates how to define an agent profile with specific capabilities, including console access, memory support, and tool guarding. Developers can extend the agent's functionality by creating custom skills; the article provides a concrete example of a ",[26,38,39],{},"research_brief"," skill. This skill uses a structured ",[26,42,43],{},"SKILL.md"," file to guide the agent through a formal research procedure—from identifying constraints to separating verified facts from inference—ensuring consistent, high-quality outputs for complex tasks.",[17,46,48],{"id":47},"api-integration-and-remote-access","API Integration and Remote Access",[22,50,51,52,55],{},"Beyond the interactive web console, the tutorial implements a streaming REST API client. This allows users to programmatically interact with the agent via the ",[26,53,54],{},"\u002Fapi\u002Fconsole\u002Fchat"," endpoint, enabling automated testing and integration into larger pipelines. To facilitate remote access, the setup includes a mechanism to expose the local QwenPaw console via a Cloudflare tunnel, providing a temporary public URL for external interaction with the Colab-hosted agent.",{"title":57,"searchDepth":58,"depth":58,"links":59},"",2,[60,61,62],{"id":19,"depth":58,"text":20},{"id":32,"depth":58,"text":33},{"id":47,"depth":58,"text":48},[64],"AI Automation",null,"md",false,{"content_references":69,"triage":79},[70,75],{"type":71,"title":72,"url":73,"context":74},"tool","QwenPaw","https:\u002F\u002Fgithub.com\u002Fagentscope-ai\u002FQwenPaw","recommended",{"type":76,"title":77,"url":78,"context":74},"other","QwenPaw Colab Tutorial Notebook","https:\u002F\u002Fgithub.com\u002FMARKTECHPOST-AI-MEDIA-INC\u002FAI-Agents-Projects-Tutorials\u002Fblob\u002Fmain\u002FAgentic%20AI%20Codes\u002Fqwenpaw_agent_workspace_tutorial_Marktechpost.ipynb",{"relevance":80,"novelty":81,"quality":81,"actionability":80,"composite":82,"reasoning":83},5,4,4.55,"Category: AI Automation. The article provides a detailed, practical guide for setting up an AI agent workspace, addressing specific pain points for developers looking to integrate AI into their products. It includes actionable steps for configuring agents and custom skills, making it highly relevant and immediately applicable.",true,"\u002Fsummaries\u002Ff6b8b2f0ad2f4d14-building-a-qwenpaw-agent-workspace-in-google-colab-summary","2026-06-14 12:56:27",{"title":5,"description":57},{"loc":85},"f6b8b2f0ad2f4d14","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F13\u002Fhow-to-build-a-qwenpaw-agent-workspace-with-custom-skills-model-providers-console-access-and-streaming-api-testing\u002F","summaries\u002Ff6b8b2f0ad2f4d14-building-a-qwenpaw-agent-workspace-in-google-colab-summary",[95,96,97,98],"python","automation","ai-agents","colab","A practical guide to deploying QwenPaw in Google Colab, featuring automated model provider configuration, custom skill development, and streaming API integration for agentic workflows.",[97,98],"FGhAQ6Uf6Xg73hF0ri2d3JwRewVCk1YwTqCfA8S0M-s",[103,106,109,112,114,117,119,121,124,126,128,130,132,135,137,139,141,143,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,183,186,188,190,192,194,196,198,200,202,204,206,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,240,242,244,246,248,250,252,254,256,258,260,262,264,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,326,328,330,332,334,336,338,340,342,344,347,349,351,353,355,357,359,361,363,365,367,369,372,374,376,378,380,382,384,386,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,438,440,442,445,447,449,451,453,455,457,459,461,463,465,467,469,471,474,476,478,480,482,484,486,488,490,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,732,734,736,738,741,743,745,747,749,751,753,755,757,759,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674],{"categories":104},[105],"Developer Productivity",{"categories":107},[108],"Business & SaaS",{"categories":110},[111],"AI & LLMs",{"categories":113},[64],{"categories":115},[116],"Product Strategy",{"categories":118},[111],{"categories":120},[105],{"categories":122},[123],"Software Engineering",{"categories":125},[111],{"categories":127},[108],{"categories":129},[],{"categories":131},[111],{"categories":133},[134],"Inference & Serving",{"categories":136},[111],{"categories":138},[111],{"categories":140},[64],{"categories":142},[],{"categories":144},[145],"AI News & Trends",{"categories":147},[64],{"categories":149},[111],{"categories":151},[108],{"categories":153},[111],{"categories":155},[64],{"categories":157},[145],{"categories":159},[64],{"categories":161},[64],{"categories":163},[111],{"categories":165},[64],{"categories":167},[111],{"categories":169},[111],{"categories":171},[111],{"categories":173},[145],{"categories":175},[111],{"categories":177},[111],{"categories":179},[],{"categories":181},[182],"Design & Frontend",{"categories":184},[185],"Data Science & Visualization",{"categories":187},[145],{"categories":189},[111],{"categories":191},[111],{"categories":193},[],{"categories":195},[111],{"categories":197},[64],{"categories":199},[123],{"categories":201},[111],{"categories":203},[64],{"categories":205},[111],{"categories":207},[208],"Marketing & Growth",{"categories":210},[182],{"categories":212},[111],{"categories":214},[64],{"categories":216},[111],{"categories":218},[],{"categories":220},[],{"categories":222},[182],{"categories":224},[111],{"categories":226},[64],{"categories":228},[105],{"categories":230},[123],{"categories":232},[182],{"categories":234},[111],{"categories":236},[123],{"categories":238},[239],"DevOps & Cloud",{"categories":241},[64],{"categories":243},[116],{"categories":245},[145],{"categories":247},[111],{"categories":249},[],{"categories":251},[111],{"categories":253},[],{"categories":255},[64],{"categories":257},[123],{"categories":259},[],{"categories":261},[123],{"categories":263},[111],{"categories":265},[266],"Governance & Standards",{"categories":268},[108],{"categories":270},[],{"categories":272},[],{"categories":274},[111],{"categories":276},[111],{"categories":278},[64],{"categories":280},[111],{"categories":282},[111],{"categories":284},[64],{"categories":286},[111],{"categories":288},[111],{"categories":290},[111],{"categories":292},[],{"categories":294},[123],{"categories":296},[],{"categories":298},[],{"categories":300},[123],{"categories":302},[],{"categories":304},[123],{"categories":306},[111],{"categories":308},[111],{"categories":310},[208],{"categories":312},[111],{"categories":314},[182],{"categories":316},[182],{"categories":318},[111],{"categories":320},[123],{"categories":322},[64],{"categories":324},[325],"GovTech & Public-Sector Adoption",{"categories":327},[123],{"categories":329},[111],{"categories":331},[111],{"categories":333},[64],{"categories":335},[64],{"categories":337},[185],{"categories":339},[111],{"categories":341},[145],{"categories":343},[64],{"categories":345},[346],"Legal AI Tools",{"categories":348},[64],{"categories":350},[208],{"categories":352},[64],{"categories":354},[116],{"categories":356},[123],{"categories":358},[325],{"categories":360},[],{"categories":362},[64],{"categories":364},[],{"categories":366},[64],{"categories":368},[64],{"categories":370},[371],"RAG & Retrieval",{"categories":373},[108],{"categories":375},[111],{"categories":377},[123],{"categories":379},[239],{"categories":381},[182],{"categories":383},[111],{"categories":385},[],{"categories":387},[388],"Agents & Orchestration",{"categories":390},[123],{"categories":392},[111],{"categories":394},[],{"categories":396},[64],{"categories":398},[108],{"categories":400},[],{"categories":402},[111],{"categories":404},[],{"categories":406},[105],{"categories":408},[123],{"categories":410},[108],{"categories":412},[111],{"categories":414},[111],{"categories":416},[145],{"categories":418},[111],{"categories":420},[],{"categories":422},[111],{"categories":424},[],{"categories":426},[123],{"categories":428},[185],{"categories":430},[],{"categories":432},[111],{"categories":434},[182],{"categories":436},[437],"Models & Frontier Labs",{"categories":439},[],{"categories":441},[182],{"categories":443},[444],"Regulation & Governance of AI",{"categories":446},[64],{"categories":448},[],{"categories":450},[111],{"categories":452},[111],{"categories":454},[64],{"categories":456},[145],{"categories":458},[108],{"categories":460},[111],{"categories":462},[],{"categories":464},[123],{"categories":466},[64],{"categories":468},[111],{"categories":470},[116],{"categories":472},[473],"AI Policy & Regulation",{"categories":475},[],{"categories":477},[111],{"categories":479},[116],{"categories":481},[64],{"categories":483},[111],{"categories":485},[64],{"categories":487},[],{"categories":489},[185],{"categories":491},[492],"Evals & Reliability",{"categories":494},[111],{"categories":496},[],{"categories":498},[105],{"categories":500},[325],{"categories":502},[473],{"categories":504},[111],{"categories":506},[108],{"categories":508},[111],{"categories":510},[64],{"categories":512},[111],{"categories":514},[64],{"categories":516},[388],{"categories":518},[111],{"categories":520},[123],{"categories":522},[111],{"categories":524},[],{"categories":526},[],{"categories":528},[111],{"categories":530},[325],{"categories":532},[111],{"categories":534},[111],{"categories":536},[],{"categories":538},[182],{"categories":540},[],{"categories":542},[111],{"categories":544},[],{"categories":546},[64],{"categories":548},[111],{"categories":550},[182],{"categories":552},[],{"categories":554},[111],{"categories":556},[64],{"categories":558},[111],{"categories":560},[108],{"categories":562},[64],{"categories":564},[111],{"categories":566},[111],{"categories":568},[123],{"categories":570},[182],{"categories":572},[64],{"categories":574},[],{"categories":576},[123],{"categories":578},[64],{"categories":580},[],{"categories":582},[145],{"categories":584},[],{"categories":586},[111],{"categories":588},[111],{"categories":590},[108,208],{"categories":592},[],{"categories":594},[111],{"categories":596},[111],{"categories":598},[64],{"categories":600},[],{"categories":602},[],{"categories":604},[111],{"categories":606},[182],{"categories":608},[111],{"categories":610},[],{"categories":612},[111],{"categories":614},[239],{"categories":616},[],{"categories":618},[64],{"categories":620},[145],{"categories":622},[111],{"categories":624},[182],{"categories":626},[],{"categories":628},[145],{"categories":630},[111],{"categories":632},[134],{"categories":634},[111],{"categories":636},[64],{"categories":638},[145],{"categories":640},[437],{"categories":642},[111],{"categories":644},[208],{"categories":646},[],{"categories":648},[64],{"categories":650},[108],{"categories":652},[123],{"categories":654},[111],{"categories":656},[64],{"categories":658},[],{"categories":660},[111,239],{"categories":662},[111],{"categories":664},[111],{"categories":666},[111],{"categories":668},[64],{"categories":670},[111,123],{"categories":672},[185],{"categories":674},[111],{"categories":676},[111],{"categories":678},[123],{"categories":680},[64],{"categories":682},[473],{"categories":684},[208],{"categories":686},[111],{"categories":688},[64],{"categories":690},[111],{"categories":692},[111],{"categories":694},[64],{"categories":696},[],{"categories":698},[111],{"categories":700},[64],{"categories":702},[111],{"categories":704},[111,108],{"categories":706},[108],{"categories":708},[],{"categories":710},[182],{"categories":712},[182],{"categories":714},[111],{"categories":716},[],{"categories":718},[],{"categories":720},[145],{"categories":722},[],{"categories":724},[105],{"categories":726},[111],{"categories":728},[123],{"categories":730},[731],"Generative UI & Design-to-Code",{"categories":733},[111],{"categories":735},[182],{"categories":737},[111],{"categories":739},[740],"Algorithmic Accountability",{"categories":742},[64],{"categories":744},[123],{"categories":746},[145],{"categories":748},[182],{"categories":750},[],{"categories":752},[111],{"categories":754},[111],{"categories":756},[111],{"categories":758},[64],{"categories":760},[761],"MLOps & Infrastructure",{"categories":763},[111],{"categories":765},[111],{"categories":767},[111],{"categories":769},[111],{"categories":771},[145],{"categories":773},[105],{"categories":775},[111],{"categories":777},[64],{"categories":779},[239],{"categories":781},[111],{"categories":783},[182],{"categories":785},[111],{"categories":787},[64],{"categories":789},[],{"categories":791},[],{"categories":793},[134],{"categories":795},[182],{"categories":797},[145],{"categories":799},[185],{"categories":801},[],{"categories":803},[111],{"categories":805},[111],{"categories":807},[108],{"categories":809},[111],{"categories":811},[111],{"categories":813},[111],{"categories":815},[145],{"categories":817},[134],{"categories":819},[111],{"categories":821},[182],{"categories":823},[],{"categories":825},[64],{"categories":827},[123],{"categories":829},[],{"categories":831},[111],{"categories":833},[111],{"categories":835},[64],{"categories":837},[123],{"categories":839},[111],{"categories":841},[185],{"categories":843},[],{"categories":845},[111],{"categories":847},[],{"categories":849},[111],{"categories":851},[],{"categories":853},[116],{"categories":855},[108],{"categories":857},[64],{"categories":859},[64],{"categories":861},[],{"categories":863},[105],{"categories":865},[111],{"categories":867},[108],{"categories":869},[145],{"categories":871},[105],{"categories":873},[],{"categories":875},[111],{"categories":877},[],{"categories":879},[],{"categories":881},[145],{"categories":883},[145],{"categories":885},[],{"categories":887},[388],{"categories":889},[111],{"categories":891},[182],{"categories":893},[123],{"categories":895},[],{"categories":897},[346],{"categories":899},[108],{"categories":901},[],{"categories":903},[],{"categories":905},[105],{"categories":907},[185],{"categories":909},[],{"categories":911},[208],{"categories":913},[64],{"categories":915},[108],{"categories":917},[64],{"categories":919},[108],{"categories":921},[123],{"categories":923},[],{"categories":925},[134],{"categories":927},[116],{"categories":929},[111],{"categories":931},[182],{"categories":933},[123],{"categories":935},[108],{"categories":937},[111],{"categories":939},[64],{"categories":941},[108],{"categories":943},[111],{"categories":945},[111],{"categories":947},[],{"categories":949},[],{"categories":951},[123],{"categories":953},[185],{"categories":955},[116],{"categories":957},[111],{"categories":959},[64],{"categories":961},[111],{"categories":963},[],{"categories":965},[145],{"categories":967},[116],{"categories":969},[111],{"categories":971},[492],{"categories":973},[239],{"categories":975},[],{"categories":977},[64],{"categories":979},[],{"categories":981},[105],{"categories":983},[],{"categories":985},[111],{"categories":987},[111],{"categories":989},[182],{"categories":991},[208],{"categories":993},[123],{"categories":995},[64],{"categories":997},[],{"categories":999},[123],{"categories":1001},[105],{"categories":1003},[],{"categories":1005},[145],{"categories":1007},[111,239],{"categories":1009},[1010],"Design Systems for AI",{"categories":1012},[111],{"categories":1014},[145],{"categories":1016},[111],{"categories":1018},[111],{"categories":1020},[108],{"categories":1022},[111],{"categories":1024},[],{"categories":1026},[111],{"categories":1028},[111],{"categories":1030},[108],{"categories":1032},[111],{"categories":1034},[],{"categories":1036},[64],{"categories":1038},[123],{"categories":1040},[123],{"categories":1042},[182],{"categories":1044},[145],{"categories":1046},[185],{"categories":1048},[111],{"categories":1050},[105],{"categories":1052},[473],{"categories":1054},[111],{"categories":1056},[64],{"categories":1058},[111],{"categories":1060},[123],{"categories":1062},[123],{"categories":1064},[],{"categories":1066},[],{"categories":1068},[64],{"categories":1070},[116],{"categories":1072},[],{"categories":1074},[111],{"categories":1076},[],{"categories":1078},[182],{"categories":1080},[64],{"categories":1082},[123],{"categories":1084},[182],{"categories":1086},[111],{"categories":1088},[182],{"categories":1090},[],{"categories":1092},[],{"categories":1094},[145],{"categories":1096},[64],{"categories":1098},[64],{"categories":1100},[111],{"categories":1102},[111],{"categories":1104},[111],{"categories":1106},[108],{"categories":1108},[111],{"categories":1110},[111],{"categories":1112},[],{"categories":1114},[123],{"categories":1116},[123],{"categories":1118},[111],{"categories":1120},[123],{"categories":1122},[108],{"categories":1124},[],{"categories":1126},[111],{"categories":1128},[111],{"categories":1130},[111],{"categories":1132},[64],{"categories":1134},[105],{"categories":1136},[108],{"categories":1138},[145],{"categories":1140},[64],{"categories":1142},[134],{"categories":1144},[208],{"categories":1146},[111],{"categories":1148},[64],{"categories":1150},[],{"categories":1152},[182],{"categories":1154},[],{"categories":1156},[111],{"categories":1158},[111],{"categories":1160},[],{"categories":1162},[123],{"categories":1164},[108],{"categories":1166},[1167],"Visual & Generative Media",{"categories":1169},[64],{"categories":1171},[],{"categories":1173},[111],{"categories":1175},[111],{"categories":1177},[239],{"categories":1179},[185],{"categories":1181},[473],{"categories":1183},[123],{"categories":1185},[208],{"categories":1187},[111],{"categories":1189},[182],{"categories":1191},[111],{"categories":1193},[123],{"categories":1195},[64],{"categories":1197},[],{"categories":1199},[],{"categories":1201},[64],{"categories":1203},[105],{"categories":1205},[64],{"categories":1207},[437],{"categories":1209},[111],{"categories":1211},[116],{"categories":1213},[108],{"categories":1215},[],{"categories":1217},[111],{"categories":1219},[116],{"categories":1221},[111],{"categories":1223},[111],{"categories":1225},[111],{"categories":1227},[111],{"categories":1229},[111],{"categories":1231},[208],{"categories":1233},[111],{"categories":1235},[388],{"categories":1237},[111],{"categories":1239},[111],{"categories":1241},[111],{"categories":1243},[111],{"categories":1245},[111],{"categories":1247},[182],{"categories":1249},[64],{"categories":1251},[],{"categories":1253},[64],{"categories":1255},[],{"categories":1257},[239],{"categories":1259},[123],{"categories":1261},[],{"categories":1263},[437],{"categories":1265},[64],{"categories":1267},[111],{"categories":1269},[182,111],{"categories":1271},[105],{"categories":1273},[],{"categories":1275},[111],{"categories":1277},[105],{"categories":1279},[1280],"Medical Imaging & Radiology",{"categories":1282},[182],{"categories":1284},[64],{"categories":1286},[123],{"categories":1288},[],{"categories":1290},[111],{"categories":1292},[111],{"categories":1294},[111],{"categories":1296},[],{"categories":1298},[],{"categories":1300},[111],{"categories":1302},[388],{"categories":1304},[111],{"categories":1306},[105],{"categories":1308},[111],{"categories":1310},[111],{"categories":1312},[],{"categories":1314},[64],{"categories":1316},[111],{"categories":1318},[116],{"categories":1320},[123],{"categories":1322},[111],{"categories":1324},[388],{"categories":1326},[111],{"categories":1328},[64],{"categories":1330},[111],{"categories":1332},[182],{"categories":1334},[64],{"categories":1336},[239],{"categories":1338},[182],{"categories":1340},[108],{"categories":1342},[64],{"categories":1344},[111],{"categories":1346},[111],{"categories":1348},[111],{"categories":1350},[111],{"categories":1352},[111],{"categories":1354},[64],{"categories":1356},[123],{"categories":1358},[111],{"categories":1360},[116],{"categories":1362},[],{"categories":1364},[145],{"categories":1366},[],{"categories":1368},[116],{"categories":1370},[64],{"categories":1372},[1010],{"categories":1374},[1010],{"categories":1376},[182],{"categories":1378},[111],{"categories":1380},[111],{"categories":1382},[64],{"categories":1384},[123],{"categories":1386},[182],{"categories":1388},[64],{"categories":1390},[145],{"categories":1392},[],{"categories":1394},[111],{"categories":1396},[],{"categories":1398},[111],{"categories":1400},[111],{"categories":1402},[111],{"categories":1404},[1405],"Contract Review & E-Discovery",{"categories":1407},[182],{"categories":1409},[111],{"categories":1411},[105],{"categories":1413},[145],{"categories":1415},[111],{"categories":1417},[111],{"categories":1419},[208],{"categories":1421},[123],{"categories":1423},[111],{"categories":1425},[111],{"categories":1427},[64],{"categories":1429},[64],{"categories":1431},[740],{"categories":1433},[64],{"categories":1435},[64],{"categories":1437},[111],{"categories":1439},[111],{"categories":1441},[64],{"categories":1443},[111],{"categories":1445},[388],{"categories":1447},[371],{"categories":1449},[111],{"categories":1451},[64],{"categories":1453},[111],{"categories":1455},[1456],"Law-Firm Practice & Adoption",{"categories":1458},[111],{"categories":1460},[64],{"categories":1462},[182],{"categories":1464},[111],{"categories":1466},[111],{"categories":1468},[],{"categories":1470},[],{"categories":1472},[123],{"categories":1474},[],{"categories":1476},[105],{"categories":1478},[239],{"categories":1480},[111],{"categories":1482},[],{"categories":1484},[105],{"categories":1486},[108],{"categories":1488},[111],{"categories":1490},[208],{"categories":1492},[],{"categories":1494},[108],{"categories":1496},[108],{"categories":1498},[],{"categories":1500},[111],{"categories":1502},[111],{"categories":1504},[123],{"categories":1506},[],{"categories":1508},[],{"categories":1510},[],{"categories":1512},[],{"categories":1514},[111],{"categories":1516},[64],{"categories":1518},[239],{"categories":1520},[111],{"categories":1522},[105],{"categories":1524},[123],{"categories":1526},[111],{"categories":1528},[111],{"categories":1530},[123],{"categories":1532},[116],{"categories":1534},[111],{"categories":1536},[761],{"categories":1538},[111],{"categories":1540},[208],{"categories":1542},[123],{"categories":1544},[108],{"categories":1546},[111],{"categories":1548},[111],{"categories":1550},[182],{"categories":1552},[111],{"categories":1554},[111],{"categories":1556},[111],{"categories":1558},[64],{"categories":1560},[111,105],{"categories":1562},[388],{"categories":1564},[111],{"categories":1566},[123],{"categories":1568},[123],{"categories":1570},[182],{"categories":1572},[64],{"categories":1574},[123],{"categories":1576},[111],{"categories":1578},[111],{"categories":1580},[],{"categories":1582},[],{"categories":1584},[111],{"categories":1586},[],{"categories":1588},[111],{"categories":1590},[123],{"categories":1592},[185],{"categories":1594},[145],{"categories":1596},[182],{"categories":1598},[111],{"categories":1600},[123],{"categories":1602},[],{"categories":1604},[64],{"categories":1606},[111],{"categories":1608},[111],{"categories":1610},[111],{"categories":1612},[111],{"categories":1614},[],{"categories":1616},[64],{"categories":1618},[111],{"categories":1620},[111],{"categories":1622},[],{"categories":1624},[64],{"categories":1626},[111],{"categories":1628},[111],{"categories":1630},[108],{"categories":1632},[111],{"categories":1634},[],{"categories":1636},[105],{"categories":1638},[111],{"categories":1640},[182],{"categories":1642},[123],{"categories":1644},[111],{"categories":1646},[105],{"categories":1648},[111],{"categories":1650},[123],{"categories":1652},[208],{"categories":1654},[64],{"categories":1656},[64],{"categories":1658},[111,182],{"categories":1660},[111],{"categories":1662},[145],{"categories":1664},[111],{"categories":1666},[145],{"categories":1668},[64],{"categories":1670},[182],{"categories":1672},[],{"categories":1674},[123],{"categories":1676},[239],{"categories":1678},[182],{"categories":1680},[123],{"categories":1682},[111],{"categories":1684},[116],{"categories":1686},[111],{"categories":1688},[64],{"categories":1690},[],{"categories":1692},[],{"categories":1694},[111],{"categories":1696},[],{"categories":1698},[],{"categories":1700},[116],{"categories":1702},[123],{"categories":1704},[111],{"categories":1706},[64],{"categories":1708},[64],{"categories":1710},[108],{"categories":1712},[64],{"categories":1714},[239],{"categories":1716},[111],{"categories":1718},[111],{"categories":1720},[134],{"categories":1722},[111],{"categories":1724},[111],{"categories":1726},[64],{"categories":1728},[111],{"categories":1730},[111],{"categories":1732},[346],{"categories":1734},[740],{"categories":1736},[],{"categories":1738},[182],{"categories":1740},[1456],{"categories":1742},[123],{"categories":1744},[],{"categories":1746},[],{"categories":1748},[64],{"categories":1750},[],{"categories":1752},[],{"categories":1754},[208],{"categories":1756},[208],{"categories":1758},[64],{"categories":1760},[123],{"categories":1762},[],{"categories":1764},[111],{"categories":1766},[111],{"categories":1768},[123],{"categories":1770},[1405],{"categories":1772},[182],{"categories":1774},[182],{"categories":1776},[111],{"categories":1778},[64],{"categories":1780},[105],{"categories":1782},[111],{"categories":1784},[111],{"categories":1786},[182],{"categories":1788},[182],{"categories":1790},[64],{"categories":1792},[64],{"categories":1794},[111],{"categories":1796},[],{"categories":1798},[111],{"categories":1800},[],{"categories":1802},[1803],"Interaction & Product Design",{"categories":1805},[111],{"categories":1807},[64],{"categories":1809},[266],{"categories":1811},[145],{"categories":1813},[123],{"categories":1815},[111],{"categories":1817},[111],{"categories":1819},[123],{"categories":1821},[105],{"categories":1823},[111],{"categories":1825},[],{"categories":1827},[64],{"categories":1829},[64],{"categories":1831},[],{"categories":1833},[123],{"categories":1835},[111],{"categories":1837},[105],{"categories":1839},[1803],{"categories":1841},[111],{"categories":1843},[105],{"categories":1845},[105],{"categories":1847},[],{"categories":1849},[123],{"categories":1851},[],{"categories":1853},[64],{"categories":1855},[145],{"categories":1857},[111],{"categories":1859},[64],{"categories":1861},[111],{"categories":1863},[64],{"categories":1865},[111],{"categories":1867},[145],{"categories":1869},[185],{"categories":1871},[111],{"categories":1873},[116],{"categories":1875},[123],{"categories":1877},[1878],"Coding Agents & Dev Productivity",{"categories":1880},[145],{"categories":1882},[182],{"categories":1884},[],{"categories":1886},[111],{"categories":1888},[740],{"categories":1890},[],{"categories":1892},[111],{"categories":1894},[111],{"categories":1896},[145],{"categories":1898},[],{"categories":1900},[],{"categories":1902},[111],{"categories":1904},[],{"categories":1906},[64],{"categories":1908},[111],{"categories":1910},[],{"categories":1912},[123],{"categories":1914},[123],{"categories":1916},[111],{"categories":1918},[185],{"categories":1920},[],{"categories":1922},[111],{"categories":1924},[111],{"categories":1926},[111],{"categories":1928},[185],{"categories":1930},[123],{"categories":1932},[],{"categories":1934},[],{"categories":1936},[64],{"categories":1938},[64],{"categories":1940},[325],{"categories":1942},[123],{"categories":1944},[123],{"categories":1946},[64],{"categories":1948},[145],{"categories":1950},[145],{"categories":1952},[64],{"categories":1954},[64],{"categories":1956},[111],{"categories":1958},[105],{"categories":1960},[1803],{"categories":1962},[111,239],{"categories":1964},[],{"categories":1966},[182],{"categories":1968},[123],{"categories":1970},[105],{"categories":1972},[111],{"categories":1974},[64],{"categories":1976},[1977],"The Designer's Role & Craft",{"categories":1979},[182],{"categories":1981},[],{"categories":1983},[64],{"categories":1985},[111],{"categories":1987},[64],{"categories":1989},[64],{"categories":1991},[111],{"categories":1993},[208],{"categories":1995},[111],{"categories":1997},[123],{"categories":1999},[182],{"categories":2001},[111],{"categories":2003},[],{"categories":2005},[64],{"categories":2007},[182],{"categories":2009},[111],{"categories":2011},[111],{"categories":2013},[2014],"AI UX Patterns",{"categories":2016},[64],{"categories":2018},[64],{"categories":2020},[64],{"categories":2022},[64],{"categories":2024},[208],{"categories":2026},[185],{"categories":2028},[111],{"categories":2030},[64],{"categories":2032},[111],{"categories":2034},[1010],{"categories":2036},[],{"categories":2038},[208],{"categories":2040},[145],{"categories":2042},[123],{"categories":2044},[111],{"categories":2046},[64],{"categories":2048},[],{"categories":2050},[],{"categories":2052},[111],{"categories":2054},[64],{"categories":2056},[111],{"categories":2058},[64],{"categories":2060},[325],{"categories":2062},[182],{"categories":2064},[145],{"categories":2066},[123],{"categories":2068},[111],{"categories":2070},[64],{"categories":2072},[64],{"categories":2074},[],{"categories":2076},[111],{"categories":2078},[],{"categories":2080},[],{"categories":2082},[111],{"categories":2084},[111],{"categories":2086},[64],{"categories":2088},[123],{"categories":2090},[],{"categories":2092},[],{"categories":2094},[185],{"categories":2096},[134],{"categories":2098},[111],{"categories":2100},[185],{"categories":2102},[145],{"categories":2104},[111],{"categories":2106},[111],{"categories":2108},[64],{"categories":2110},[64],{"categories":2112},[111],{"categories":2114},[64],{"categories":2116},[],{"categories":2118},[],{"categories":2120},[111],{"categories":2122},[239],{"categories":2124},[111],{"categories":2126},[],{"categories":2128},[],{"categories":2130},[182],{"categories":2132},[761],{"categories":2134},[64],{"categories":2136},[105],{"categories":2138},[1977],{"categories":2140},[],{"categories":2142},[],{"categories":2144},[111],{"categories":2146},[],{"categories":2148},[],{"categories":2150},[123],{"categories":2152},[145],{"categories":2154},[208],{"categories":2156},[108],{"categories":2158},[111],{"categories":2160},[111],{"categories":2162},[108],{"categories":2164},[],{"categories":2166},[182],{"categories":2168},[111],{"categories":2170},[64],{"categories":2172},[108],{"categories":2174},[111],{"categories":2176},[111],{"categories":2178},[105],{"categories":2180},[111],{"categories":2182},[],{"categories":2184},[105],{"categories":2186},[111],{"categories":2188},[208],{"categories":2190},[64],{"categories":2192},[145],{"categories":2194},[111],{"categories":2196},[108],{"categories":2198},[111],{"categories":2200},[111],{"categories":2202},[111],{"categories":2204},[64],{"categories":2206},[],{"categories":2208},[111],{"categories":2210},[123],{"categories":2212},[105],{"categories":2214},[111],{"categories":2216},[111],{"categories":2218},[],{"categories":2220},[388],{"categories":2222},[145],{"categories":2224},[111],{"categories":2226},[111],{"categories":2228},[],{"categories":2230},[108],{"categories":2232},[108],{"categories":2234},[111],{"categories":2236},[111],{"categories":2238},[116],{"categories":2240},[111],{"categories":2242},[111],{"categories":2244},[123],{"categories":2246},[123],{"categories":2248},[111],{"categories":2250},[],{"categories":2252},[123],{"categories":2254},[111],{"categories":2256},[123],{"categories":2258},[473],{"categories":2260},[],{"categories":2262},[],{"categories":2264},[111],{"categories":2266},[145],{"categories":2268},[],{"categories":2270},[239],{"categories":2272},[111],{"categories":2274},[111],{"categories":2276},[182],{"categories":2278},[731],{"categories":2280},[],{"categories":2282},[111],{"categories":2284},[111],{"categories":2286},[123],{"categories":2288},[111],{"categories":2290},[111],{"categories":2292},[111,239],{"categories":2294},[111],{"categories":2296},[111],{"categories":2298},[182],{"categories":2300},[64],{"categories":2302},[],{"categories":2304},[64],{"categories":2306},[64],{"categories":2308},[111],{"categories":2310},[111],{"categories":2312},[111],{"categories":2314},[185],{"categories":2316},[111],{"categories":2318},[2014],{"categories":2320},[105],{"categories":2322},[185],{"categories":2324},[105],{"categories":2326},[123],{"categories":2328},[182],{"categories":2330},[64],{"categories":2332},[111],{"categories":2334},[],{"categories":2336},[111],{"categories":2338},[145],{"categories":2340},[111],{"categories":2342},[64],{"categories":2344},[111],{"categories":2346},[111],{"categories":2348},[108],{"categories":2350},[],{"categories":2352},[239],{"categories":2354},[111],{"categories":2356},[325],{"categories":2358},[182],{"categories":2360},[182],{"categories":2362},[123],{"categories":2364},[64],{"categories":2366},[111],{"categories":2368},[108],{"categories":2370},[145],{"categories":2372},[111],{"categories":2374},[182],{"categories":2376},[64],{"categories":2378},[111],{"categories":2380},[111],{"categories":2382},[437],{"categories":2384},[],{"categories":2386},[111],{"categories":2388},[111],{"categories":2390},[111],{"categories":2392},[],{"categories":2394},[],{"categories":2396},[111],{"categories":2398},[111],{"categories":2400},[111],{"categories":2402},[111],{"categories":2404},[123],{"categories":2406},[111],{"categories":2408},[111],{"categories":2410},[64],{"categories":2412},[111],{"categories":2414},[111],{"categories":2416},[111],{"categories":2418},[111],{"categories":2420},[],{"categories":2422},[123],{"categories":2424},[185],{"categories":2426},[111],{"categories":2428},[64],{"categories":2430},[111],{"categories":2432},[],{"categories":2434},[],{"categories":2436},[111],{"categories":2438},[111],{"categories":2440},[111],{"categories":2442},[145],{"categories":2444},[],{"categories":2446},[111],{"categories":2448},[182],{"categories":2450},[111],{"categories":2452},[239],{"categories":2454},[1456],{"categories":2456},[145],{"categories":2458},[123],{"categories":2460},[123],{"categories":2462},[123],{"categories":2464},[145],{"categories":2466},[145],{"categories":2468},[239],{"categories":2470},[],{"categories":2472},[145],{"categories":2474},[111],{"categories":2476},[105],{"categories":2478},[123],{"categories":2480},[111],{"categories":2482},[145],{"categories":2484},[],{"categories":2486},[111],{"categories":2488},[123],{"categories":2490},[185],{"categories":2492},[111],{"categories":2494},[145],{"categories":2496},[111],{"categories":2498},[123],{"categories":2500},[64],{"categories":2502},[145],{"categories":2504},[64],{"categories":2506},[239],{"categories":2508},[64],{"categories":2510},[111],{"categories":2512},[111],{"categories":2514},[123],{"categories":2516},[111],{"categories":2518},[],{"categories":2520},[108],{"categories":2522},[123],{"categories":2524},[],{"categories":2526},[],{"categories":2528},[111],{"categories":2530},[64],{"categories":2532},[111],{"categories":2534},[2535],"Frameworks & Tooling",{"categories":2537},[111],{"categories":2539},[111],{"categories":2541},[123],{"categories":2543},[111],{"categories":2545},[111],{"categories":2547},[],{"categories":2549},[185],{"categories":2551},[185],{"categories":2553},[105],{"categories":2555},[64],{"categories":2557},[182],{"categories":2559},[],{"categories":2561},[1456],{"categories":2563},[111],{"categories":2565},[123],{"categories":2567},[111],{"categories":2569},[239],{"categories":2571},[239],{"categories":2573},[],{"categories":2575},[64],{"categories":2577},[145],{"categories":2579},[145],{"categories":2581},[111],{"categories":2583},[64],{"categories":2585},[],{"categories":2587},[182],{"categories":2589},[111],{"categories":2591},[111],{"categories":2593},[],{"categories":2595},[111],{"categories":2597},[],{"categories":2599},[123],{"categories":2601},[111],{"categories":2603},[123],{"categories":2605},[239],{"categories":2607},[111],{"categories":2609},[123],{"categories":2611},[108],{"categories":2613},[111],{"categories":2615},[1456],{"categories":2617},[],{"categories":2619},[64],{"categories":2621},[105],{"categories":2623},[105],{"categories":2625},[],{"categories":2627},[64],{"categories":2629},[111],{"categories":2631},[2632],"AI Design