[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-b4a61cbce4caf42a-mcp-vs-adk-connecting-and-orchestrating-ai-agents-summary":3,"summaries-facets-categories":166,"summary-related-b4a61cbce4caf42a-mcp-vs-adk-connecting-and-orchestrating-ai-agents-summary":7070},{"id":4,"title":5,"ai":6,"body":13,"categories":125,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":130,"navigation":145,"path":146,"published_at":147,"question":127,"scraped_at":148,"seo":149,"sitemap":150,"source_id":151,"source_name":152,"source_type":153,"source_url":154,"stem":155,"tags":156,"thumbnail_url":161,"tldr":162,"tweet":163,"unknown_tags":164,"__hash__":165},"summaries\u002Fsummaries\u002Fb4a61cbce4caf42a-mcp-vs-adk-connecting-and-orchestrating-ai-agents-summary.md","MCP vs. ADK: Connecting and Orchestrating AI Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6720,821,3657,0.0029115,{"type":14,"value":15,"toc":118},"minimark",[16,21,25,60,64,67,93,97,100,115],[17,18,20],"h2",{"id":19},"the-connectivity-layer-model-context-protocol-mcp","The Connectivity Layer: Model Context Protocol (MCP)",[22,23,24],"p",{},"Before the Model Context Protocol, developers were forced to write custom \"glue code\" for every data source or tool integration, leading to redundant work and fragmented implementations. MCP, an open standard developed by Anthropic, solves this by defining a universal protocol for how AI agents (hosts) communicate with external resources.",[26,27,28,48,54],"ul",{},[29,30,31,35,36,39,40,43,44,47],"li",{},[32,33,34],"strong",{},"Core Primitives:"," MCP categorizes integrations into three types: ",[32,37,38],{},"Tools"," (executable functions like SQL queries or web searches), ",[32,41,42],{},"Resources"," (data the LLM can read, such as files or databases), and ",[32,45,46],{},"Prompts"," (reusable templates).",[29,49,50,53],{},[32,51,52],{},"Architecture:"," MCP uses JSON-RPC for communication. Local servers communicate via standard input\u002Foutput, while remote servers utilize HTTP with streaming support.",[29,55,56,59],{},[32,57,58],{},"Key Benefit:"," It is model-agnostic. Once an MCP server is built for a tool (e.g., GitHub, Slack, Postgres), it can be plugged into any MCP-compatible agent, regardless of the underlying LLM.",[17,61,63],{"id":62},"the-orchestration-layer-agent-development-kit-adk","The Orchestration Layer: Agent Development Kit (ADK)",[22,65,66],{},"While MCP handles external connectivity, the Agent Development Kit (ADK) provides the structural framework for building the agent's internal logic. It treats agent development like traditional software engineering, emphasizing predictability and testability.",[26,68,69,75,81,87],{},[29,70,71,74],{},[32,72,73],{},"Core Building Blocks:"," ADK organizes agents using agents, tools, memory, events, and runners.",[29,76,77,80],{},[32,78,79],{},"Execution Control:"," ADK allows developers to choose between LLM-driven reasoning (flexible) and deterministic workflows (sequential, parallel, or loop-based). This is critical for reliability, as it allows developers to hard-code sequences where model decision-making is unnecessary or risky.",[29,82,83,86],{},[32,84,85],{},"State and Memory:"," ADK manages both short-term session state (working memory) and long-term memory (user preferences), making it easier to build multi-agent systems where a root orchestrator delegates subtasks to specialized agents (e.g., a research agent vs. a writing agent).",[29,88,89,92],{},[32,90,91],{},"Debugging:"," Because the agent suspends at each \"yield\" point, the runner maintains control, allowing developers to trace behavior and handle consequences before the agent proceeds.",[17,94,96],{"id":95},"how-they-work-together","How They Work Together",[22,98,99],{},"These technologies occupy different layers of the AI stack and are designed to be used in tandem:",[101,102,103,109],"ol",{},[29,104,105,108],{},[32,106,107],{},"ADK defines the cognition:"," It handles the planning, reasoning loops, and guardrails that prevent an agent from performing dangerous actions (like deleting a production database).",[29,110,111,114],{},[32,112,113],{},"MCP defines the interface:"," It provides the standardized \"hands\" the agent uses to interact with the outside world.",[22,116,117],{},"In a practical scenario—such as building a coding assistant—you would use ADK to structure the agent's logic for debugging and testing, and use MCP servers to provide that agent with standardized access to your repository, issue trackers, and test runners.",{"title":119,"searchDepth":120,"depth":120,"links":121},"",2,[122,123,124],{"id":19,"depth":120,"text":20},{"id":62,"depth":120,"text":63},{"id":95,"depth":120,"text":96},[126],"AI & LLMs",null,"md",false,{"content_references":131,"triage":140},[132,137],{"type":133,"title":134,"author":135,"context":136},"tool","Model Context Protocol (MCP)","Anthropic","recommended",{"type":133,"title":138,"author":139,"context":136},"Agent Development Kit (ADK)","Google",{"relevance":141,"novelty":142,"quality":142,"actionability":142,"composite":143,"reasoning":144},5,4,4.35,"Category: AI & LLMs. The article provides a detailed comparison of MCP and ADK, addressing specific pain points for developers integrating AI agents by offering a standardized approach to connectivity and orchestration. It presents actionable insights on how to implement these protocols in AI product development.",true,"\u002Fsummaries\u002Fb4a61cbce4caf42a-mcp-vs-adk-connecting-and-orchestrating-ai-agents-summary","2026-05-18 11:00:14","2026-05-18 11:04:16",{"title":5,"description":119},{"loc":146},"b4a61cbce4caf42a","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=BedAaB1RKgE","summaries\u002Fb4a61cbce4caf42a-mcp-vs-adk-connecting-and-orchestrating-ai-agents-summary",[157,158,159,160],"llm","ai-agents","mcp","adk","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FBedAaB1RKgE\u002Fhqdefault.jpg","MCP (Model Context Protocol) and ADK (Agent Development Kit) are complementary, not competing. MCP standardizes how agents connect to external data and tools, while ADK provides the framework for structuring agent logic, memory, and orchestration.","This video provides a high-level conceptual overview of how to combine the [Model Context Protocol (MCP)](https:\u002F\u002Fmodelcontextprotocol.io\u002F) and the [Agent Development Kit (ADK)](https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fagent-development-kit). The hosts explain that MCP acts as a standardized interface for connecting agents to external data and tools, while ADK serves as a structured framework for orchestrating agent logic, memory, and multi-agent workflows.",[158,159,160],"A17mYqjRlhz0YZhAix3Y1xryDYSLY4xcXimswfhc5kE",[167,169,172,174,177,179,182,185,187,189,191,193,196,198,200,202,204,207,209,211,213,215,218,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,270,272,274,276,278,280,282,284,286,288,290,292,294,296,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,340,342,344,346,348,350,352,354,356,358,360,362,364,366,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,434,436,438,440,442,444,446,448,450,452,454,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,490,492,494,496,498,500,502,504,506,508,510,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,572,574,576,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,618,620,622,624,626,628,630,632,634,636,638,640,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,930,932,934,936,938,941,943,945,947,949,951,953,955,957,959,961,963,965,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068],{"categories":168},[126],{"categories":170},[171],"Developer Productivity",{"categories":173},[126],{"categories":175},[176],"Business & SaaS",{"categories":178},[126],{"categories":180},[181],"AI Automation",{"categories":183},[184],"Product Strategy",{"categories":186},[181],{"categories":188},[126],{"categories":190},[171],{"categories":192},[181],{"categories":194},[195],"Software Engineering",{"categories":197},[126],{"categories":199},[176],{"categories":201},[],{"categories":203},[126],{"categories":205},[206],"Inference & Serving",{"categories":208},[126],{"categories":210},[126],{"categories":212},[181],{"categories":214},[],{"categories":216},[217],"AI News & Trends",{"categories":219},[220],"Data Science & Visualization",{"categories":222},[181],{"categories":224},[126],{"categories":226},[126],{"categories":228},[176],{"categories":230},[171],{"categories":232},[126],{"categories":234},[181],{"categories":236},[217],{"categories":238},[126],{"categories":240},[181],{"categories":242},[181],{"categories":244},[126],{"categories":246},[126],{"categories":248},[181],{"categories":250},[126],{"categories":252},[126],{"categories":254},[126],{"categories":256},[181],{"categories":258},[217],{"categories":260},[126],{"categories":262},[126],{"categories":264},[126],{"categories":266},[],{"categories":268},[269],"Design & Frontend",{"categories":271},[220],{"categories":273},[217],{"categories":275},[126],{"categories":277},[126],{"categories":279},[126],{"categories":281},[],{"categories":283},[126],{"categories":285},[126],{"categories":287},[181],{"categories":289},[195],{"categories":291},[126],{"categories":293},[181],{"categories":295},[126],{"categories":297},[298],"Marketing & Growth",{"categories":300},[269],{"categories":302},[126],{"categories":304},[181],{"categories":306},[126],{"categories":308},[126],{"categories":310},[195],{"categories":312},[126],{"categories":314},[],{"categories":316},[],{"categories":318},[269],{"categories":320},[126],{"categories":322},[181],{"categories":324},[171],{"categories":326},[195],{"categories":328},[181],{"categories":330},[269],{"categories":332},[184],{"categories":334},[126],{"categories":336},[195],{"categories":338},[339],"DevOps & Cloud",{"categories":341},[181],{"categories":343},[184],{"categories":345},[217],{"categories":347},[126],{"categories":349},[],{"categories":351},[126],{"categories":353},[126],{"categories":355},[],{"categories":357},[181],{"categories":359},[195],{"categories":361},[],{"categories":363},[195],{"categories":365},[126],{"categories":367},[368],"Governance & Standards",{"categories":370},[176],{"categories":372},[],{"categories":374},[],{"categories":376},[126],{"categories":378},[126],{"categories":380},[181],{"categories":382},[126],{"categories":384},[126],{"categories":386},[181],{"categories":388},[126],{"categories":390},[126],{"categories":392},[126],{"categories":394},[],{"categories":396},[195],{"categories":398},[],{"categories":400},[],{"categories":402},[126],{"categories":404},[195],{"categories":406},[],{"categories":408},[195],{"categories":410},[126],{"categories":412},[126],{"categories":414},[298],{"categories":416},[126],{"categories":418},[126],{"categories":420},[126],{"categories":422},[269],{"categories":424},[269],{"categories":426},[126],{"categories":428},[195],{"categories":430},[181],{"categories":432},[433],"GovTech & Public-Sector Adoption",{"categories":435},[195],{"categories":437},[126],{"categories":439},[126],{"categories":441},[126],{"categories":443},[181],{"categories":445},[181],{"categories":447},[220],{"categories":449},[126],{"categories":451},[217],{"categories":453},[181],{"categories":455},[456],"Legal AI Tools",{"categories":458},[126],{"categories":460},[181],{"categories":462},[126],{"categories":464},[298],{"categories":466},[181],{"categories":468},[184],{"categories":470},[126],{"categories":472},[195],{"categories":474},[433],{"categories":476},[],{"categories":478},[181],{"categories":480},[],{"categories":482},[176],{"categories":484},[181],{"categories":486},[181],{"categories":488},[489],"RAG & Retrieval",{"categories":491},[176],{"categories":493},[126],{"categories":495},[195],{"categories":497},[195],{"categories":499},[339],{"categories":501},[269],{"categories":503},[181],{"categories":505},[126],{"categories":507},[126],{"categories":509},[],{"categories":511},[512],"Agents & Orchestration",{"categories":514},[195],{"categories":516},[126],{"categories":518},[],{"categories":520},[181],{"categories":522},[176],{"categories":524},[],{"categories":526},[126],{"categories":528},[],{"categories":530},[126],{"categories":532},[171],{"categories":534},[195],{"categories":536},[176],{"categories":538},[126],{"categories":540},[181],{"categories":542},[126],{"categories":544},[217],{"categories":546},[126],{"categories":548},[],{"categories":550},[126],{"categories":552},[],{"categories":554},[126],{"categories":556},[195],{"categories":558},[126],{"categories":560},[181],{"categories":562},[220],{"categories":564},[],{"categories":566},[126],{"categories":568},[269],{"categories":570},[571],"Models & Frontier Labs",{"categories":573},[],{"categories":575},[269],{"categories":577},[578],"Regulation & Governance of AI",{"categories":580},[184],{"categories":582},[181],{"categories":584},[],{"categories":586},[126],{"categories":588},[126],{"categories":590},[181],{"categories":592},[181],{"categories":594},[217],{"categories":596},[126],{"categories":598},[176],{"categories":600},[126],{"categories":602},[181],{"categories":604},[],{"categories":606},[195],{"categories":608},[181],{"categories":610},[126],{"categories":612},[184],{"categories":614},[126],{"categories":616},[617],"AI Policy & Regulation",{"categories":619},[],{"categories":621},[126],{"categories":623},[181],{"categories":625},[184],{"categories":627},[181],{"categories":629},[126],{"categories":631},[126],{"categories":633},[126],{"categories":635},[181],{"categories":637},[],{"categories":639},[220],{"categories":641},[642],"Evals & Reliability",{"categories":644},[126],{"categories":646},[126],{"categories":648},[],{"categories":650},[171],{"categories":652},[433],{"categories":654},[617],{"categories":656},[126],{"categories":658},[176],{"categories":660},[126],{"categories":662},[181],{"categories":664},[126],{"categories":666},[181],{"categories":668},[512],{"categories":670},[126],{"categories":672},[195],{"categories":674},[126],{"categories":676},[],{"categories":678},[269],{"categories":680},[],{"categories":682},[126],{"categories":684},[433],{"categories":686},[126],{"categories":688},[126],{"categories":690},[126],{"categories":692},[],{"categories":694},[126],{"categories":696},[269],{"categories":698},[195],{"categories":700},[],{"categories":702},[126],{"categories":704},[],{"categories":706},[181],{"categories":708},[126],{"categories":710},[269],{"categories":712},[],{"categories":714},[126],{"categories":716},[126],{"categories":718},[220],{"categories":720},[181],{"categories":722},[126],{"categories":724},[176],{"categories":726},[181],{"categories":728},[126],{"categories":730},[126],{"categories":732},[195],{"categories":734},[269],{"categories":736},[126],{"categories":738},[181],{"categories":740},[],{"categories":742},[195],{"categories":744},[181],{"categories":746},[220],{"categories":748},[],{"categories":750},[126],{"categories":752},[217],{"categories":754},[126],{"categories":756},[],{"categories":758},[126],{"categories":760},[126],{"categories":762},[126],{"categories":764},[176,298],{"categories":766},[],{"categories":768},[195],{"categories":770},[126],{"categories":772},[126],{"categories":774},[181],{"categories":776},[126],{"categories":778},[],{"categories":780},[],{"categories":782},[126],{"categories":784},[269],{"categories":786},[126],{"categories":788},[],{"categories":790},[126],{"categories":792},[339],{"categories":794},[],{"categories":796},[181],{"categories":798},[217],{"categories":800},[126],{"categories":802},[126],{"categories":804},[269],{"categories":806},[],{"categories":808},[217],{"categories":810},[126],{"categories":812},[206],{"categories":814},[126],{"categories":816},[126],{"categories":818},[181],{"categories":820},[217],{"categories":822},[571],{"categories":824},[126],{"categories":826},[298],{"categories":828},[],{"categories":830},[181],{"categories":832},[176],{"categories":834},[195],{"categories":836},[126],{"categories":838},[181],{"categories":840},[],{"categories":842},[126,339],{"categories":844},[126],{"categories":846},[126],{"categories":848},[126],{"categories":850},[181],{"categories":852},[126,195],{"categories":854},[220],{"categories":856},[126],{"categories":858},[126],{"categories":860},[126],{"categories":862},[195],{"categories":864},[126],{"categories":866},[181],{"categories":868},[181],{"categories":870},[617],{"categories":872},[298],{"categories":874},[126],{"categories":876},[181],{"categories":878},[126],{"categories":880},[126],{"categories":882},[181],{"categories":884},[],{"categories":886},[181],{"categories":888},[126],{"categories":890},[126],{"categories":892},[181],{"categories":894},[126],{"categories":896},[126,176],{"categories":898},[126],{"categories":900},[176],{"categories":902},[],{"categories":904},[269],{"categories":906},[269],{"categories":908},[126],{"categories":910},[],{"categories":912},[],{"categories":914},[126],{"categories":916},[217],{"categories":918},[],{"categories":920},[171],{"categories":922},[126],{"categories":924},[195],{"categories":926},[126],{"categories":928},[929],"Generative UI & Design-to-Code",{"categories":931},[126],{"categories":933},[126],{"categories":935},[269],{"categories":937},[126],{"categories":939},[940],"Algorithmic Accountability",{"categories":942},[181],{"categories":944},[195],{"categories":946},[217],{"categories":948},[269],{"categories":950},[126],{"categories":952},[],{"categories":954},[184],{"categories":956},[126],{"categories":958},[126],{"categories":960},[126],{"categories":962},[126],{"categories":964},[181],{"categories":966},[967],"MLOps & Infrastructure",{"categories":969},[126],{"categories":971},[126],{"categories":973},[126],{"categories":975},[126],{"categories":977},[126],{"categories":979},[195],{"categories":981},[217],{"categories":983},[126],{"categories":985},[184],{"categories":987},[171],{"categories":989},[126],{"categories":991},[181],{"categories":993},[339],{"categories":995},[126],{"categories":997},[176],{"categories":999},[126],{"categories":1001},[269],{"categories":1003},[126],{"categories":1005},[126],{"categories":1007},[181],{"categories":1009},[],{"categories":1011},[],{"categories":1013},[126],{"categories":1015},[206],{"categories":1017},[269],{"categories":1019},[217],{"categories":1021},[220],{"categories":1023},[],{"categories":1025},[126],{"categories":1027},[126],{"categories":1029},[176],{"categories":1031},[181],{"categories":1033},[126],{"categories":1035},[126],{"categories":1037},[126],{"categories":1039},[126],{"categories":1041},[217],{"categories":1043},[206],{"categories":1045},[126],{"categories":1047},[269],{"categories":1049},[126],{"categories":1051},[],{"categories":1053},[181],{"categories":1055},[195],{"categories":1057},[],{"categories":1059},[126],{"categories":1061},[126],{"categories":1063},[181],{"categories":1065},[195],{"categories":1067},[126],{"categories":1069},[220],{"categories":1071},[269],{"categories":1073},[],{"categories":1075},[126],{"categories":1077},[],{"categories":1079},[126],{"categories":1081},[],{"categories":1083},[126],{"categories":1085},[126],{"categories":1087},[184],{"categories":1089},[176],{"categories":1091},[181],{"categories":1093},[181],{"categories":1095},[],{"categories":1097},[126],{"categories":1099},[171],{"categories":1101},[126],{"categories":1103},[126],{"categories":1105},[176],{"categories":1107},[217],{"categories":1109},[171],{"categories":1111},[],{"categories":1113},[126],{"categories":1115},[],{"categories":1117},[126],{"categories":1119},[],{"categories":1121},[217],{"categories":1123},[217],{"categories":1125},[],{"categories":1127},[512],{"categories":1129},[126],{"categories":1131},[269],{"categories":1133},[195],{"categories":1135},[],{"categories":1137},[456],{"categories":1139},[181],{"categories":1141},[176],{"categories":1143},[],{"categories":1145},[],{"categories":1147},[171],{"categories":1149},[220],{"categories":1151},[],{"categories":1153},[298],{"categories":1155},[181],{"categories":1157},[176],{"categories":1159},[181],{"categories":1161},[126],{"categories":1163},[176],{"categories":1165},[126],{"categories":1167},[195],{"categories":1169},[],{"categories":1171},[206],{"categories":1173},[184],{"categories":1175},[126],{"categories":1177},[269],{"categories":1179},[195],{"categories":1181},[176],{"categories":1183},[126],{"categories":1185},[195],{"categories":1187},[126],{"categories":1189},[181],{"categories":1191},[176],{"categories":1193},[126],{"categories":1195},[126],{"categories":1197},[126],{"categories":1199},[126],{"categories":1201},[126],{"categories":1203},[],{"categories":1205},[],{"categories":1207},[195],{"categories":1209},[220],{"categories":1211},[184],{"categories":1213},[126],{"categories":1215},[181],{"categories":1217},[195],{"categories":1219},[195],{"categories":1221},[126],{"categories":1223},[],{"categories":1225},[217],{"categories":1227},[184],{"categories":1229},[184],{"categories":1231},[195],{"categories":1233},[126],{"categories":1235},[642],{"categories":1237},[339],{"categories":1239},[],{"categories":1241},[181],{"categories":1243},[126],{"categories":1245},[],{"categories":1247},[171],{"categories":1249},[],{"categories":1251},[126],{"categories":1253},[126],{"categories":1255},[126],{"categories":1257},[269],{"categories":1259},[298],{"categories":1261},[126],{"categories":1263},[195],{"categories":1265},[126],{"categories":1267},[181],{"categories":1269},[],{"categories":1271},[195],{"categories":1273},[126],{"categories":1275},[171],{"categories":1277},[],{"categories":1279},[176],{"categories":1281},[126],{"categories":1283},[126],{"categories":1285},[217],{"categories":1287},[126,339],{"categories":1289},[126],{"categories":1291},[1292],"Design Systems for AI",{"categories":1294},[126],{"categories":1296},[126],{"categories":1298},[217],{"categories":1300},[126],{"categories":1302},[126],{"categories":1304},[126],{"categories":1306},[176],{"categories":1308},[126],{"categories":1310},[126],{"categories":1312},[126],{"categories":1314},[],{"categories":1316},[126],{"categories":1318},[126],{"categories":1320},[176],{"categories":1322},[126],{"categories":1324},[],{"categories":1326},[181],{"categories":1328},[181],{"categories":1330},[195],{"categories":1332},[217],{"categories":1334},[195],{"categories":1336},[126],{"categories":1338},[269],{"categories":1340},[217],{"categories":1342},[220],{"categories":1344},[126],{"categories":1346},[126],{"categories":1348},[181],{"categories":1350},[171],{"categories":1352},[617],{"categories":1354},[126],{"categories":1356},[181],{"categories":1358},[126],{"categories":1360},[195],{"categories":1362},[195],{"categories":1364},[],{"categories":1366},[],{"categories":1368},[126],{"categories":1370},[181],{"categories":1372},[184],{"categories":1374},[],{"categories":1376},[176],{"categories":1378},[126],{"categories":1380},[],{"categories":1382},[269],{"categories":1384},[195],{"categories":1386},[181],{"categories":1388},[195],{"categories":1390},[269],{"categories":1392},[126],{"categories":1394},[126],{"categories":1396},[269],{"categories":1398},[],{"categories":1400},[],{"categories":1402},[217],{"categories":1404},[181],{"categories":1406},[181],{"categories":1408},[126],{"categories":1410},[126],{"categories":1412},[126],{"categories":1414},[126],{"categories":1416},[176],{"categories":1418},[126],{"categories":1420},[126],{"categories":1422},[],{"categories":1424},[195],{"categories":1426},[195],{"categories":1428},[126],{"categories":1430},[195],{"categories":1432},[176],{"categories":1434},[],{"categories":1436},[126],{"categories":1438},[126],{"categories":1440},[126],{"categories":1442},[126],{"categories":1444},[126],{"categories":1446},[181],{"categories":1448},[171],{"categories":1450},[176],{"categories":1452},[126],{"categories":1454},[181],{"categories":1456},[217],{"categories":1458},[181],{"categories":1460},[206],{"categories":1462},[298],{"categories":1464},[126],{"categories":1466},[181],{"categories":1468},[126],{"categories":1470},[126],{"categories":1472},[126],{"categories":1474},[],{"categories":1476},[269],{"categories":1478},[],{"categories":1480},[126],{"categories":1482},[126],{"categories":1484},[],{"categories":1486},[126],{"categories":1488},[195],{"categories":1490},[176],{"categories":1492},[1493],"Visual & Generative Media",{"categories":1495},[181],{"categories":1497},[],{"categories":1499},[126],{"categories":1501},[126],{"categories":1503},[195],{"categories":1505},[339],{"categories":1507},[126],{"categories":1509},[220],{"categories":1511},[617],{"categories":1513},[195],{"categories":1515},[298],{"categories":1517},[126],{"categories":1519},[269],{"categories":1521},[126],{"categories":1523},[126],{"categories":1525},[195],{"categories":1527},[181],{"categories":1529},[126],{"categories":1531},[],{"categories":1533},[],{"categories":1535},[181],{"categories":1537},[195],{"categories":1539},[171],{"categories":1541},[181],{"categories":1543},[571],{"categories":1545},[126],{"categories":1547},[184],{"categories":1549},[126],{"categories":1551},[176],{"categories":1553},[],{"categories":1555},[126],{"categories":1557},[184],{"categories":1559},[126],{"categories":1561},[126],{"categories":1563},[126],{"categories":1565},[184],{"categories":1567},[126],{"categories":1569},[126],{"categories":1571},[298],{"categories":1573},[126],{"categories":1575},[512],{"categories":1577},[126],{"categories":1579},[181],{"categories":1581},[126],{"categories":1583},[126],{"categories":1585},[126],{"categories":1587},[126],{"categories":1589},[269],{"categories":1591},[181],{"categories":1593},[],{"categories":1595},[181],{"categories":1597},[],{"categories":1599},[339],{"categories":1601},[195],{"categories":1603},[],{"categories":1605},[571],{"categories":1607},[126],{"categories":1609},[181],{"categories":1611},[181],{"categories":1613},[126],{"categories":1615},[269,126],{"categories":1617},[171],{"categories":1619},[126],{"categories":1621},[269],{"categories":1623},[],{"categories":1625},[126],{"categories":1627},[171],{"categories":1629},[126],{"categories":1631},[1632],"Medical Imaging & Radiology",{"categories":1634},[126],{"categories":1636},[126],{"categories":1638},[126],{"categories":1640},[269],{"categories":1642},[181],{"categories":1644},[195],{"categories":1646},[],{"categories":1648},[126],{"categories":1650},[126],{"categories":1652},[126],{"categories":1654},[],{"categories":1656},[],{"categories":1658},[126],{"categories":1660},[126],{"categories":1662},[512],{"categories":1664},[126],{"categories":1666},[171],{"categories":1668},[126],{"categories":1670},[126],{"categories":1672},[],{"categories":1674},[181],{"categories":1676},[126],{"categories":1678},[184],{"categories":1680},[195],{"categories":1682},[126],{"categories":1684},[181],{"categories":1686},[512],{"categories":1688},[126],{"categories":1690},[181],{"categories":1692},[126],{"categories":1694},[126],{"categories":1696},[126],{"categories":1698},[269],{"categories":1700},[181],{"categories":1702},[339],{"categories":1704},[269],{"categories":1706},[176],{"categories":1708},[181],{"categories":1710},[217],{"categories":1712},[126],{"categories":1714},[126],{"categories":1716},[184],{"categories":1718},[126],{"categories":1720},[126],{"categories":1722},[126],{"categories":1724},[126],{"categories":1726},[181],{"categories":1728},[126],{"categories":1730},[195],{"categories":1732},[195],{"categories":1734},[126],{"categories":1736},[184],{"categories":1738},[],{"categories":1740},[217],{"categories":1742},[],{"categories":1744},[184],{"categories":1746},[181],{"categories":1748},[126],{"categories":1750},[181],{"categories":1752},[1292],{"categories":1754},[1292],{"categories":1756},[269],{"categories":1758},[126],{"categories":1760},[126],{"categories":1762},[126],{"categories":1764},[181],{"categories":1766},[195],{"categories":1768},[269],{"categories":1770},[181],{"categories":1772},[217],{"categories":1774},[],{"categories":1776},[126],{"categories":1778},[],{"categories":1780},[126],{"categories":1782},[126],{"categories":1784},[126],{"categories":1786},[126],{"categories":1788},[181],{"categories":1790},[1791],"Contract Review & E-Discovery",{"categories":1793},[126],{"categories":1795},[269],{"categories":1797},[126],{"categories":1799},[171],{"categories":1801},[126],{"categories":1803},[217],{"categories":1805},[126],{"categories":1807},[126],{"categories":1809},[298],{"categories":1811},[195],{"categories":1813},[126],{"categories":1815},[126],{"categories":1817},[181],{"categories":1819},[181],{"categories":1821},[940],{"categories":1823},[126],{"categories":1825},[126],{"categories":1827},[181],{"categories":1829},[181],{"categories":1831},[126],{"categories":1833},[126],{"categories":1835},[126],{"categories":1837},[181],{"categories":1839},[126],{"categories":1841},[126],{"categories":1843},[512],{"categories":1845},[489],{"categories":1847},[126],{"categories":1849},[181],{"categories":1851},[126],{"categories":1853},[1854],"Law-Firm Practice & Adoption",{"categories":1856},[126],{"categories":1858},[181],{"categories":1860},[269],{"categories":1862},[126],{"categories":1864},[126],{"categories":1866},[126],{"categories":1868},[],{"categories":1870},[],{"categories":1872},[195],{"categories":1874},[126],{"categories":1876},[],{"categories":1878},[181],{"categories":1880},[171],{"categories":1882},[339],{"categories":1884},[126],{"categories":1886},[],{"categories":1888},[171],{"categories":1890},[176],{"categories":1892},[126],{"categories":1894},[298],{"categories":1896},[],{"categories":1898},[176],{"categories":1900},[181],{"categories":1902},[176],{"categories":1904},[],{"categories":1906},[126],{"categories":1908},[184],{"categories":1910},[126],{"categories":1912},[195],{"categories":1914},[],{"categories":1916},[],{"categories":1918},[],{"categories":1920},[],{"categories":1922},[126],{"categories":1924},[184],{"categories":1926},[181],{"categories":1928},[339],{"categories":1930},[126],{"categories":1932},[171],{"categories":1934},[195],{"categories":1936},[126],{"categories":1938},[126],{"categories":1940},[195],{"categories":1942},[184],{"categories":1944},[126],{"categories":1946},[126],{"categories":1948},[126],{"categories":1950},[967],{"categories":1952},[126],{"categories":1954},[195],{"categories":1956},[126],{"categories":1958},[298],{"categories":1960},[195],{"categories":1962},[176],{"categories":1964},[126],{"categories":1966},[126],{"categories":1968},[126],{"categories":1970},[269],{"categories":1972},[126],{"categories":1974},[126],{"categories":1976},[126],{"categories":1978},[126],{"categories":1980},[176],{"categories":1982},[181],{"categories":1984},[126,171],{"categories":1986},[512],{"categories":1988},[126],{"categories":1990},[126],{"categories":1992},[195],{"categories":1994},[195],{"categories":1996},[269],{"categories":1998},[181],{"categories":2000},[181],{"categories":2002},[195],{"categories":2004},[126],{"categories":2006},[126],{"categories":2008},[126],{"categories":2010},[],{"categories":2012},[],{"categories":2014},[126],{"categories":2016},[220],{"categories":2018},[126],{"categories":2020},[181],{"categories":2022},[],{"categories":2024},[126],{"categories":2026},[126],{"categories":2028},[195],{"categories":2030},[220],{"categories":2032},[217],{"categories":2034},[269],{"categories":2036},[126],{"categories":2038},[181],{"categories":2040},[126],{"categories":2042},[195],{"categories":2044},[],{"categories":2046},[181],{"categories":2048},[126],{"categories":2050},[126],{"categories":2052},[126],{"categories":2054},[126],{"categories":2056},[],{"categories":2058},[181],{"categories":2060},[126],{"categories":2062},[126],{"categories":2064},[126],{"categories":2066},[],{"categories":2068},[181],{"categories":2070},[126],{"categories":2072},[126],{"categories":2074},[176],{"categories":2076},[126],{"categories":2078},[126],{"categories":2080},[],{"categories":2082},[171],{"categories":2084},[126],{"categories":2086},[126],{"categories":2088},[126],{"categories":2090},[269],{"categories":2092},[126],{"categories":2094},[195],{"categories":2096},[126],{"categories":2098},[171],{"categories":2100},[126],{"categories":2102},[195],{"categories":2104},[298],{"categories":2106},[181],{"categories":2108},[181],{"categories":2110},[126],{"categories":2112},[126],{"categories":2114},[126,269],{"categories":2116},[126],{"categories":2118},[181],{"categories":2120},[217],{"categories":2122},[126],{"categories":2124},[217],{"categories":2126},[181],{"categories":2128},[269],{"categories":2130},[126],{"categories":2132},[],{"categories":2134},[195],{"categories":2136},[339],{"categories":2138},[269],{"categories":2140},[195],{"categories":2142},[126],{"categories":2144},[184],{"categories":2146},[126],{"categories":2148},[126],{"categories":2150},[181],{"categories":2152},[],{"categories":2154},[],{"categories":2156},[126],{"categories":2158},[],{"categories":2160},[],{"categories":2162},[184],{"categories":2164},[195],{"categories":2166},[126],{"categories":2168},[181],{"categories":2170},[181],{"categories":2172},[176],{"categories":2174},[181],{"categories":2176},[339],{"categories":2178},[126],{"categories":2180},[126],{"categories":2182},[126],{"categories":2184},[206],{"categories":2186},[126],{"categories":2188},[126],{"categories":2190},[126],{"categories":2192},[195],{"categories":2194},[181],{"categories":2196},[126],{"categories":2198},[126],{"categories":2200},[195],{"categories":2202},[456],{"categories":2204},[181],{"categories":2206},[940],{"categories":2208},[],{"categories":2210},[269],{"categories":2212},[1854],{"categories":2214},[195],{"categories":2216},[],{"categories":2218},[],{"categories":2220},[126],{"categories":2222},[181],{"categories":2224},[],{"categories":2226},[],{"categories":2228},[126],{"categories":2230},[298],{"categories":2232},[126],{"categories":2234},[298],{"categories":2236},[181],{"categories":2238},[126],{"categories":2240},[126],{"categories":2242},[195],{"categories":2244},[184],{"categories":2246},[],{"categories":2248},[126],{"categories":2250},[126],{"categories":2252},[195],{"categories":2254},[1791],{"categories":2256},[269],{"categories":2258},[269],{"categories":2260},[126],{"categories":2262},[181],{"categories":2264},[171],{"categories":2266},[126],{"categories":2268},[126],{"categories":2270},[126],{"categories":2272},[126],{"categories":2274},[269],{"categories":2276},[269],{"categories":2278},[181],{"categories":2280},[181],{"categories":2282},[181],{"categories":2284},[126],{"categories":2286},[126],{"categories":2288},[],{"categories":2290},[126],{"categories":2292},[],{"categories":2294},[2295],"Interaction & Product Design",{"categories":2297},[126],{"categories":2299},[181],{"categories":2301},[195],{"categories":2303},[368],{"categories":2305},[217],{"categories":2307},[195],{"categories":2309},[126],{"categories":2311},[126],{"categories":2313},[126],{"categories":2315},[195],{"categories":2317},[126],{"categories":2319},[171],{"categories":2321},[181],{"categories":2323},[126],{"categories":2325},[],{"categories":2327},[181],{"categories":2329},[181],{"categories":2331},[181],{"categories":2333},[],{"categories":2335},[195],{"categories":2337},[126],{"categories":2339},[181],{"categories":2341},[171],{"categories":2343},[2295],{"categories":2345},[126],{"categories":2347},[171],{"categories":2349},[171],{"categories":2351},[],{"categories":2353},[181],{"categories":2355},[195],{"categories":2357},[],{"categories":2359},[181],{"categories":2361},[217],{"categories":2363},[126],{"categories":2365},[181],{"categories":2367},[126],{"categories":2369},[181],{"categories":2371},[181],{"categories":2373},[126],{"categories":2375},[126],{"categories":2377},[217],{"categories":2379},[220],{"categories":2381},[126],{"categories":2383},[184],{"categories":2385},[195],{"categories":2387},[2388],"Coding Agents & Dev Productivity",{"categories":2390},[217],{"categories":2392},[269],{"categories":2394},[126],{"categories":2396},[126],{"categories":2398},[],{"categories":2400},[126],{"categories":2402},[940],{"categories":2404},[],{"categories":2406},[126],{"categories":2408},[126],{"categories":2410},[339],{"categories":2412},[126],{"categories":2414},[217],{"categories":2416},[],{"categories":2418},[],{"categories":2420},[126],{"categories":2422},[],{"categories":2424},[181],{"categories":2426},[126],{"categories":2428},[],{"categories":2430},[195],{"categories":2432},[195],{"categories":2434},[126],{"categories":2436},[220],{"categories":2438},[],{"categories":2440},[126],{"categories":2442},[126],{"categories":2444},[126],{"categories":2446},[220],{"categories":2448},[195],{"categories":2450},[181],{"categories":2452},[],{"categories":2454},[],{"categories":2456},[126],{"categories":2458},[126],{"categories":2460},[181],{"categories":2462},[181],{"categories":2464},[433],{"categories":2466},[195],{"categories":2468},[195],{"categories":2470},[181],{"categories":2472},[217],{"categories":2474},[217],{"categories":2476},[181],{"categories":2478},[181],{"categories":2480},[126],{"categories":2482},[171],{"categories":2484},[2295],{"categories":2486},[184],{"categories":2488},[126,339],{"categories":2490},[220],{"categories":2492},[],{"categories":2494},[269],{"categories":2496},[181],{"categories":2498},[195],{"categories":2500},[171],{"categories":2502},[126],{"categories":2504},[181],{"categories":2506},[2507],"The Designer's Role & Craft",{"categories":2509},[269],{"categories":2511},[],{"categories":2513},[181],{"categories":2515},[126],{"categories":2517},[181],{"categories":2519},[181],{"categories":2521},[126],{"categories":2523},[298],{"categories":2525},[126],{"categories":2527},[195],{"categories":2529},[126],{"categories":2531},[269],{"categories":2533},[126],{"categories":2535},[],{"categories":2537},[181],{"categories":2539},[269],{"categories":2541},[184],{"categories":2543},[126],{"categories":2545},[126],{"categories":2547},[126],{"categories":2549},[2550],"AI UX Patterns",{"categories":2552},[181],{"categories":2554},[181],{"categories":2556},[181],{"categories":2558},[181],{"categories":2560},[298],{"categories":2562},[220],{"categories":2564},[126],{"categories":2566},[181],{"categories":2568},[126],{"categories":2570},[1292],{"categories":2572},[],{"categories":2574},[298],{"categories":2576},[181],{"categories":2578},[217],{"categories":2580},[195],{"categories":2582},[126],{"categories":2584},[181],{"categories":2586},[],{"categories":2588},[],{"categories":2590},[126],{"categories":2592},[126],{"categories":2594},[181],{"categories":2596},[126],{"categories":2598},[181],{"categories":2600},[433],{"categories":2602},[269],{"categories":2604},[126],{"categories":2606},[217],{"categories":2608},[195],{"categories":2610},[126],{"categories":2612},[181],{"categories":2614},[181],{"categories":2616},[],{"categories":2618},[126],{"categories":2620},[],{"categories":2622},[126],{"categories":2624},[],{"categories":2626},[126],{"categories":2628},[126],{"categories":2630},[126],{"categories":2632},[181],{"categories":2634},[195],{"categories":2636},[],{"categories":2638},[],{"categories":2640},[220],{"categories":2642},[206],{"categories":2644},[126],{"categories":2646},[126],{"categories":2648},[126],{"categories":2650},[220],{"categories":2652},[126],{"categories":2654},[126],{"categories":2656},[217],{"categories":2658},[126],{"categories":2660},[126],{"categories":2662},[126],{"categories":2664},[181],{"categories":2666},[126],{"categories":2668},[181],{"categories":2670},[126],{"categories":2672},[126],{"categories":2674},[126],{"categories":2676},[181],{"categories":2678},[],{"categories":2680},[126],{"categories":2682},[],{"categories":2684},[126],{"categories":2686},[126],{"categories":2688},[339],{"categories":2690},[126],{"categories":2692},[],{"categories":2694},[],{"categories":2696},[269],{"categories":2698},[967],{"categories":2700},[181],{"categories":2702},[171],{"categories":2704},[2507],{"categories":2706},[],{"categories":2708},[],{"categories":2710},[126],{"categories":2712},[],{"categories":2714},[],{"categories":2716},[195],{"categories":2718},[217],{"categories":2720},[298],{"categories":2722},[181],{"categories":2724},[176],{"categories":2726},[126],{"categories":2728},[126],{"categories":2730},[176],{"categories":2732},[],{"categories":2734},[269],{"categories":2736},[184