Tooling",{"categories":2634},[182],{"categories":2636},[111],{"categories":2638},[111],{"categories":2640},[123],{"categories":2642},[182],{"categories":2644},[111],{"categories":2646},[123],{"categories":2648},[145],{"categories":2650},[116],{"categories":2652},[123],{"categories":2654},[64],{"categories":2656},[],{"categories":2658},[111],{"categories":2660},[111],{"categories":2662},[64],{"categories":2664},[111],{"categories":2666},[111],{"categories":2668},[],{"categories":2670},[64],{"categories":2672},[2535],{"categories":2674},[111],{"categories":2676},[64],{"categories":2678},[64],{"categories":2680},[123],{"categories":2682},[123],{"categories":2684},[],{"categories":2686},[123],{"categories":2688},[111],{"categories":2690},[111],{"categories":2692},[64],{"categories":2694},[108],{"categories":2696},[111],{"categories":2698},[],{"categories":2700},[111],{"categories":2702},[1803],{"categories":2704},[],{"categories":2706},[111],{"categories":2708},[111],{"categories":2710},[],{"categories":2712},[111],{"categories":2714},[111],{"categories":2716},[111],{"categories":2718},[208],{"categories":2720},[145],{"categories":2722},[111],{"categories":2724},[111],{"categories":2726},[1456],{"categories":2728},[105],{"categories":2730},[111],{"categories":2732},[111],{"categories":2734},[185],{"categories":2736},[111],{"categories":2738},[145],{"categories":2740},[64],{"categories":2742},[],{"categories":2744},[111],{"categories":2746},[182],{"categories":2748},[111],{"categories":2750},[208],{"categories":2752},[111],{"categories":2754},[64],{"categories":2756},[],{"categories":2758},[],{"categories":2760},[],{"categories":2762},[105],{"categories":2764},[145],{"categories":2766},[64],{"categories":2768},[111],{"categories":2770},[111],{"categories":2772},[111],{"categories":2774},[346],{"categories":2776},[182],{"categories":2778},[64],{"categories":2780},[111],{"categories":2782},[],{"categories":2784},[64],{"categories":2786},[64],{"categories":2788},[],{"categories":2790},[111],{"categories":2792},[64],{"categories":2794},[111],{"categories":2796},[],{"categories":2798},[111],{"categories":2800},[111],{"categories":2802},[145],{"categories":2804},[182],{"categories":2806},[64],{"categories":2808},[182],{"categories":2810},[64],{"categories":2812},[108],{"categories":2814},[],{"categories":2816},[],{"categories":2818},[111],{"categories":2820},[111],{"categories":2822},[105],{"categories":2824},[64],{"categories":2826},[145],{"categories":2828},[],{"categories":2830},[182],{"categories":2832},[],{"categories":2834},[123],{"categories":2836},[123],{"categories":2838},[182],{"categories":2840},[123],{"categories":2842},[111],{"categories":2844},[],{"categories":2846},[111],{"categories":2848},[111],{"categories":2850},[],{"categories":2852},[208],{"categories":2854},[111],{"categories":2856},[239],{"categories":2858},[123],{"categories":2860},[],{"categories":2862},[64],{"categories":2864},[111],{"categories":2866},[105],{"categories":2868},[437],{"categories":2870},[64],{"categories":2872},[64],{"categories":2874},[111],{"categories":2876},[111],{"categories":2878},[],{"categories":2880},[105],{"categories":2882},[111],{"categories":2884},[108],{"categories":2886},[123],{"categories":2888},[182],{"categories":2890},[],{"categories":2892},[],{"categories":2894},[],{"categories":2896},[64],{"categories":2898},[123],{"categories":2900},[182],{"categories":2902},[145],{"categories":2904},[111],{"categories":2906},[145],{"categories":2908},[64],{"categories":2910},[182],{"categories":2912},[111],{"categories":2914},[],{"categories":2916},[111],{"categories":2918},[134],{"categories":2920},[64],{"categories":2922},[182],{"categories":2924},[145],{"categories":2926},[108],{"categories":2928},[123],{"categories":2930},[111],{"categories":2932},[145],{"categories":2934},[208],{"categories":2936},[],{"categories":2938},[],{"categories":2940},[185],{"categories":2942},[388],{"categories":2944},[111],{"categories":2946},[64],{"categories":2948},[111,123],{"categories":2950},[145],{"categories":2952},[111],{"categories":2954},[111],{"categories":2956},[64],{"categories":2958},[111],{"categories":2960},[64],{"categories":2962},[111],{"categories":2964},[111],{"categories":2966},[],{"categories":2968},[1010],{"categories":2970},[123],{"categories":2972},[182],{"categories":2974},[111],{"categories":2976},[111],{"categories":2978},[111],{"categories":2980},[185],{"categories":2982},[64],{"categories":2984},[208],{"categories":2986},[239],{"categories":2988},[],{"categories":2990},[111],{"categories":2992},[108],{"categories":2994},[64],{"categories":2996},[105],{"categories":2998},[64],{"categories":3000},[111],{"categories":3002},[64],{"categories":3004},[116],{"categories":3006},[123],{"categories":3008},[111],{"categories":3010},[111],{"categories":3012},[],{"categories":3014},[],{"categories":3016},[],{"categories":3018},[239],{"categories":3020},[111],{"categories":3022},[145],{"categories":3024},[111],{"categories":3026},[111],{"categories":3028},[111],{"categories":3030},[111],{"categories":3032},[],{"categories":3034},[185],{"categories":3036},[108],{"categories":3038},[64],{"categories":3040},[111],{"categories":3042},[],{"categories":3044},[111],{"categories":3046},[64],{"categories":3048},[111],{"categories":3050},[239],{"categories":3052},[],{"categories":3054},[182],{"categories":3056},[182],{"categories":3058},[],{"categories":3060},[123],{"categories":3062},[111],{"categories":3064},[182],{"categories":3066},[111],{"categories":3068},[108],{"categories":3070},[64],{"categories":3072},[111],{"categories":3074},[],{"categories":3076},[145],{"categories":3078},[111],{"categories":3080},[111],{"categories":3082},[111],{"categories":3084},[182],{"categories":3086},[64],{"categories":3088},[145],{"categories":3090},[],{"categories":3092},[64],{"categories":3094},[64],{"categories":3096},[182],{"categories":3098},[111],{"categories":3100},[111],{"categories":3102},[111],{"categories":3104},[388],{"categories":3106},[111],{"categories":3108},[],{"categories":3110},[111],{"categories":3112},[111],{"categories":3114},[239],{"categories":3116},[145],{"categories":3118},[185],{"categories":3120},[473],{"categories":3122},[185],{"categories":3124},[],{"categories":3126},[],{"categories":3128},[],{"categories":3130},[64],{"categories":3132},[64],{"categories":3134},[123],{"categories":3136},[111],{"categories":3138},[371],{"categories":3140},[123],{"categories":3142},[111],{"categories":3144},[111],{"categories":3146},[111],{"categories":3148},[111],{"categories":3150},[64],{"categories":3152},[],{"categories":3154},[],{"categories":3156},[111],{"categories":3158},[],{"categories":3160},[111],{"categories":3162},[64],{"categories":3164},[182],{"categories":3166},[111],{"categories":3168},[111],{"categories":3170},[],{"categories":3172},[116],{"categories":3174},[111],{"categories":3176},[182],{"categories":3178},[111],{"categories":3180},[64],{"categories":3182},[108],{"categories":3184},[111],{"categories":3186},[208],{"categories":3188},[64],{"categories":3190},[111],{"categories":3192},[731],{"categories":3194},[111],{"categories":3196},[64],{"categories":3198},[111],{"categories":3200},[123],{"categories":3202},[111],{"categories":3204},[437],{"categories":3206},[182],{"categories":3208},[],{"categories":3210},[145],{"categories":3212},[388],{"categories":3214},[64],{"categories":3216},[111],{"categories":3218},[],{"categories":3220},[145],{"categories":3222},[325],{"categories":3224},[64],{"categories":3226},[64],{"categories":3228},[111],{"categories":3230},[111],{"categories":3232},[64],{"categories":3234},[],{"categories":3236},[108],{"categories":3238},[64],{"categories":3240},[],{"categories":3242},[123],{"categories":3244},[111],{"categories":3246},[105],{"categories":3248},[145],{"categories":3250},[239],{"categories":3252},[134],{"categories":3254},[64],{"categories":3256},[64],{"categories":3258},[111],{"categories":3260},[64],{"categories":3262},[105],{"categories":3264},[],{"categories":3266},[111],{"categories":3268},[111],{"categories":3270},[],{"categories":3272},[],{"categories":3274},[182],{"categories":3276},[111,108],{"categories":3278},[64],{"categories":3280},[111],{"categories":3282},[],{"categories":3284},[105],{"categories":3286},[185],{"categories":3288},[108],{"categories":3290},[111],{"categories":3292},[123],{"categories":3294},[111],{"categories":3296},[64],{"categories":3298},[111],{"categories":3300},[111],{"categories":3302},[111],{"categories":3304},[145],{"categories":3306},[1010],{"categories":3308},[64],{"categories":3310},[111],{"categories":3312},[],{"categories":3314},[],{"categories":3316},[64],{"categories":3318},[111],{"categories":3320},[239],{"categories":3322},[],{"categories":3324},[111],{"categories":3326},[64],{"categories":3328},[134],{"categories":3330},[64],{"categories":3332},[388],{"categories":3334},[],{"categories":3336},[346],{"categories":3338},[64],{"categories":3340},[111],{"categories":3342},[208],{"categories":3344},[111],{"categories":3346},[185],{"categories":3348},[64],{"categories":3350},[111],{"categories":3352},[388],{"categories":3354},[111],{"categories":3356},[239],{"categories":3358},[],{"categories":3360},[111],{"categories":3362},[208],{"categories":3364},[182],{"categories":3366},[111],{"categories":3368},[111],{"categories":3370},[],{"categories":3372},[208],{"categories":3374},[145],{"categories":3376},[111],{"categories":3378},[111],{"categories":3380},[473],{"categories":3382},[105],{"categories":3384},[111],{"categories":3386},[],{"categories":3388},[],{"categories":3390},[182],{"categories":3392},[111],{"categories":3394},[185],{"categories":3396},[208],{"categories":3398},[64],{"categories":3400},[208],{"categories":3402},[145],{"categories":3404},[],{"categories":3406},[111],{"categories":3408},[],{"categories":3410},[111],{"categories":3412},[492],{"categories":3414},[111],{"categories":3416},[111],{"categories":3418},[64],{"categories":3420},[388],{"categories":3422},[111],{"categories":3424},[111],{"categories":3426},[111],{"categories":3428},[],{"categories":3430},[111,123],{"categories":3432},[145],{"categories":3434},[64],{"categories":3436},[123],{"categories":3438},[64],{"categories":3440},[761],{"categories":3442},[123],{"categories":3444},[111],{"categories":3446},[105],{"categories":3448},[],{"categories":3450},[],{"categories":3452},[64],{"categories":3454},[111],{"categories":3456},[123],{"categories":3458},[105],{"categories":3460},[123],{"categories":3462},[123],{"categories":3464},[111],{"categories":3466},[208],{"categories":3468},[111],{"categories":3470},[123],{"categories":3472},[],{"categories":3474},[111],{"categories":3476},[182,111],{"categories":3478},[239],{"categories":3480},[105],{"categories":3482},[],{"categories":3484},[111],{"categories":3486},[111],{"categories":3488},[108],{"categories":3490},[108],{"categories":3492},[111],{"categories":3494},[111],{"categories":3496},[325],{"categories":3498},[111],{"categories":3500},[123],{"categories":3502},[185],{"categories":3504},[64],{"categories":3506},[111],{"categories":3508},[111],{"categories":3510},[145],{"categories":3512},[208],{"categories":3514},[182],{"categories":3516},[111],{"categories":3518},[111],{"categories":3520},[111],{"categories":3522},[111],{"categories":3524},[105],{"categories":3526},[111],{"categories":3528},[64],{"categories":3530},[64],{"categories":3532},[123],{"categories":3534},[145],{"categories":3536},[123],{"categories":3538},[],{"categories":3540},[],{"categories":3542},[185],{"categories":3544},[111],{"categories":3546},[123],{"categories":3548},[111],{"categories":3550},[182],{"categories":3552},[388],{"categories":3554},[346],{"categories":3556},[325],{"categories":3558},[111],{"categories":3560},[111],{"categories":3562},[111],{"categories":3564},[185],{"categories":3566},[111],{"categories":3568},[111],{"categories":3570},[111],{"categories":3572},[64],{"categories":3574},[105],{"categories":3576},[64],{"categories":3578},[111,108],{"categories":3580},[],{"categories":3582},[182],{"categories":3584},[],{"categories":3586},[116],{"categories":3588},[111],{"categories":3590},[145],{"categories":3592},[105],{"categories":3594},[105],{"categories":3596},[64],{"categories":3598},[64],{"categories":3600},[64],{"categories":3602},[111],{"categories":3604},[111],{"categories":3606},[108],{"categories":3608},[123],{"categories":3610},[208],{"categories":3612},[111],{"categories":3614},[],{"categories":3616},[145],{"categories":3618},[111],{"categories":3620},[111],{"categories":3622},[111],{"categories":3624},[111],{"categories":3626},[111],{"categories":3628},[123],{"categories":3630},[145],{"categories":3632},[123],{"categories":3634},[123],{"categories":3636},[111],{"categories":3638},[111],{"categories":3640},[346],{"categories":3642},[111],{"categories":3644},[64],{"categories":3646},[145],{"categories":3648},[111],{"categories":3650},[111],{"categories":3652},[111],{"categories":3654},[64],{"categories":3656},[111],{"categories":3658},[111],{"categories":3660},[111],{"categories":3662},[2535],{"categories":3664},[3665],"Clinical