],{"categories":2738},[126],{"categories":2740},[126],{"categories":2742},[181],{"categories":2744},[176],{"categories":2746},[126],{"categories":2748},[126],{"categories":2750},[171],{"categories":2752},[126],{"categories":2754},[126],{"categories":2756},[],{"categories":2758},[171],{"categories":2760},[126],{"categories":2762},[298],{"categories":2764},[181],{"categories":2766},[217],{"categories":2768},[126],{"categories":2770},[195],{"categories":2772},[126],{"categories":2774},[126],{"categories":2776},[176],{"categories":2778},[126],{"categories":2780},[126],{"categories":2782},[126],{"categories":2784},[181],{"categories":2786},[126],{"categories":2788},[],{"categories":2790},[126],{"categories":2792},[195],{"categories":2794},[171],{"categories":2796},[126],{"categories":2798},[126],{"categories":2800},[126],{"categories":2802},[],{"categories":2804},[126],{"categories":2806},[512],{"categories":2808},[181],{"categories":2810},[176],{"categories":2812},[217],{"categories":2814},[126],{"categories":2816},[126],{"categories":2818},[],{"categories":2820},[176],{"categories":2822},[176],{"categories":2824},[126],{"categories":2826},[126],{"categories":2828},[184],{"categories":2830},[126],{"categories":2832},[126],{"categories":2834},[126],{"categories":2836},[126],{"categories":2838},[195],{"categories":2840},[195],{"categories":2842},[126],{"categories":2844},[],{"categories":2846},[195],{"categories":2848},[126],{"categories":2850},[195],{"categories":2852},[181],{"categories":2854},[617],{"categories":2856},[],{"categories":2858},[],{"categories":2860},[126],{"categories":2862},[217],{"categories":2864},[],{"categories":2866},[339],{"categories":2868},[126],{"categories":2870},[126],{"categories":2872},[126],{"categories":2874},[269],{"categories":2876},[929],{"categories":2878},[],{"categories":2880},[126],{"categories":2882},[126],{"categories":2884},[126],{"categories":2886},[195],{"categories":2888},[126],{"categories":2890},[126],{"categories":2892},[126,339],{"categories":2894},[126],{"categories":2896},[126],{"categories":2898},[269],{"categories":2900},[181],{"categories":2902},[],{"categories":2904},[181],{"categories":2906},[181],{"categories":2908},[126],{"categories":2910},[126],{"categories":2912},[126],{"categories":2914},[126],{"categories":2916},[220],{"categories":2918},[126],{"categories":2920},[2550],{"categories":2922},[171],{"categories":2924},[220],{"categories":2926},[171],{"categories":2928},[195],{"categories":2930},[269],{"categories":2932},[181],{"categories":2934},[126],{"categories":2936},[],{"categories":2938},[176],{"categories":2940},[126],{"categories":2942},[126],{"categories":2944},[217],{"categories":2946},[126],{"categories":2948},[126],{"categories":2950},[126],{"categories":2952},[181],{"categories":2954},[126],{"categories":2956},[126],{"categories":2958},[126],{"categories":2960},[176],{"categories":2962},[],{"categories":2964},[339],{"categories":2966},[126],{"categories":2968},[433],{"categories":2970},[269],{"categories":2972},[269],{"categories":2974},[195],{"categories":2976},[181],{"categories":2978},[126],{"categories":2980},[176],{"categories":2982},[217],{"categories":2984},[126],{"categories":2986},[126],{"categories":2988},[126],{"categories":2990},[269],{"categories":2992},[181],{"categories":2994},[181],{"categories":2996},[126],{"categories":2998},[126],{"categories":3000},[571],{"categories":3002},[181],{"categories":3004},[],{"categories":3006},[126],{"categories":3008},[126],{"categories":3010},[126],{"categories":3012},[],{"categories":3014},[],{"categories":3016},[126],{"categories":3018},[126],{"categories":3020},[181],{"categories":3022},[126],{"categories":3024},[126],{"categories":3026},[126],{"categories":3028},[195],{"categories":3030},[126],{"categories":3032},[126],{"categories":3034},[181],{"categories":3036},[126],{"categories":3038},[126],{"categories":3040},[126],{"categories":3042},[126],{"categories":3044},[126],{"categories":3046},[],{"categories":3048},[195],{"categories":3050},[220],{"categories":3052},[126],{"categories":3054},[181],{"categories":3056},[181],{"categories":3058},[126],{"categories":3060},[126],{"categories":3062},[],{"categories":3064},[],{"categories":3066},[126],{"categories":3068},[126],{"categories":3070},[126],{"categories":3072},[217],{"categories":3074},[220],{"categories":3076},[],{"categories":3078},[126],{"categories":3080},[269],{"categories":3082},[126],{"categories":3084},[339],{"categories":3086},[1854],{"categories":3088},[217],{"categories":3090},[195],{"categories":3092},[126],{"categories":3094},[195],{"categories":3096},[195],{"categories":3098},[126],{"categories":3100},[126],{"categories":3102},[195],{"categories":3104},[217],{"categories":3106},[217],{"categories":3108},[339],{"categories":3110},[181],{"categories":3112},[],{"categories":3114},[217],{"categories":3116},[126],{"categories":3118},[181],{"categories":3120},[171],{"categories":3122},[195],{"categories":3124},[126],{"categories":3126},[217],{"categories":3128},[],{"categories":3130},[126],{"categories":3132},[195],{"categories":3134},[195],{"categories":3136},[220],{"categories":3138},[126],{"categories":3140},[217],{"categories":3142},[126],{"categories":3144},[195],{"categories":3146},[181],{"categories":3148},[181],{"categories":3150},[217],{"categories":3152},[181],{"categories":3154},[339],{"categories":3156},[181],{"categories":3158},[126],{"categories":3160},[126],{"categories":3162},[126],{"categories":3164},[126],{"categories":3166},[195],{"categories":3168},[126],{"categories":3170},[],{"categories":3172},[181],{"categories":3174},[176],{"categories":3176},[195],{"categories":3178},[],{"categories":3180},[],{"categories":3182},[126],{"categories":3184},[181],{"categories":3186},[126],{"categories":3188},[126],{"categories":3190},[3191],"Frameworks & Tooling",{"categories":3193},[126],{"categories":3195},[126],{"categories":3197},[195],{"categories":3199},[126],{"categories":3201},[126],{"categories":3203},[],{"categories":3205},[220],{"categories":3207},[220],{"categories":3209},[171],{"categories":3211},[126],{"categories":3213},[181],{"categories":3215},[126],{"categories":3217},[269],{"categories":3219},[],{"categories":3221},[1854],{"categories":3223},[126],{"categories":3225},[195],{"categories":3227},[126],{"categories":3229},[339],{"categories":3231},[339],{"categories":3233},[],{"categories":3235},[181],{"categories":3237},[181],{"categories":3239},[126],{"categories":3241},[126],{"categories":3243},[217],{"categories":3245},[181],{"categories":3247},[217],{"categories":3249},[126],{"categories":3251},[181],{"categories":3253},[],{"categories":3255},[269],{"categories":3257},[126],{"categories":3259},[126],{"categories":3261},[],{"categories":3263},[126],{"categories":3265},[181],{"categories":3267},[126],{"categories":3269},[126],{"categories":3271},[126],{"categories":3273},[],{"categories":3275},[195],{"categories":3277},[126],{"categories":3279},[195],{"categories":3281},[339],{"categories":3283},[126],{"categories":3285},[126],{"categories":3287},[126],{"categories":3289},[195],{"categories":3291},[176],{"categories":3293},[126],{"categories":3295},[1854],{"categories":3297},[],{"categories":3299},[181],{"categories":3301},[171],{"categories":3303},[126],{"categories":3305},[171],{"categories":3307},[126],{"categories":3309},[],{"categories":3311},[181],{"categories":3313},[126],{"categories":3315},[126],{"categories":3317},[3318],"AI Design Tooling",{"categories":3320},[269],{"categories":3322},[126],{"categories":3324},[126],{"categories":3326},[195],{"categories":3328},[269],{"categories":3330},[126],{"categories":3332},[126],{"categories":3334},[195],{"categories":3336},[217],{"categories":3338},[184],{"categories":3340},[195],{"categories":3342},[126],{"categories":3344},[126],{"categories":3346},[126],{"categories":3348},[181],{"categories":3350},[126],{"categories":3352},[],{"categories":3354},[181],{"categories":3356},[126],{"categories":3358},[126],{"categories":3360},[181],{"categories":3362},[126],{"categories":3364},[126],{"categories":3366},[126],{"categories":3368},[181],{"categories":3370},[],{"categories":3372},[181],{"categories":3374},[3191],{"categories":3376},[126],{"categories":3378},[126],{"categories":3380},[181],{"categories":3382},[181],{"categories":3384},[195],{"categories":3386},[195],{"categories":3388},[126],{"categories":3390},[],{"categories":3392},[195],{"categories":3394},[126],{"categories":3396},[126],{"categories":3398},[181],{"categories":3400},[176],{"categories":3402},[126],{"categories":3404},[],{"categories":3406},[126],{"categories":3408},[126],{"categories":3410},[2295],{"categories":3412},[],{"categories":3414},[126],{"categories":3416},[126],{"categories":3418},[126],{"categories":3420},[126],{"categories":3422},[269],{"categories":3424},[126],{"categories":3426},[],{"categories":3428},[126],{"categories":3430},[126],{"categories":3432},[126],{"categories":3434},[126],{"categories":3436},[298],{"categories":3438},[217],{"categories":3440},[126],{"categories":3442},[126],{"categories":3444},[1854],{"categories":3446},[171],{"categories":3448},[126],{"categories":3450},[126],{"categories":3452},[220],{"categories":3454},[126],{"categories":3456},[126],{"categories":3458},[217],{"categories":3460},[181],{"categories":3462},[],{"categories":3464},[126],{"categories":3466},[126],{"categories":3468},[269],{"categories":3470},[126],{"categories":3472},[298],{"categories":3474},[181],{"categories":3476},[126],{"categories":3478},[181],{"categories":3480},[],{"categories":3482},[],{"categories":3484},[],{"categories":3486},[171],{"categories":3488},[217],{"categories":3490},[181],{"categories":3492},[126],{"categories":3494},[126],{"categories":3496},[126],{"categories":3498},[126],{"categories":3500},[456],{"categories":3502},[269],{"categories":3504},[181],{"categories":3506},[126],{"categories":3508},[],{"categories":3510},[181],{"categories":3512},[181],{"categories":3514},[],{"categories":3516},[126],{"categories":3518},[181],{"categories":3520},[126],{"categories":3522},[],{"categories":3524},[126],{"categories":3526},[126],{"categories":3528},[126],{"categories":3530},[217],{"categories":3532},[269],{"categories":3534},[181],{"categories":3536},[269],{"categories":3538},[181],{"categories":3540},[126],{"categories":3542},[176],{"categories":3544},[],{"categories":3546},[],{"categories":3548},[126],{"categories":3550},[126],{"categories":3552},[126],{"categories":3554},[171],{"categories":3556},[181],{"categories":3558},[217],{"categories":3560},[],{"categories":3562},[269],{"categories":3564},[],{"categories":3566},[195],{"categories":3568},[126],{"categories":3570},[195],{"categories":3572},[269],{"categories":3574},[195],{"categories":3576},[126],{"categories":3578},[],{"categories":3580},[126],{"categories":3582},[126],{"categories":3584},[],{"categories":3586},[126],{"categories":3588},[126],{"categories":3590},[298],{"categories":3592},[126],{"categories":3594},[126],{"categories":3596},[339],{"categories":3598},[195],{"categories":3600},[126],{"categories":3602},[],{"categories":3604},[181],{"categories":3606},[126],{"categories":3608},[171],{"categories":3610},[571],{"categories":3612},[126],{"categories":3614},[126],{"categories":3616},[181],{"categories":3618},[126],{"categories":3620},[181],{"categories":3622},[126],{"categories":3624},[126],{"categories":3626},[126],{"categories":3628},[126],{"categories":3630},[],{"categories":3632},[126],{"categories":3634},[171],{"categories":3636},[126],{"categories":3638},[176],{"categories":3640},[195],{"categories":3642},[269],{"categories":3644},[],{"categories":3646},[126],{"categories":3648},[],{"categories":3650},[181],{"categories":3652},[126],{"categories":3654},[],{"categories":3656},[181],{"categories":3658},[126],{"categories":3660},[195],{"categories":3662},[269],{"categories":3664},[217],{"categories":3666},[126],{"categories":3668},[217],{"categories":3670},[181],{"categories":3672},[269],{"categories":3674},[126],{"categories":3676},[],{"categories":3678},[126],{"categories":3680},[206],{"categories":3682},[181],{"categories":3684},[126],{"categories":3686},[269],{"categories":3688},[217],{"categories":3690},[176],{"categories":3692},[195],{"categories":3694},[126],{"categories":3696},[126],{"categories":3698},[126],{"categories":3700},[126],{"categories":3702},[217],{"categories":3704},[298],{"categories":3706},[],{"categories":3708},[],{"categories":3710},[220],{"categories":3712},[512],{"categories":3714},[126],{"categories":3716},[181],{"categories":3718},[126,195],{"categories":3720},[217],{"categories":3722},[126],{"categories":3724},[126],{"categories":3726},[126],{"categories":3728},[126],{"categories":3730},[126],{"categories":3732},[126],{"categories":3734},[126],{"categories":3736},[181],{"categories":3738},[126],{"categories":3740},[181],{"categories":3742},[126],{"categories":3744},[126],{"categories":3746},[126],{"categories":3748},[],{"categories":3750},[126],{"categories":3752},[1292],{"categories":3754},[195],{"categories":3756},[269],{"categories":3758},[126],{"categories":3760},[126],{"categories":3762},[126],{"categories":3764},[220],{"categories":3766},[181],{"categories":3768},[298],{"categories":3770},[339],{"categories":3772},[],{"categories":3774},[195],{"categories":3776},[126],{"categories":3778},[176],{"categories":3780},[181],{"categories":3782},[171],{"categories":3784},[181],{"categories":3786},[126],{"categories":3788},[181],{"categories":3790},[181],{"categories":3792},[184],{"categories":3794},[195],{"categories":3796},[126],{"categories":3798},[126],{"categories":3800},[],{"categories":3802},[],{"categories":3804},[],{"categories":3806},[339],{"categories":3808},[126],{"categories":3810},[217],{"categories":3812},[126],{"categories":3814},[126],{"categories":3816},[126],{"categories":3818},[126],{"categories":3820},[],{"categories":3822},[126],{"categories":3824},[220],{"categories":3826},[176],{"categories":3828},[181],{"categories":3830},[126],{"categories":3832},[],{"categories":3834},[126],{"categories":3836},[181],{"categories":3838},[126],{"categories":3840},[339],{"categories":3842},[],{"categories":3844},[269],{"categories":3846},[269],{"categories":3848},[126],{"categories":3850},[181],{"categories":3852},[],{"categories":3854},[195],{"categories":3856},[126],{"categories":3858},[269],{"categories":3860},[126],{"categories":3862},[176],{"categories":3864},[181],{"categories":3866},[126],{"categories":3868},[],{"categories":3870},[217],{"categories":3872},[126],{"categories":3874},[126],{"categories":3876},[126],{"categories":3878},[269],{"categories":3880},[181],{"categories":3882},[217],{"categories":3884},[],{"categories":3886},[181],{"categories":3888},[176],{"categories":3890},[181],{"categories":3892},[269],{"categories":3894},[126],{"categories":3896},[126],{"categories":3898},[126],{"categories":3900},[512],{"categories":3902},[126],{"categories":3904},[181],{"categories":3906},[],{"categories":3908},[126],{"categories":3910},[126],{"categories":3912},[339],{"categories":3914},[217],{"categories":3916},[220],{"categories":3918},[617],{"categories":3920},[220],{"categories":3922},[220],{"categories":3924},[126],{"categories":3926},[],{"categories":3928},[],{"categories":3930},[],{"categories":3932},[181],{"categories":3934},[126],{"categories":3936},[181],{"categories":3938},[181],{"categories":3940},[195],{"categories":3942},[126],{"categories":3944},[489],{"categories":3946},[195],{"categories":3948},[181],{"categories":3950},[126],{"categories":3952},[126],{"categories":3954},[126],{"categories":3956},[126],{"categories":3958},[126],{"categories":3960},[181],{"categories":3962},[126],{"categories":3964},[],{"categories":3966},[],{"categories":3968},[126],{"categories":3970},[],{"categories":3972},[126],{"categories":3974},[181],{"categories":3976},[269],{"categories":3978},[126],{"categories":3980},[126],{"categories":3982},[],{"categories":3984},[181],{"categories":3986},[126],{"categories":3988},[126],{"categories":3990},[184],{"categories":3992},[126],{"categories":3994},[269],{"categories":3996},[126],{"categories":3998},[181],{"categories":4000},[176],{"categories":4002},[126],{"categories":4004},[126],{"categories":4006},[298],{"categories":4008},[181],{"categories":4010},[126],{"categories":4012},[126],{"categories":4014},[929],{"categories":4016},[126],{"categories":4018},[181],{"categories":4020},[126],{"categories":4022},[195],{"categories":4024},[126],{"categories":4026},[571],{"categories":4028},[269],{"categories":4030},[],{"categories":4032},[126],{"categories":4034},[126],{"categories":4036},[217],{"categories":4038},[512],{"categories":4040},[181],{"categories":4042},[126],{"categories":4044},[],{"categories":4046},[217],{"categories":4048},[433],{"categories":4050},[181],{"categories":4052},[181],{"categories":4054},[181],{"categories":4056},[126],{"categories":4058},[126],{"categories":4060},[181],{"categories":4062},[],{"categories":4064},[176],{"categories":4066},[126],{"categories":4068},[176],{"categories":4070},[181],{"categories":4072},[],{"categories":4074},[195],{"categories":4076},[126],{"categories":4078},[126],{"categories":4080},[171],{"categories":4082},[126],{"categories":4084},[217],{"categories":4086},[339],{"categories":4088},[206],{"categories":4090},[181],{"categories":4092},[181],{"categories":4094},[126],{"categories":4096},[126],{"categories":4098},[181],{"categories":4100},[126],{"categories":4102},[171],{"categories":4104},[],{"categories":4106},[181],{"categories":4108},[126],{"categories":4110},[126],{"categories":4112},[126],{"categories":4114},[181],{"categories":4116},[126],{"categories":4118},[],{"categories":4120},[126],{"categories":4122},[],{"categories":4124},[269],{"categories":4126},[181],{"categories":4128},[126,176],{"categories":4130},[181],{"categories":4132},[126],{"categories":4134},[],{"categories":4136},[171],{"categories":4138},[220],{"categories":4140},[176],{"categories":4142},[126],{"categories":4144},[195],{"categories":4146},[126],{"categories":4148},[126],{"categories":4150},[181],{"categories":4152},[126],{"categories":4154},[126],{"categories":4156},[126],{"categories":4158},[217],{"categories":4160},[1292],{"categories":4162},[181],{"categories":4164},[126],{"categories":4166},[],{"categories":4168},[],{"categories":4170},[126],{"categories":4172},[181],{"categories":4174},[126],{"categories":4176},[126],{"categories":4178},[339],{"categories":4180},[],{"categories":4182},[126],{"categories":4184},[181],{"categories":4186},[206],{"categories":4188},[181],{"categories":4190},[512],{"categories":4192},[],{"categories":4194},[456],{"categories":4196},[181],{"categories":4198},[126],{"categories":4200},[126],{"categories":4202},[298],{"categories":4204},[181],{"categories":4206},[126],{"categories":4208},[220],{"categories":4210},[184],{"categories":4212},[181],{"categories":4214},[126],{"categories":4216},[512],{"categories":4218},[126],{"categories":4220},[339],{"categories":4222},[176],{"categories":4224},[],{"categories":4226},[126],{"categories":4228},[126],{"categories":4230},[298],{"categories":4232},[269],{"categories":4234},[126],{"categories":4236},[126],{"categories":4238},[126],{"categories":4240},[],{"categories":4242},[298],{"categories":4244},[217],{"categories":4246},[126],{"categories":4248},[126],{"categories":4250},[126],{"categories":4252},[617],{"categories":4254},[171],{"categories":4256},[126],{"categories":4258},[184],{"categories":4260},[126],{"categories":4262},[],{"categories":4264},[],{"categories":4266},[269],{"categories":4268},[126],{"categories":4270},[220],{"categories":4272},[298],{"categories":4274},[181],{"categories":4276},[126],{"categories":4278},[126],{"categories":4280},[298],{"categories":4282},[217],{"categories":4284},[126],{"categories":4286},[],{"categories":4288},[126],{"categories":4290},[126],{"categories":4292},[],{"categories":4294},[126],{"categories":4296},[126],{"categories":4298},[642],{"categories":4300},[126],{"categories":4302},[126],{"categories":4304},[181],{"categories":4306},[195],{"categories":4308},[512],{"categories":4310},[126],{"categories":4312},[126],{"categories":4314