AI",{"categories":3667},[182],{"categories":3669},[111],{"categories":3671},[111],{"categories":3673},[111],{"categories":3675},[239],{"categories":3677},[2014],{"categories":3679},[111],{"categories":3681},[116],{"categories":3683},[111],{"categories":3685},[64],{"categories":3687},[111],{"categories":3689},[111],{"categories":3691},[145],{"categories":3693},[111],{"categories":3695},[64],{"categories":3697},[208],{"categories":3699},[111],{"categories":3701},[111],{"categories":3703},[108],{"categories":3705},[111],{"categories":3707},[437],{"categories":3709},[111],{"categories":3711},[],{"categories":3713},[111],{"categories":3715},[123],{"categories":3717},[111],{"categories":3719},[],{"categories":3721},[],{"categories":3723},[111],{"categories":3725},[],{"categories":3727},[108],{"categories":3729},[111],{"categories":3731},[64],{"categories":3733},[145],{"categories":3735},[145],{"categories":3737},[145],{"categories":3739},[145],{"categories":3741},[],{"categories":3743},[105],{"categories":3745},[64],{"categories":3747},[145],{"categories":3749},[111],{"categories":3751},[492],{"categories":3753},[116],{"categories":3755},[111],{"categories":3757},[105],{"categories":3759},[64],{"categories":3761},[111],{"categories":3763},[111],{"categories":3765},[111,64],{"categories":3767},[64],{"categories":3769},[239],{"categories":3771},[145],{"categories":3773},[64],{"categories":3775},[145],{"categories":3777},[64],{"categories":3779},[111],{"categories":3781},[],{"categories":3783},[145],{"categories":3785},[208],{"categories":3787},[105],{"categories":3789},[111],{"categories":3791},[111],{"categories":3793},[],{"categories":3795},[123],{"categories":3797},[],{"categories":3799},[105],{"categories":3801},[64],{"categories":3803},[145],{"categories":3805},[111],{"categories":3807},[145],{"categories":3809},[105],{"categories":3811},[145],{"categories":3813},[145],{"categories":3815},[],{"categories":3817},[108],{"categories":3819},[64],{"categories":3821},[145],{"categories":3823},[145],{"categories":3825},[145],{"categories":3827},[145],{"categories":3829},[145],{"categories":3831},[145],{"categories":3833},[145],{"categories":3835},[145],{"categories":3837},[145],{"categories":3839},[145],{"categories":3841},[185],{"categories":3843},[105],{"categories":3845},[111],{"categories":3847},[111],{"categories":3849},[64],{"categories":3851},[64],{"categories":3853},[],{"categories":3855},[111,105],{"categories":3857},[],{"categories":3859},[64],{"categories":3861},[145],{"categories":3863},[64],{"categories":3865},[761],{"categories":3867},[111],{"categories":3869},[111],{"categories":3871},[111],{"categories":3873},[111],{"categories":3875},[325],{"categories":3877},[111],{"categories":3879},[64],{"categories":3881},[108],{"categories":3883},[64],{"categories":3885},[64],{"categories":3887},[],{"categories":3889},[64],{"categories":3891},[182],{"categories":3893},[145],{"categories":3895},[111],{"categories":3897},[],{"categories":3899},[],{"categories":3901},[64],{"categories":3903},[182],{"categories":3905},[111],{"categories":3907},[],{"categories":3909},[111],{"categories":3911},[],{"categories":3913},[208],{"categories":3915},[111],{"categories":3917},[],{"categories":3919},[],{"categories":3921},[145],{"categories":3923},[105],{"categories":3925},[111],{"categories":3927},[111],{"categories":3929},[108],{"categories":3931},[111],{"categories":3933},[111],{"categories":3935},[111],{"categories":3937},[108],{"categories":3939},[182],{"categories":3941},[],{"categories":3943},[111],{"categories":3945},[145],{"categories":3947},[],{"categories":3949},[111],{"categories":3951},[111],{"categories":3953},[182],{"categories":3955},[111],{"categories":3957},[208],{"categories":3959},[111],{"categories":3961},[239],{"categories":3963},[],{"categories":3965},[64],{"categories":3967},[208],{"categories":3969},[123],{"categories":3971},[],{"categories":3973},[111],{"categories":3975},[],{"categories":3977},[64],{"categories":3979},[182],{"categories":3981},[123],{"categories":3983},[],{"categories":3985},[2535],{"categories":3987},[108],{"categories":3989},[105],{"categories":3991},[185],{"categories":3993},[64],{"categories":3995},[182],{"categories":3997},[123],{"categories":3999},[],{"categories":4001},[],{"categories":4003},[111],{"categories":4005},[105],{"categories":4007},[111],{"categories":4009},[208],{"categories":4011},[],{"categories":4013},[64],{"categories":4015},[64],{"categories":4017},[64],{"categories":4019},[111],{"categories":4021},[145],{"categories":4023},[123],{"categories":4025},[111],{"categories":4027},[64],{"categories":4029},[116],{"categories":4031},[111],{"categories":4033},[64],{"categories":4035},[111],{"categories":4037},[116],{"categories":4039},[208],{"categories":4041},[145],{"categories":4043},[],{"categories":4045},[208],{"categories":4047},[],{"categories":4049},[123],{"categories":4051},[64],{"categories":4053},[],{"categories":4055},[111],{"categories":4057},[111],{"categories":4059},[111],{"categories":4061},[111],{"categories":4063},[64],{"categories":4065},[108],{"categories":4067},[105],{"categories":4069},[111],{"categories":4071},[182],{"categories":4073},[123],{"categories":4075},[123],{"categories":4077},[111],{"categories":4079},[185],{"categories":4081},[64],{"categories":4083},[111],{"categories":4085},[64],{"categories":4087},[111],{"categories":4089},[108],{"categories":4091},[182],{"categories":4093},[123],{"categories":4095},[64],{"categories":4097},[111],{"categories":4099},[116],{"categories":4101},[111],{"categories":4103},[64],{"categories":4105},[111],{"categories":4107},[145],{"categories":4109},[],{"categories":4111},[105],{"categories":4113},[111],{"categories":4115},[111],{"categories":4117},[111],{"categories":4119},[123],{"categories":4121},[111],{"categories":4123},[123],{"categories":4125},[111],{"categories":4127},[64],{"categories":4129},[111],{"categories":4131},[111],{"categories":4133},[111],{"categories":4135},[111],{"categories":4137},[],{"categories":4139},[111],{"categories":4141},[182],{"categories":4143},[108],{"categories":4145},[145],{"categories":4147},[64],{"categories":4149},[111],{"categories":4151},[111],{"categories":4153},[182],{"categories":4155},[64],{"categories":4157},[111],{"categories":4159},[208],{"categories":4161},[111],{"categories":4163},[185],{"categories":4165},[111],{"categories":4167},[111],{"categories":4169},[145],{"categories":4171},[111],{"categories":4173},[111],{"categories":4175},[64],{"categories":4177},[239],{"categories":4179},[111],{"categories":4181},[123],{"categories":4183},[64],{"categories":4185},[185],{"categories":4187},[],{"categories":4189},[64],{"categories":4191},[123],{"categories":4193},[111],{"categories":4195},[1878],{"categories":4197},[182],{"categories":4199},[266],{"categories":4201},[111],{"categories":4203},[105],{"categories":4205},[123],{"categories":4207},[108],{"categories":4209},[123],{"categories":4211},[111],{"categories":4213},[],{"categories":4215},[64],{"categories":4217},[64],{"categories":4219},[111],{"categories":4221},[111],{"categories":4223},[185],{"categories":4225},[],{"categories":4227},[145],{"categories":4229},[],{"categories":4231},[145],{"categories":4233},[111],{"categories":4235},[111],{"categories":4237},[64],{"categories":4239},[64],{"categories":4241},[64],{"categories":4243},[],{"categories":4245},[145],{"categories":4247},[111],{"categories":4249},[],{"categories":4251},[111],{"categories":4253},[111],{"categories":4255},[],{"categories":4257},[182],{"categories":4259},[123],{"categories":4261},[64],{"categories":4263},[111],{"categories":4265},[111],{"categories":4267},[208],{"categories":4269},[111],{"categories":4271},[111],{"categories":4273},[105],{"categories":4275},[],{"categories":4277},[111],{"categories":4279},[111],{"categories":4281},[],{"categories":4283},[105],{"categories":4285},[145],{"categories":4287},[123],{"categories":4289},[388],{"categories":4291},[111],{"categories":4293},[111],{"categories":4295},[111],{"categories":4297},[123],{"categories":4299},[145],{"categories":4301},[182],{"categories":4303},[111],{"categories":4305},[111],{"categories":4307},[111],{"categories":4309},[145],{"categories":4311},[182],{"categories":4313},[111],{"categories":4315},[145],{"categories":4317},[182],{"categories":4319},[111],{"categories":4321},[145],{"categories":4323},[64],{"categories":4325},[64],{"categories":4327},[64],{"categories":4329},[123],{"categories":4331},[145],{"categories":4333},[64],{"categories":4335},[64],{"categories":4337},[111],{"categories":4339},[123],{"categories":4341},[182],{"categories":4343},[111],{"categories":4345},[],{"categories":4347},[64],{"categories":4349},[],{"categories":4351},[],{"categories":4353},[],{"categories":4355},[64],{"categories":4357},[108],{"categories":4359},[64],{"categories":4361},[4362],"Liability & Ethics",{"categories":4364},[111],{"categories":4366},[64],{"categories":4368},[105],{"categories":4370},[64],{"categories":4372},[108],{"categories":4374},[208],{"categories":4376},[64],{"categories":4378},[],{"categories":4380},[473],{"categories":4382},[64],{"categories":4384},[],{"categories":4386},[105],{"categories":4388},[64],{"categories":4390},[],{"categories":4392},[64],{"categories":4394},[111],{"categories":4396},[111],{"categories":4398},[145],{"categories":4400},[111],{"categories":4402},[111],{"categories":4404},[64],{"categories":4406},[111],{"categories":4408},[111],{"categories":4410},[145],{"categories":4412},[64],{"categories":4414},[123],{"categories":4416},[182],{"categories":4418},[105],{"categories":4420},[111],{"categories":4422},[],{"categories":4424},[64],{"categories":4426},[64],{"categories":4428},[388],{"categories":4430},[182],{"categories":4432},[239],{"categories":4434},[145],{"categories":4436},[111],{"categories":4438},[182],{"categories":4440},[111],{"categories":4442},[105],{"categories":4444},[],{"categories":4446},[64],{"categories":4448},[111],{"categories":4450},[111],{"categories":4452},[64],{"categories":4454},[111],{"categories":4456},[182],{"categories":4458},[],{"categories":4460},[64],{"categories":4462},[116],{"categories":4464},[145],{"categories":4466},[64],{"categories":4468},[108],{"categories":4470},[],{"categories":4472},[111],{"categories":4474},[116],{"categories":4476},[111],{"categories":4478},[64],{"categories":4480},[145],{"categories":4482},[105],{"categories":4484},[239],{"categories":4486},[111],{"categories":4488},[111],{"categories":4490},[111],{"categories":4492},[145],{"categories":4494},[108],{"categories":4496},[111],{"categories":4498},[182],{"categories":4500},[145],{"categories":4502},[239],{"categories":4504},[111],{"categories":4506},[64],{"categories":4508},[],{"categories":4510},[437],{"categories":4512},[],{"categories":4514},[111],{"categories":4516},[239],{"categories":4518},[185],{"categories":4520},[64],{"categories":4522},[64],{"categories":4524},[4525],"Design News & Tools",{"categories":4527},[111],{"categories":4529},[145],{"categories":4531},[111],{"categories":4533},[105],{"categories":4535},[111],{"categories":4537},[182],{"categories":4539},[64],{"categories":4541},[64],{"categories":4543},[111],{"categories":4545},[388],{"categories":4547},[111],{"categories":4549},[388],{"categories":4551},[208],{"categories":4553},[111],{"categories":4555},[64],{"categories":4557},[],{"categories":4559},[111],{"categories":4561},[111],{"categories":4563},[111],{"categories":4565},[145],{"categories":4567},[105],{"categories":4569},[],{"categories":4571},[111],{"categories":4573},[111],{"categories":4575},[123],{"categories":4577},[492],{"categories":4579},[123],{"categories":4581},[182],{"categories":4583},[111],{"categories":4585},[111,64],{"categories":4587},[208,108],{"categories":4589},[111],{"categories":4591},[111],{"categories":4593},[111],{"categories":4595},[],{"categories":4597},[64],{"categories":4599},[],{"categories":4601},[123],{"categories":4603},[111],{"categories":4605},[123],{"categories":4607},[],{"categories":4609},[64],{"categories":4611},[111],{"categories":4613},[145],{"categories":4615},[111],{"categories":4617},[],{"categories":4619},[64],{"categories":4621},[111],{"categories":4623},[],{"categories":4625},[182],{"categories":4627},[111],{"categories":4629},[64],{"categories":4631},[111],{"categories":4633},[111],{"categories":4635},[105],{"categories":4637},[64],{"categories":4639},[111],{"categories":4641},[],{"categories":4643},[239],{"categories":4645},[208],{"categories":4647},[108],{"categories":4649},[108],{"categories":4651},[111],{"categories":4653},[105],{"categories":4655},[105],{"categories":4657},[111],{"categories":4659},[64],{"categories":4661},[111],{"categories":4663},[111],{"categories":4665},[111],{"categories":4667},[123],{"categories":4669},[111],{"categories":4671},[105],{"categories":4673},[64],{"categories":4675},[111],{"categories":4677},[208],{"categories":4679},[111],{"categories":4681},[145],{"categories":4683},[111],{"categories":4685},[111],{"categories":4687},[64],{"categories":4689},[111],{"categories":4691},[],{"categories":4693},[123],{"categories":4695},[],{"categories":4697},[123],{"categories":4699},[64],{"categories":4701},[105],{"categories":4703},[],{"categories":4705},[185],{"categories":4707},[239],{"categories":4709},[111],{"categories":4711},[123],{"categories":4713},[111],{"categories":4715},[],{"categories":4717},[145],{"categories":4719},[64],{"categories":4721},[123],{"categories":4723},[182],{"categories":4725},[111],{"categories":4727},[64],{"categories":4729},[123],{"categories":4731},[64],{"categories":4733},[145],{"categories":4735},[111],{"categories":4737},[105],{"categories":4739},[145],{"categories":4741},[123],{"categories":4743},[111],{"categories":4745},[182],{"categories":4747},[108],{"categories":4749},[111],{"categories":4751},[111],{"categories":4753},[111],{"categories":4755},[111],{"categories":4757},[111],{"categories":4759},[64],{"categories":4761},[111],{"categories":4763},[64],{"categories":4765},[111],{"categories":4767},[111],{"categories":4769},[105],{"categories":4771},[111],{"categories":4773},[64],{"categories":4775},[64],{"categories":4777},[182],{"categories":4779},[64],{"categories":4781},[64],{"categories":4783},[105],{"categories":4785},[64],{"categories":4787},[182],{"categories":4789},[],{"categories":4791},[111],{"categories":4793},[185],{"categories":4795},[388],{"categories":4797},[111],{"categories":4799},[111],{"categories":4801},[111],{"categories":4803},[123],{"categories":4805},[],{"categories":4807},[64],{"categories":4809},[208],{"categories":4811},[111],{"categories":4813},[145],{"categories":4815},[64],{"categories":4817},[111],{"categories":4819},[208],{"categories":4821},[64],{"categories":4823},[108],{"categories":4825},[108],{"categories":4827},[111],{"categories":4829},[111],{"categories":4831},[111],{"categories":4833},[105],{"categories":4835},[],{"categories":4837},[111],{"categories":4839},[64],{"categories":4841},[64],{"categories":4843},[111],{"categories":4845},[111],{"categories":4847},[111],{"categories":4849},[123],{"categories":4851},[],{"categories":4853},[105],{"categories":4855},[111],{"categories":4857},[111],{"categories":4859},[64],{"categories":4861},[64],{"categories":4863},[],{"categories":4865},[123],{"categories":4867},[123],{"categories":4869},[111],{"categories":4871},[208],{"categories":4873},[108],{"categories":4875},[182],{"categories":4877},[],{"categories":4879},[111],{"categories":4881},[64],{"categories":4883},[105],{"categories":4885},[111],{"categories":4887},[123],{"categories":4889},[105],{"categories":4891},[145],{"categories":4893},[185],{"categories":4895},[145],{"categories":4897},[64],{"categories":4899},[],{"categories":4901},[145],{"categories":4903},[64],{"categories":4905},[182],{"categories":4907},[185],{"categories":4909},[111],{"categories":4911},[],{"categories":4913},[64],{"categories":4915},[2535],{"categories":4917},[145],{"categories":4919},[123],{"categories":4921},[111],{"categories":4923},[111],{"categories":4925},[108],{"categories":4927},[111],{"categories":4929},[105],{"categories":4931},[1456],{"categories":4933},[239],{"categories":4935},[105],{"categories":4937},[],{"categories":4939},[],{"categories":4941},[145],{"categories":4943},[64],{"categories":4945},[145],{"categories":4947},[],{"categories":4949},[64],{"categories":4951},[64],{"categories":4953},[64],{"categories":4955},[],{"categories":4957},[111],{"categories":4959},[],{"categories":4961},[145],{"categories":4963},[105],{"categories":4965},[182],{"categories":4967},[111],{"categories":4969},[64],{"categories":4971},[145],{"categories":4973},[111],{"categories":4975},[145],{"categories":4977},[],{"categories":4979},[145],{"categories":4981},[105],{"categories":4983},[388],{"categories":4985},[64],{"categories":4987},[111],{"categories":4989},[],{"categories":4991},[123],{"categories":4993},[64],{"categories":4995},[116],{"categories":4997},[64],{"categories":4999},[105],{"categories":5001},[],{"categories":5003},[],{"categories":5005},[],{"categories":5007},[182],{"categories":5009},[64],{"categories":5011},[111],{"categories":5013},[111],{"categories":5015},[],{"categories":5017},[],{"categories":5019},[],{"categories":5021},[182],{"categories":5023},[111],{"categories":5025},[],{"categories":5027},[64],{"categories":5029},[111],{"categories":5031},[105],{"categories":5033},[],{"categories":5035},[],{"categories":5037},[182],{"categories":5039},[111],{"categories":5041},[145],{"categories":5043},[],{"categories":5045},[208],{"categories":5047},[145],{"categories":5049},[208],{"categories":5051},[185],{"categories":5053},[111],{"categories":5055},[111],{"categories":5057},[],{"categories":5059},[],{"categories":5061},[64],{"categories":5063},[],{"categories":5065},[111],{"categories":5067},[388],{"categories":5069},[111],{"categories":5071},[111],{"categories":5073},[111],{"categories":5075},[],{"categories":5077},[64],{"categories":5079},[111],{"categories":5081},[111],{"categories":5083},[],{"categories":5085},[64],{"categories":5087},[111],{"categories":5089},[145],{"categories":5091},[111],{"categories":5093},[208],{"categories":5095},[108],{"categories":5097},[111],{"categories":5099},[111],{"categories":5101},[64],{"categories":5103},[185],{"categories":5105},[64],{"categories":5107},[64],{"categories":5109},[],{"categories":5111},[],{"categories":5113},[111],{"categories":5115},[],{"categories":5117},[145],{"categories":5119},[108],{"categories":5121},[],{"categories":5123},[],{"categories":5125},[182],{"categories":5127},[105],{"categories":5129},[],{"categories":5131},[108],{"categories":5133},[208],{"categories":5135},[111],{"categories":5137},[123],{"categories":5139},[105],{"categories":5141},[185],{"categories":5143},[108],{"categories":5145},[123],{"categories":5147},[123],{"categories":5149},[],{"categories":5151},[111],{"categories":5153},[],{"categories":5155},[64],{"categories":5157},[105],{"categories":5159},[182],{"categories":5161},[111],{"categories":5163},[105],{"categories":5165},[64],{"categories":5167},[239],{"categories":5169},[111],{"categories":5171},[111],{"categories":5173},[111],{"categories":5175},[105],{"categories":5177},[185],{"categories":5179},[64],{"categories":5181},[],{"categories":5183},[111],{"categories":5185},[123],{"categories":5187},[145],{"categories":5189},[123],{"categories":5191},[111],{"categories":5193},[116],{"categories":5195},[],{"categories":5197},[182],{"categories":5199},[145],{"categories":5201},[105],{"categories":5203},[64],{"categories":5205},[111],{"categories":5207},[111],{"categories":5209},[64],{"categories":5211},[111],{"categories":5213},[111],{"categories":5215},[108],{"categories":5217},[64],{"categories":5219},[64,239],{"categories":5221},[64],{"categories":5223},[123],{"categories":5225},[111],{"categories":5227},[111],{"categories":5229},[185],{"categories":5231},[64],{"categories":5233},[208],{"categories":5235},[64],{"categories":5237},[108],{"categories":5239},[],{"categories":5241},[64],{"categories":5243},[111],{"categories":5245},[108],{"categories":5247},[],{"categories":5249},[],{"categories":5251},[123],{"categories":5253},[111],{"categories":5255},[111],{"categories":5257},[64],{"categories":5259},[185],{"categories":5261},[208],{"categories":5263},[111],{"categories":5265},[111],{"categories":5267},[64],{"categories":5269},[],{"categories":5271},[64],{"categories":5273},[145],{"categories":5275},[64],{"categories":5277},[],{"categories":5279},[145],{"categories":5281},[123],{"categories":5283},[2535],{"categories":5285},[105],{"categories":5287},[123],{"categories":5289},[111],{"categories":5291},[64],{"categories":5293},[111],{"categories":5295},[111],{"categories":5297},[208],{"categories":5299},[123],{"categories":5301},[],{"categories":5303},[145],{"categories":5305},[111],{"categories":5307},[],{"categories":5309},[64],{"categories":5311},[111],{"categories":5313},[111],{"categories":5315},[111],{"categories":5317},[64],{"categories":5319},[111],{"categories":5321},[111],{"categories":5323},[116],{"categories":5325},[64],{"categories":5327},[111],{"categories":5329},[111],{"categories":5331},[111],{"categories":5333},[111],{"categories":5335},[111],{"categories":5337},[111],{"categories":5339},[108],{"categories":5341},[],{"categories":5343},[116],{"categories":5345},[145],{"categories":5347},[64],{"categories":5349},[111],{"categories":5351},[123],{"categories":5353},[],{"categories":5355},[123],{"categories":5357},[123],{"categories":5359},[64],{"categories":5361},[123],{"categories":5363},[111],{"categories":5365},[111],{"categories":5367},[123],{"categories":5369},[111],{"categories":5371},[64],{"categories":5373},[145],{"categories":5375},[111],{"categories":5377},[111],{"categories":5379},[111],{"categories":5381},[108],{"categories":5383},[111],{"categories":5385},[64],{"categories":5387},[182],{"categories":5389},[],{"categories":5391},[111],{"categories":5393},[185],{"categories":5395},[64],{"categories":5397},[111],{"categories":5399},[],{"categories":5401},[111],{"categories":5403},[111],{"categories":5405},[145],{"categories":5407},[111],{"categories":5409},[111],{"categories":5411},[64],{"categories":5413},[208],{"categories":5415},[],{"categories":5417},[],{"categories":5419},[123],{"categories":5421},[145],{"categories":5423},[123],{"categories":5425},[145],{"categories":5427},[111],{"categories":5429},[208],{"categories":5431},[111],{"categories":5433},[105],{"categories":5435},[64],{"categories":5437},[111],{"categories":5439},[64],{"categories":5441},[64],{"categories":5443},[111],{"categories":5445},[108],{"categories":5447},[],{"categories":5449},[185],{"categories":5451},[111],{"categories":5453},[],{"categories":5455},[145],{"categories":5457},[111],{"categories":5459},[185],{"categories":5461},[111],{"categories":5463},[123],{"categories":5465},[123],{"categories":5467},[123],{"categories":5469},[64],{"categories":5471},[64],{"categories":5473},[64],{"categories":5475},[111],{"categories":5477},[111],{"categories":5479},[182],{"categories":5481},[185],{"categories":5483},[185],{"categories":5485},[],{"categories":5487},[145],{"categories":5489},[111],{"categories":5491},[111],{"categories":5493},[123],{"categories":5495},[],{"categories":5497},[145],{"categories":5499},[145],{"categories":5501},[145],{"categories":5503},[],{"categories":5505},[64],{"categories":5507},[111],{"categories":5509},[],{"categories":5511},[105],{"categories":5513},[108],{"categories":5515},[],{"categories":5517},[111],{"categories":5519},[111],{"categories":5521},[],{"categories":5523},[123],{"categories":5525},[],{"categories":5527},[],{"categories":5529},[],{"categories":5531},[],{"categories":5533},[111],{"categories":5535},[145],{"categories":5537},[],{"categories":5539},[],{"categories":5541},[111],{"categories":5543},[111],{"categories":5545},[111],{"categories":5547},[185],{"categories":5549},[111],{"categories":5551},[185],{"categories":5553},[],{"categories":5555},[185],{"categories":5557},[185],{"categories":5559},[239],{"categories":5561},[64],{"categories":5563