},[126],{"categories":4316},[],{"categories":4318},[126,195],{"categories":4320},[217],{"categories":4322},[181],{"categories":4324},[195],{"categories":4326},[181],{"categories":4328},[967],{"categories":4330},[195],{"categories":4332},[195],{"categories":4334},[181],{"categories":4336},[126],{"categories":4338},[171],{"categories":4340},[],{"categories":4342},[],{"categories":4344},[181],{"categories":4346},[126],{"categories":4348},[195],{"categories":4350},[126],{"categories":4352},[171],{"categories":4354},[195],{"categories":4356},[195],{"categories":4358},[126],{"categories":4360},[298],{"categories":4362},[126],{"categories":4364},[195],{"categories":4366},[126],{"categories":4368},[],{"categories":4370},[126],{"categories":4372},[126],{"categories":4374},[269,126],{"categories":4376},[339],{"categories":4378},[171],{"categories":4380},[126],{"categories":4382},[],{"categories":4384},[126],{"categories":4386},[126],{"categories":4388},[176],{"categories":4390},[126],{"categories":4392},[176],{"categories":4394},[126],{"categories":4396},[126],{"categories":4398},[433],{"categories":4400},[126],{"categories":4402},[176],{"categories":4404},[195],{"categories":4406},[220],{"categories":4408},[181],{"categories":4410},[126],{"categories":4412},[195],{"categories":4414},[126],{"categories":4416},[126],{"categories":4418},[217],{"categories":4420},[298],{"categories":4422},[269],{"categories":4424},[126],{"categories":4426},[126],{"categories":4428},[126],{"categories":4430},[126],{"categories":4432},[171],{"categories":4434},[126],{"categories":4436},[181],{"categories":4438},[181],{"categories":4440},[195],{"categories":4442},[217],{"categories":4444},[195],{"categories":4446},[195],{"categories":4448},[126],{"categories":4450},[126],{"categories":4452},[],{"categories":4454},[],{"categories":4456},[220],{"categories":4458},[126],{"categories":4460},[195],{"categories":4462},[126],{"categories":4464},[269],{"categories":4466},[512],{"categories":4468},[456],{"categories":4470},[433],{"categories":4472},[126],{"categories":4474},[126],{"categories":4476},[126],{"categories":4478},[220],{"categories":4480},[126],{"categories":4482},[126],{"categories":4484},[126],{"categories":4486},[126],{"categories":4488},[126],{"categories":4490},[126],{"categories":4492},[126],{"categories":4494},[181],{"categories":4496},[171],{"categories":4498},[181],{"categories":4500},[126,176],{"categories":4502},[],{"categories":4504},[269],{"categories":4506},[],{"categories":4508},[184],{"categories":4510},[126],{"categories":4512},[217],{"categories":4514},[171],{"categories":4516},[126],{"categories":4518},[171],{"categories":4520},[181],{"categories":4522},[220],{"categories":4524},[181],{"categories":4526},[184],{"categories":4528},[181],{"categories":4530},[126],{"categories":4532},[126],{"categories":4534},[176],{"categories":4536},[181],{"categories":4538},[195],{"categories":4540},[298],{"categories":4542},[126],{"categories":4544},[126],{"categories":4546},[],{"categories":4548},[217],{"categories":4550},[126],{"categories":4552},[126],{"categories":4554},[126],{"categories":4556},[126],{"categories":4558},[126],{"categories":4560},[126],{"categories":4562},[195],{"categories":4564},[217],{"categories":4566},[195],{"categories":4568},[195],{"categories":4570},[126],{"categories":4572},[126],{"categories":4574},[126],{"categories":4576},[126],{"categories":4578},[456],{"categories":4580},[126],{"categories":4582},[181],{"categories":4584},[217],{"categories":4586},[126],{"categories":4588},[126],{"categories":4590},[126],{"categories":4592},[181],{"categories":4594},[126],{"categories":4596},[126],{"categories":4598},[126],{"categories":4600},[3191],{"categories":4602},[4603],"Clinical AI",{"categories":4605},[269],{"categories":4607},[126],{"categories":4609},[126],{"categories":4611},[126],{"categories":4613},[126],{"categories":4615},[339],{"categories":4617},[2550],{"categories":4619},[126],{"categories":4621},[184],{"categories":4623},[269],{"categories":4625},[126],{"categories":4627},[181],{"categories":4629},[126],{"categories":4631},[126],{"categories":4633},[217],{"categories":4635},[126],{"categories":4637},[181],{"categories":4639},[195],{"categories":4641},[298],{"categories":4643},[126],{"categories":4645},[126],{"categories":4647},[176],{"categories":4649},[126],{"categories":4651},[126],{"categories":4653},[571],{"categories":4655},[126],{"categories":4657},[],{"categories":4659},[181],{"categories":4661},[126],{"categories":4663},[195],{"categories":4665},[171],{"categories":4667},[126],{"categories":4669},[],{"categories":4671},[],{"categories":4673},[126],{"categories":4675},[],{"categories":4677},[176],{"categories":4679},[126],{"categories":4681},[126],{"categories":4683},[181],{"categories":4685},[126],{"categories":4687},[217],{"categories":4689},[217],{"categories":4691},[217],{"categories":4693},[217],{"categories":4695},[],{"categories":4697},[171],{"categories":4699},[181],{"categories":4701},[217],{"categories":4703},[126],{"categories":4705},[642],{"categories":4707},[184],{"categories":4709},[181],{"categories":4711},[126],{"categories":4713},[171],{"categories":4715},[126],{"categories":4717},[181],{"categories":4719},[126],{"categories":4721},[126],{"categories":4723},[126],{"categories":4725},[126,181],{"categories":4727},[181],{"categories":4729},[339],{"categories":4731},[217],{"categories":4733},[181],{"categories":4735},[217],{"categories":4737},[181],{"categories":4739},[126],{"categories":4741},[],{"categories":4743},[217],{"categories":4745},[298],{"categories":4747},[171],{"categories":4749},[126],{"categories":4751},[126],{"categories":4753},[],{"categories":4755},[195],{"categories":4757},[],{"categories":4759},[171],{"categories":4761},[181],{"categories":4763},[217],{"categories":4765},[126],{"categories":4767},[217],{"categories":4769},[171],{"categories":4771},[217],{"categories":4773},[217],{"categories":4775},[],{"categories":4777},[176],{"categories":4779},[181],{"categories":4781},[217],{"categories":4783},[217],{"categories":4785},[217],{"categories":4787},[217],{"categories":4789},[217],{"categories":4791},[217],{"categories":4793},[217],{"categories":4795},[217],{"categories":4797},[217],{"categories":4799},[217],{"categories":4801},[220],{"categories":4803},[171],{"categories":4805},[126],{"categories":4807},[126],{"categories":4809},[181],{"categories":4811},[181],{"categories":4813},[],{"categories":4815},[126],{"categories":4817},[126,171],{"categories":4819},[],{"categories":4821},[181],{"categories":4823},[126],{"categories":4825},[217],{"categories":4827},[181],{"categories":4829},[967],{"categories":4831},[126],{"categories":4833},[126],{"categories":4835},[126],{"categories":4837},[126],{"categories":4839},[126],{"categories":4841},[433],{"categories":4843},[126],{"categories":4845},[126],{"categories":4847},[181],{"categories":4849},[126],{"categories":4851},[126],{"categories":4853},[176],{"categories":4855},[184],{"categories":4857},[181],{"categories":4859},[181],{"categories":4861},[],{"categories":4863},[181],{"categories":4865},[269],{"categories":4867},[217],{"categories":4869},[126],{"categories":4871},[],{"categories":4873},[184],{"categories":4875},[],{"categories":4877},[195],{"categories":4879},[126],{"categories":4881},[181],{"categories":4883},[269],{"categories":4885},[126],{"categories":4887},[],{"categories":4889},[126],{"categories":4891},[126],{"categories":4893},[],{"categories":4895},[298],{"categories":4897},[126],{"categories":4899},[181],{"categories":4901},[],{"categories":4903},[],{"categories":4905},[217],{"categories":4907},[171],{"categories":4909},[126],{"categories":4911},[126],{"categories":4913},[176],{"categories":4915},[126],{"categories":4917},[126],{"categories":4919},[181],{"categories":4921},[126],{"categories":4923},[176],{"categories":4925},[176],{"categories":4927},[269],{"categories":4929},[],{"categories":4931},[126],{"categories":4933},[217],{"categories":4935},[],{"categories":4937},[126],{"categories":4939},[126],{"categories":4941},[269],{"categories":4943},[126],{"categories":4945},[126],{"categories":4947},[298],{"categories":4949},[126],{"categories":4951},[339],{"categories":4953},[],{"categories":4955},[181],{"categories":4957},[126],{"categories":4959},[298],{"categories":4961},[195],{"categories":4963},[],{"categories":4965},[126],{"categories":4967},[],{"categories":4969},[181],{"categories":4971},[269],{"categories":4973},[195],{"categories":4975},[],{"categories":4977},[3191],{"categories":4979},[176],{"categories":4981},[171],{"categories":4983},[126],{"categories":4985},[220],{"categories":4987},[181],{"categories":4989},[269],{"categories":4991},[126],{"categories":4993},[195],{"categories":4995},[],{"categories":4997},[],{"categories":4999},[126],{"categories":5001},[171],{"categories":5003},[126],{"categories":5005},[298],{"categories":5007},[],{"categories":5009},[181],{"categories":5011},[181],{"categories":5013},[126],{"categories":5015},[181],{"categories":5017},[126],{"categories":5019},[217],{"categories":5021},[195],{"categories":5023},[126],{"categories":5025},[181],{"categories":5027},[184],{"categories":5029},[126],{"categories":5031},[126],{"categories":5033},[126],{"categories":5035},[181],{"categories":5037},[126],{"categories":5039},[184],{"categories":5041},[298],{"categories":5043},[217],{"categories":5045},[],{"categories":5047},[298],{"categories":5049},[126],{"categories":5051},[],{"categories":5053},[195],{"categories":5055},[181],{"categories":5057},[],{"categories":5059},[126],{"categories":5061},[126],{"categories":5063},[126],{"categories":5065},[126],{"categories":5067},[126],{"categories":5069},[181],{"categories":5071},[176],{"categories":5073},[171],{"categories":5075},[181],{"categories":5077},[126],{"categories":5079},[269],{"categories":5081},[195],{"categories":5083},[195],{"categories":5085},[126],{"categories":5087},[220],{"categories":5089},[181],{"categories":5091},[126],{"categories":5093},[126],{"categories":5095},[181],{"categories":5097},[126],{"categories":5099},[126],{"categories