},[123],{"categories":5565},[],{"categories":5567},[],{"categories":5569},[185],{"categories":5571},[123],{"categories":5573},[123],{"categories":5575},[123],{"categories":5577},[],{"categories":5579},[105],{"categories":5581},[123],{"categories":5583},[123],{"categories":5585},[105],{"categories":5587},[123],{"categories":5589},[108],{"categories":5591},[123],{"categories":5593},[123],{"categories":5595},[123],{"categories":5597},[185],{"categories":5599},[145],{"categories":5601},[145],{"categories":5603},[111],{"categories":5605},[123],{"categories":5607},[185],{"categories":5609},[239],{"categories":5611},[185],{"categories":5613},[185],{"categories":5615},[185],{"categories":5617},[],{"categories":5619},[108],{"categories":5621},[],{"categories":5623},[239],{"categories":5625},[123],{"categories":5627},[123],{"categories":5629},[123],{"categories":5631},[64],{"categories":5633},[145,108],{"categories":5635},[185],{"categories":5637},[],{"categories":5639},[],{"categories":5641},[185],{"categories":5643},[],{"categories":5645},[185],{"categories":5647},[145],{"categories":5649},[64],{"categories":5651},[],{"categories":5653},[123],{"categories":5655},[111],{"categories":5657},[182],{"categories":5659},[],{"categories":5661},[111],{"categories":5663},[],{"categories":5665},[145],{"categories":5667},[105],{"categories":5669},[185],{"categories":5671},[],{"categories":5673},[123],{"categories":5675},[145],[5677,5778,5900,6016],{"id":5678,"title":5679,"ai":5680,"body":5685,"categories":5748,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":5749,"navigation":84,"path":5766,"published_at":5767,"question":65,"scraped_at":5767,"seo":5768,"sitemap":5769,"source_id":5770,"source_name":90,"source_type":91,"source_url":5771,"stem":5772,"tags":5773,"thumbnail_url":65,"tldr":5775,"tweet":65,"unknown_tags":5776,"__hash__":5777},"summaries\u002Fsummaries\u002F2de481a2cc9b7c73-testing-microsoft-fara-browser-agents-with-mock-en-summary.md","Testing Microsoft Fara Browser Agents with Mock Endpoints",{"provider":7,"model":8,"input_tokens":5681,"output_tokens":5682,"processing_time_ms":5683,"cost_usd":5684},10618,591,3311,0.003541,{"type":14,"value":5686,"toc":5743},[5687,5691,5694,5698,5701,5736,5740],[17,5688,5690],{"id":5689},"validating-agent-workflows-with-mock-endpoints","Validating Agent Workflows with Mock Endpoints",[22,5692,5693],{},"Testing browser-use agents often requires heavy infrastructure, such as GPU-backed model servers. This tutorial provides a lightweight approach by implementing a mock OpenAI-compatible endpoint using FastAPI. By simulating the model's responses, developers can verify the agent's core logic—sending tasks, receiving structured action commands, and executing them via Playwright—without the overhead of running a full Fara-7B model.",[17,5695,5697],{"id":5696},"implementation-strategy","Implementation Strategy",[22,5699,5700],{},"The workflow follows a modular setup designed for portability between testing and production environments:",[5702,5703,5704,5712,5726],"ul",{},[5705,5706,5707,5711],"li",{},[5708,5709,5710],"strong",{},"Environment Setup:"," The process clones the Microsoft Fara repository, installs necessary dependencies (including Playwright for browser automation), and configures the working directory.",[5705,5713,5714,5717,5718,5721,5722,5725],{},[5708,5715,5716],{},"Mock Server:"," A local FastAPI server is spun up to intercept requests. It returns hardcoded, valid Fara-style JSON actions (e.g., ",[26,5719,5720],{},"visit_url",", ",[26,5723,5724],{},"terminate",") that trigger the browser agent's execution loop.",[5705,5727,5728,5731,5732,5735],{},[5708,5729,5730],{},"Configuration Flexibility:"," The system uses an ",[26,5733,5734],{},"endpoint_config.json"," file. This allows developers to toggle between the local mock server and real production endpoints, such as Azure Foundry, vLLM, LM Studio, or Ollama, simply by updating the configuration values.",[17,5737,5739],{"id":5738},"practical-considerations","Practical Considerations",[22,5741,5742],{},"The tutorial emphasizes that browser agents should only be tested in sandboxed environments to avoid security risks. It provides clear instructions for switching to real deployments, noting that self-hosting with vLLM or using local inference tools like LM Studio are viable paths for moving from the mock testing phase to live model execution.",{"title":57,"searchDepth":58,"depth":58,"links":5744},[5745,5746,5747],{"id":5689,"depth":58,"text":5690},{"id":5696,"depth":58,"text":5697},{"id":5738,"depth":58,"text":5739},[64],{"content_references":5750,"triage":5764},[5751,5754,5758,5761],{"type":71,"title":5752,"url":5753,"context":74},"Microsoft Fara","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Ffara",{"type":71,"title":5755,"url":5756,"context":5757},"Playwright","https:\u002F\u002Fplaywright.dev\u002F","mentioned",{"type":71,"title":5759,"url":5760,"context":5757},"FastAPI","https:\u002F\u002Ffastapi.tiangolo.com\u002F",{"type":71,"title":5762,"url":5763,"context":5757},"vLLM","https:\u002F\u002Fgithub.com\u002Fvllm-project\u002Fvllm",{"relevance":80,"novelty":81,"quality":81,"actionability":80,"composite":82,"reasoning":5765},"Category: AI Automation. The article provides a detailed tutorial on testing AI agents using mock endpoints, which directly addresses the audience's need for practical applications in AI integration. It offers a clear implementation strategy and practical considerations for transitioning from testing to production, making it highly actionable.","\u002Fsummaries\u002F2de481a2cc9b7c73-testing-microsoft-fara-browser-agents-with-mock-en-summary","2026-06-06 16:11:50",{"title":5679,"description":57},{"loc":5766},"2de481a2cc9b7c73","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F05\u002Fmicrosoft-fara-tutorial-run-a-browser-use-agent-in-google-colab-with-a-mock-openai-compatible-endpoint\u002F","summaries\u002F2de481a2cc9b7c73-testing-microsoft-fara-browser-agents-with-mock-en-summary",[95,96,5774,97],"llm","This tutorial demonstrates how to test Microsoft Fara browser-use agents in Google Colab using a mock OpenAI-compatible endpoint, allowing developers to validate agent loops and browser workflows without needing a full model deployment.",[97],"XyW8SQt0nYveNs8EtJVDg5LfPpPl10KcxDHl4z7fli0",{"id":5779,"title":5780,"ai":5781,"body":5786,"categories":5863,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":5864,"navigation":84,"path":5886,"published_at":5887,"question":65,"scraped_at":5888,"seo":5889,"sitemap":5890,"source_id":5891,"source_name":5892,"source_type":91,"source_url":5893,"stem":5894,"tags":5895,"thumbnail_url":65,"tldr":5897,"tweet":65,"unknown_tags":5898,"__hash__":5899},"summaries\u002Fsummaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary.md","Building a Deterministic Runtime for AI Agents",{"provider":7,"model":8,"input_tokens":5782,"output_tokens":5783,"processing_time_ms":5784,"cost_usd":5785},9057,911,5183,0.00363075,{"type":14,"value":5787,"toc":5857},[5788,5792,5795,5799,5806,5810,5813,5850,5854],[17,5789,5791],{"id":5790},"the-failure-of-model-driven-orchestration","The Failure of Model-Driven Orchestration",[22,5793,5794],{},"Probabilistic systems (LLMs) are ill-suited for deterministic enterprise workflows like payment authorization or vendor onboarding. When models are tasked with orchestration—sequencing tool calls, managing state, and interpreting results—they introduce non-deterministic behavior, security risks, and audit failures. Furthermore, increasing model size or context windows does not solve these issues; it often exacerbates them by increasing the surface area for \"lost in the middle\" phenomena and tool-space interference, where adding more tools degrades performance.",[17,5796,5798],{"id":5797},"shifting-the-execution-boundary","Shifting the Execution Boundary",[22,5800,5801,5802,5805],{},"The core architectural solution is to move the execution loop out of the model and into a governed runtime. The author introduces \"Lattice,\" an open framework that treats workflows as \"capabilities\"—typed Python contracts. In this model, the LLM acts only as an intent engine, requesting a high-level outcome (e.g., ",[26,5803,5804],{},"VendorOnboarding","), while the runtime handles the complex, deterministic logic of sequencing, retries, and error recovery.",[17,5807,5809],{"id":5808},"capabilities-as-governed-code","Capabilities as Governed Code",[22,5811,5812],{},"Capabilities are defined as Python files using decorators to manage the workflow lifecycle:",[5702,5814,5815,5825,5844],{},[5705,5816,5817,5820,5821,5824],{},[5708,5818,5819],{},"Contract Definition:"," ",[26,5822,5823],{},"@capability"," defines the inputs and the \"projection\" (the small, decision-relevant data returned to the model).",[5705,5826,5827,5820,5830,5833,5834,5721,5837,5721,5840,5843],{},[5708,5828,5829],{},"Step Execution:",[26,5831,5832],{},"@step"," functions define discrete units of work, allowing for dependency management (e.g., running independent steps in parallel) and granular failure policies (",[26,5835,5836],{},"@retry",[26,5838,5839],{},"@soft_failure",[26,5841,5842],{},"@hard_failure",").",[5705,5845,5846,5849],{},[5708,5847,5848],{},"Security & Audit:"," Credentials and permissions are managed by the runtime, not the model. By injecting scopes at the capability level, security reviews are simplified from auditing dozens of individual endpoints to auditing a single capability. Every execution generates a structured, queryable audit trail, replacing opaque conversation logs.",[17,5851,5853],{"id":5852},"designing-for-decision-surfaces","Designing for Decision Surfaces",[22,5855,5856],{},"A capability's value is determined by its \"projection.\" Instead of passing raw API responses (which are sensitive and noisy) back to the model, the runtime filters data into a small, typed object. This projection must enable the model to explain outcomes, present clear alternatives upon failure, and map those alternatives to actionable next steps. This approach keeps sensitive data out of the model's context, mitigating risks like prompt injection and log exposure while significantly reducing token costs.",{"title":57,"searchDepth":58,"depth":58,"links":5858},[5859,5860,5861,5862],{"id":5790,"depth":58,"text":5791},{"id":5797,"depth":58,"text":5798},{"id":5808,"depth":58,"text":5809},{"id":5852,"depth":58,"text":5853},[64],{"content_references":5865,"triage":5883},[5866,5872,5876,5880],{"type":5867,"title":5868,"author":5869,"url":5870,"context":5871},"paper","Lost in the Middle: How Language Models Use Long Contexts","Liu et al.","https:\u002F\u002Farxiv.org\u002Fabs\u002F2307.03172","cited",{"type":76,"title":5873,"author":5874,"url":5875,"context":5871},"Tool-space interference: An emerging problem for LLM agents","Microsoft Research","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fresearch\u002Fvideo\u002Ftool-space-interference-an-emerging-problem-for-llm-agents\u002F",{"type":5867,"title":5877,"author":5878,"url":5879,"context":5871},"LongFuncEval: A Benchmark for Long-Context LLM Agents","IBM","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2505.10570",{"type":5867,"title":5881,"url":5882,"context":5871},"Less is More: The Impact of Tool Set Size on Agent Performance","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2411.15399",{"relevance":80,"novelty":81,"quality":81,"actionability":81,"composite":5884,"reasoning":5885},4.35,"Category: AI Automation. The article provides a detailed architectural solution for integrating AI agents into enterprise workflows, addressing a specific pain point of non-deterministic behavior in LLMs. It introduces a governed Python runtime framework that enhances reliability and security, making it actionable for developers looking to implement AI in production.","\u002Fsummaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary","2026-05-20 17:44:13","2026-05-20 19:00:29",{"title":5780,"description":57},{"loc":5886},"457d7c680caa17a0","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-missing-runtime-between-ai-agents-and-enterprise-backends-part-2-of-2-54dab8e415ce?source=rss----5517fd7b58a6---4","summaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary",[95,96,97,5896],"software-engineering","To move AI agents from chat to production, move orchestration out of the LLM and into a governed Python runtime that enforces state, permissions, and failure policies.",[97,5896],"mCK-7pbC3ltvLpUlquTbPLA-fvCT7fCKeV01kDXs3Xw",{"id":5901,"title":5902,"ai":5903,"body":5908,"categories":5986,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":5987,"navigation":84,"path":6000,"published_at":6001,"question":65,"scraped_at":6002,"seo":6003,"sitemap":6004,"source_id":6005,"source_name":6006,"source_type":6007,"source_url":6008,"stem":6009,"tags":6010,"thumbnail_url":6011,"tldr":6012,"tweet":6013,"unknown_tags":6014,"__hash__":6015},"summaries\u002Fsummaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary.md","Building Production-Grade Multi-Agent Systems with ADK",{"provider":7,"model":8,"input_tokens":5904,"output_tokens":5905,"processing_time_ms":5906,"cost_usd":5907},5343,795,4207,0.00252825,{"type":14,"value":5909,"toc":5980},[5910,5914,5917,5921,5924,5928,5931,5949,5953,5956,5977],[17,5911,5913],{"id":5912},"multi-agent-orchestration-and-routing","Multi-Agent Orchestration and Routing",[22,5915,5916],{},"Building a production-grade agent system requires moving beyond simple scripts to a hierarchical structure. In this architecture, a 'root agent' acts as a director, delegating tasks to specialized sub-agents (e.g., a critic, a recommender, and a watchlist manager). Routing is handled by the LLM itself: each sub-agent is defined by a description, and the root agent’s LLM performs intent detection to match user requests to the appropriate agent. This eliminates complex 'if-else' logic, making the system maintainable and scalable.",[17,5918,5920],{"id":5919},"integrating-external-tools-with-mcp","Integrating External Tools with MCP",[22,5922,5923],{},"The Model Context Protocol (MCP) allows agents to interact with external data sources without hard-coded APIs. By using an MCP server (such as the 'fetch' server), an agent can programmatically access live web content. The Agent Development Kit (ADK) manages the full lifecycle of these servers—starting them as child processes, handling standard I\u002FO, and exposing tools automatically. This allows agents to perform real-time research, such as scraping live review scores from Rotten Tomatoes or IMDb, rather than relying on stale training data.",[17,5925,5927],{"id":5926},"state-management-and-contextual-awareness","State Management and Contextual Awareness",[22,5929,5930],{},"To create a persistent experience, ADK uses 'session state' and 'instruction templating.'",[5702,5932,5933,5943],{},[5705,5934,5935,5938,5939,5942],{},[5708,5936,5937],{},"Tool Context:"," By injecting a ",[26,5940,5941],{},"tool_context"," parameter into Python functions, ADK provides access to the current session state at runtime. This allows tools to read and write data (like a user's watchlist) that persists across different turns of conversation.",[5705,5944,5945,5948],{},[5708,5946,5947],{},"Instruction Templating:"," ADK uses curly-brace syntax within system instructions to dynamically inject state variables. For example, a watchlist can be injected directly into the recommender agent's prompt, ensuring the agent avoids suggesting movies the user has already saved, without requiring custom logic.",[17,5950,5952],{"id":5951},"layered-security-and-guardrails","Layered Security and Guardrails",[22,5954,5955],{},"Moving from a demo to production requires defense-in-depth. ADK provides three primary callback hooks for security:",[5957,5958,5959,5965,5971],"ol",{},[5705,5960,5961,5964],{},[5708,5962,5963],{},"Before Model Callback (Input Firewall):"," Uses deterministic regex patterns to catch common prompt injections (e.g., 'ignore previous instructions'). This short-circuits the request before it hits the LLM, saving tokens and latency.",[5705,5966,5967,5970],{},[5708,5968,5969],{},"After Model Callback (Output Filter):"," Scans model responses for PII (emails, phone numbers) before they reach the user.",[5705,5972,5973,5976],{},[5708,5974,5975],{},"Before Tool Callback (Argument Validator):"," Validates tool inputs (e.g., enforcing character limits or list caps) before execution.",[22,5978,5979],{},"These hooks are first-class citizens in ADK, allowing developers to implement robust safety measures without monkey-patching or forking the framework.",{"title":57,"searchDepth":58,"depth":58,"links":5981},[5982,5983,5984,5985],{"id":5912,"depth":58,"text":5913},{"id":5919,"depth":58,"text":5920},{"id":5926,"depth":58,"text":5927},{"id":5951,"depth":58,"text":5952},[111],{"content_references":5988,"triage":5998},[5989,5992,5995],{"type":71,"title":5990,"url":5991,"context":74},"Agent Development Kit (ADK)","https:\u002F\u002Fadk.dev",{"type":71,"title":5993,"url":5994,"context":74},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io",{"type":71,"title":5996,"url":5997,"context":5757},"Gemini Enterprise Agent Ready (GEAR)","https:\u002F\u002Fgoo.gle\u002F3Srblgl",{"relevance":80,"novelty":81,"quality":81,"actionability":80,"composite":82,"reasoning":5999},"Category: AI & LLMs. The article provides a detailed guide on building production-grade multi-agent systems using Google's ADK, addressing practical applications for developers looking to implement AI features. It includes specific techniques like using the Model Context Protocol for real-time data access, which is immediately actionable for the target audience.","\u002Fsummaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary","2026-06-29 16:00:20","2026-06-30 12:56:53",{"title":5902,"description":57},{"loc":6000},"494f4ad6c844a2bd","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=W54cRxp-bSA","summaries\u002F494f4ad6c844a2bd-building-production-grade-multi-agent-systems-with-summary",[95,5774,96,97],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FW54cRxp-bSA\u002Fhqdefault.jpg","Learn to build robust, state-aware multi-agent systems using Google's Agent Development Kit (ADK) and the Model Context Protocol (MCP) to handle orchestration, security, and persistence.","A technical walkthrough of building a multi-agent system using Google's [Agent Development Kit](https:\u002F\u002Fadk.dev) and the [Model Context Protocol](https:\u002F\u002Fmodelcontextprotocol.io). The video demonstrates how to use ADK’s built-in session state, instruction templating, and three-tier security callbacks to manage agent routing and tool execution without writing custom orchestration logic.",[97],"R3ecYqFYXcpVfeqSV5Ewgks_001Wb774FmXCPpMEx7w",{"id":6017,"title":6018,"ai":6019,"body":6024,"categories":6107,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":6108,"navigation":84,"path":6115,"published_at":6116,"question":65,"scraped_at":6117,"seo":6118,"sitemap":6119,"source_id":6120,"source_name":6006,"source_type":6007,"source_url":6121,"stem":6122,"tags":6123,"thumbnail_url":6124,"tldr":6125,"tweet":6126,"unknown_tags":6127,"__hash__":6128},"summaries\u002Fsummaries\u002F050cdb4c11d2c89c-building-ai-agents-with-model-context-protocol-mcp-summary.md","Building AI Agents with Model Context Protocol (MCP)",{"provider":7,"model":8,"input_tokens":6020,"output_tokens":6021,"processing_time_ms":6022,"cost_usd":6023},5945,647,3909,0.00245675,{"type":14,"value":6025,"toc":6103},[6026,6030,6033,6036,6062,6066,6069],[17,6027,6029],{"id":6028},"the-role-of-mcp-in-ai-architecture","The Role of MCP in AI Architecture",[22,6031,6032],{},"Model Context Protocol (MCP) functions as a standardized \"translator\" between an AI agent (the brain) and external tools (the hands and eyes). By sitting in the middle, MCP allows agents to move beyond static training data and interact with real-world services like databases, APIs, or live search tools.",[22,6034,6035],{},"Key architectural benefits include:",[5702,6037,6038,6044,6050,6056],{},[5705,6039,6040,6043],{},[5708,6041,6042],{},"Isolation:"," Tools run as independent processes; if a tool crashes, the agent remains stable.",[5705,6045,6046,6049],{},[5708,6047,6048],{},"Interoperability:"," Because the protocol uses standard input\u002Foutput (stdio), tools can be written in any language (Python, Go, Node) without the agent needing to know the underlying implementation.",[5705,6051,6052,6055],{},[5708,6053,6054],{},"Discoverability:"," Tools describe themselves via schemas at runtime, allowing agents to dynamically understand available functions, arguments, and return types.",[5705,6057,6058,6061],{},[5708,6059,6060],{},"Scalability:"," Developers can add, swap, or version tools without rewriting the core agent logic.",[17,6063,6065],{"id":6064},"implementing-an-mcp-server","Implementing an MCP Server",[22,6067,6068],{},"To connect an agent to an external tool (such as Google Trends), the process involves wrapping a standard function into an MCP-compliant server. The implementation follows a specific pattern:",[5957,6070,6071,6077,6091,6097],{},[5705,6072,6073,6076],{},[5708,6074,6075],{},"Tool Definition:"," Use an SDK to wrap a Python function. The SDK inspects the function signature and docstrings to automatically generate the necessary JSON schema, eliminating the need for manual schema writing.",[5705,6078,6079,6082,6083,6086,6087,6090],{},[5708,6080,6081],{},"Server Handshake:"," The MCP server object manages the communication. It exposes two primary handlers: ",[26,6084,6085],{},"list_tools"," (which tells the agent what is available) and ",[26,6088,6089],{},"call_tool"," (which executes the logic).",[5705,6092,6093,6096],{},[5708,6094,6095],{},"Execution:"," When the agent requests a tool, it sends the tool name and arguments as a JSON dictionary. The server validates the request, executes the function, and returns the result as a JSON payload.",[5705,6098,6099,6102],{},[5708,6100,6101],{},"Integration:"," The server is attached to standard input\u002Foutput. In the main agent configuration, the MCP-based tool is added to the agent's tool list alongside local functions. To the agent, calling an external MCP tool is indistinguishable from calling a local function, allowing for seamless grounding of AI outputs in real-time data.",{"title":57,"searchDepth":58,"depth":58,"links":6104},[6105,6106],{"id":6028,"depth":58,"text":6029},{"id":6064,"depth":58,"text":6065},[111],{"content_references":6109,"triage":6113},[6110,6111],{"type":71,"title":5990,"context":74},{"type":71,"title":5993,"url":6112,"context":74},"https:\u002F\u002Fgoo.gle\u002F4xfafo8",{"relevance":80,"novelty":81,"quality":81,"actionability":81,"composite":5884,"reasoning":6114},"Category: AI & LLMs. The article provides a detailed explanation of the Model Context Protocol (MCP) and its architectural benefits for AI agents, addressing specific pain points like interoperability and scalability. It includes actionable steps for implementing an MCP server, making it highly relevant and practical for developers looking to integrate AI features.","\u002Fsummaries\u002F050cdb4c11d2c89c-building-ai-agents-with-model-context-protocol-mcp-summary","2026-06-18 13:00:09","2026-06-19 12:56:43",{"title":6018,"description":57},{"loc":6115},"050cdb4c11d2c89c","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=wBnnA8aIxUs","summaries\u002F050cdb4c11d2c89c-building-ai-agents-with-model-context-protocol-mcp-summary",[5774,96,95,97],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FwBnnA8aIxUs\u002Fhqdefault.jpg","The Model Context Protocol (MCP) acts as a universal adapter, allowing AI agents to securely interact with external tools and live data via a standardized input\u002Foutput interface, decoupling agent logic from tool implementation.","This is a technical walkthrough of how to use the [Agent Development Kit](https:\u002F\u002Fgoo.gle\u002F4vv5sx5) to connect an AI agent to an external tool via the [Model Context Protocol](https:\u002F\u002Fgoo.gle\u002F4xfafo8). The video explains the MCP handshake process and demonstrates how to wrap a Python function—in this case, a Google Trends fetcher—so an agent can discover and execute it as a tool.",[97],"OSMf6Wi7nnwWXZtFne6CtediewUeQGo4rGGh0NLXdwU"]