":5101},[181],{"categories":5103},[176],{"categories":5105},[126],{"categories":5107},[269],{"categories":5109},[195],{"categories":5111},[181],{"categories":5113},[126],{"categories":5115},[184],{"categories":5117},[126],{"categories":5119},[181],{"categories":5121},[126],{"categories":5123},[126],{"categories":5125},[217],{"categories":5127},[126],{"categories":5129},[],{"categories":5131},[171],{"categories":5133},[126],{"categories":5135},[126],{"categories":5137},[126],{"categories":5139},[195],{"categories":5141},[195],{"categories":5143},[126],{"categories":5145},[195],{"categories":5147},[126],{"categories":5149},[181],{"categories":5151},[126],{"categories":5153},[126],{"categories":5155},[126],{"categories":5157},[126],{"categories":5159},[126],{"categories":5161},[],{"categories":5163},[126],{"categories":5165},[269],{"categories":5167},[181],{"categories":5169},[176],{"categories":5171},[217],{"categories":5173},[126],{"categories":5175},[181],{"categories":5177},[126],{"categories":5179},[181],{"categories":5181},[126],{"categories":5183},[126],{"categories":5185},[269],{"categories":5187},[181],{"categories":5189},[126],{"categories":5191},[298],{"categories":5193},[126],{"categories":5195},[220],{"categories":5197},[126],{"categories":5199},[126],{"categories":5201},[217],{"categories":5203},[126],{"categories":5205},[126],{"categories":5207},[126],{"categories":5209},[126],{"categories":5211},[181],{"categories":5213},[339],{"categories":5215},[126],{"categories":5217},[195],{"categories":5219},[181],{"categories":5221},[220],{"categories":5223},[],{"categories":5225},[181],{"categories":5227},[195],{"categories":5229},[126],{"categories":5231},[126],{"categories":5233},[2388],{"categories":5235},[269],{"categories":5237},[368],{"categories":5239},[126],{"categories":5241},[126],{"categories":5243},[126],{"categories":5245},[126],{"categories":5247},[171],{"categories":5249},[126],{"categories":5251},[126],{"categories":5253},[195],{"categories":5255},[176],{"categories":5257},[126],{"categories":5259},[195],{"categories":5261},[126],{"categories":5263},[],{"categories":5265},[181],{"categories":5267},[181],{"categories":5269},[126],{"categories":5271},[126],{"categories":5273},[126],{"categories":5275},[220],{"categories":5277},[],{"categories":5279},[217],{"categories":5281},[],{"categories":5283},[217],{"categories":5285},[126],{"categories":5287},[126],{"categories":5289},[181],{"categories":5291},[126],{"categories":5293},[181],{"categories":5295},[181],{"categories":5297},[],{"categories":5299},[126],{"categories":5301},[217],{"categories":5303},[126],{"categories":5305},[],{"categories":5307},[126],{"categories":5309},[126],{"categories":5311},[],{"categories":5313},[126],{"categories":5315},[126],{"categories":5317},[269],{"categories":5319},[195],{"categories":5321},[181],{"categories":5323},[126],{"categories":5325},[126],{"categories":5327},[126],{"categories":5329},[126],{"categories":5331},[298],{"categories":5333},[126],{"categories":5335},[126],{"categories":5337},[126],{"categories":5339},[171],{"categories":5341},[126],{"categories":5343},[126],{"categories":5345},[],{"categories":5347},[126],{"categories":5349},[126],{"categories":5351},[126],{"categories":5353},[],{"categories":5355},[171],{"categories":5357},[126],{"categories":5359},[126],{"categories":5361},[217],{"categories":5363},[195],{"categories":5365},[184],{"categories":5367},[181],{"categories":5369},[512],{"categories":5371},[126],{"categories":5373},[126],{"categories":5375},[126],{"categories":5377},[195],{"categories":5379},[217],{"categories":5381},[269],{"categories":5383},[126],{"categories":5385},[126],{"categories":5387},[126],{"categories":5389},[126],{"categories":5391},[217],{"categories":5393},[126],{"categories":5395},[269],{"categories":5397},[126],{"categories":5399},[126],{"categories":5401},[217],{"categories":5403},[269],{"categories":5405},[126],{"categories":5407},[217],{"categories":5409},[126],{"categories":5411},[181],{"categories":5413},[181],{"categories":5415},[181],{"categories":5417},[195],{"categories":5419},[217],{"categories":5421},[181],{"categories":5423},[181],{"categories":5425},[126],{"categories":5427},[195],{"categories":5429},[269],{"categories":5431},[126],{"categories":5433},[126],{"categories":5435},[181],{"categories":5437},[126],{"categories":5439},[],{"categories":5441},[181],{"categories":5443},[],{"categories":5445},[126],{"categories":5447},[126],{"categories":5449},[],{"categories":5451},[],{"categories":5453},[181],{"categories":5455},[176],{"categories":5457},[181],{"categories":5459},[5460],"Liability & Ethics",{"categories":5462},[126],{"categories":5464},[126],{"categories":5466},[126],{"categories":5468},[181],{"categories":5470},[171],{"categories":5472},[181],{"categories":5474},[176],{"categories":5476},[298],{"categories":5478},[181],{"categories":5480},[126],{"categories":5482},[126],{"categories":5484},[],{"categories":5486},[617],{"categories":5488},[181],{"categories":5490},[],{"categories":5492},[126],{"categories":5494},[171],{"categories":5496},[181],{"categories":5498},[],{"categories":5500},[181],{"categories":5502},[126],{"categories":5504},[126],{"categories":5506},[195],{"categories":5508},[126],{"categories":5510},[217],{"categories":5512},[126],{"categories":5514},[126],{"categories":5516},[184],{"categories":5518},[181],{"categories":5520},[126],{"categories":5522},[126],{"categories":5524},[126],{"categories":5526},[217],{"categories":5528},[181],{"categories":5530},[195],{"categories":5532},[269],{"categories":5534},[171],{"categories":5536},[126],{"categories":5538},[126],{"categories":5540},[126],{"categories":5542},[],{"categories":5544},[181],{"categories":5546},[181],{"categories":5548},[181],{"categories":5550},[512],{"categories":5552},[269],{"categories":5554},[181],{"categories":5556},[339],{"categories":5558},[195],{"categories":5560},[217],{"categories":5562},[126],{"categories":5564},[269],{"categories":5566},[126],{"categories":5568},[171],{"categories":5570},[],{"categories":5572},[181],{"categories":5574},[126],{"categories":5576},[126],{"categories":5578},[126],{"categories":5580},[126],{"categories":5582},[181],{"categories":5584},[126],{"categories":5586},[126],{"categories":5588},[269],{"categories":5590},[],{"categories":5592},[181],{"categories":5594},[184],{"categories":5596},[217],{"categories":5598},[181],{"categories":5600},[176],{"categories":5602},[],{"categories":5604},[126],{"categories":5606},[126],{"categories":5608},[184],{"categories":5610},[126],{"categories":5612},[181],{"categories":5614},[217],{"categories":5616},[171],{"categories":5618},[339],{"categories":5620},[126],{"categories":5622},[126],{"categories":5624},[126],{"categories":5626},[217],{"categories":5628},[176],{"categories":5630},[126],{"categories":5632},[269],{"categories":5634},[217],{"categories":5636},[339],{"categories":5638},[126],{"categories":5640},[181],{"categories":5642},[],{"categories":5644},[571],{"categories":5646},[],{"categories":5648},[126],{"categories":5650},[339],{"categories":5652},[126],{"categories":5654},[220],{"categories":5656},[126],{"categories":5658},[181],{"categories":5660},[181],{"categories":5662},[5663],"Design News & Tools",{"categories":5665},[126],{"categories":5667},[126],{"categories":5669},[217],{"categories":5671},[126],{"categories":5673},[126],{"categories":5675},[171],{"categories":5677},[181],{"categories":5679},[126],{"categories":5681},[269],{"categories":5683},[181],{"categories":5685},[181],{"categories":5687},[269],{"categories":5689},[126],{"categories":5691},[126],{"categories":5693},[512],{"categories":5695},[181],{"categories":5697},[126],{"categories":5699},[126],{"categories":5701},[512],{"categories":5703},[126],{"categories":5705},[298],{"categories":5707},[126],{"categories":5709},[181],{"categories":5711},[],{"categories":5713},[126],{"categories":5715},[126],{"categories":5717},[126],{"categories":5719},[217],{"categories":5721},[126],{"categories":5723},[171],{"categories":5725},[],{"categories":5727},[126],{"categories":5729},[126],{"categories":5731},[126],{"categories":5733},[195],{"categories":5735},[642],{"categories":5737},[195],{"categories":5739},[269],{"categories":5741},[126],{"categories":5743},[126,181],{"categories":5745},[298,176],{"categories":5747},[195],{"categories":5749},[126],{"categories":5751},[126],{"categories":5753},[126],{"categories":5755},[126],{"categories":5757},[],{"categories":5759},[181],{"categories":5761},[126],{"categories":5763},[],{"categories":5765},[126],{"categories":5767},[195],{"categories":5769},[126],{"categories":5771},[195],{"categories":5773},[],{"categories":5775},[181],{"categories":5777},[126],{"categories":5779},[176],{"categories":5781},[126],{"categories":5783},[217],{"categories":5785},[126],{"categories":5787},[],{"categories":5789},[181],{"categories":5791},[126],{"categories":5793},[],{"categories":5795},[269],{"categories":5797},[126],{"categories":5799},[126],{"categories":5801},[181],{"categories":5803},[126],{"categories":5805},[126],{"categories":5807},[171],{"categories":5809},[181],{"categories":5811},[126],{"categories":5813},[],{"categories":5815},[126],{"categories":5817},[339],{"categories":5819},[298],{"categories":5821},[176],{"categories":5823},[176],{"categories":5825},[126],{"categories":5827},[171],{"categories":5829},[171],{"categories":5831},[126],{"categories":5833},[181],{"categories":5835},[126],{"categories":5837},[126],{"categories":5839},[126],{"categories":5841},[126],{"categories":5843},[195],{"categories":5845},[126],{"categories":5847},[171],{"categories":5849},[126],{"categories":5851},[126],{"categories":5853},[181],{"categories":5855},[126],{"categories":5857},[298],{"categories":5859},[126],{"categories":5861},[217],{"categories":5863},[126],{"categories":5865},[126],{"categories":5867},[181],{"categories":5869},[184],{"categories":5871},[126],{"categories":5873},[126],{"categories":5875},[181],{"categories":5877},[],{"categories":5879},[195],{"categories":5881},[],{"categories":5883},[195],{"categories":5885},[181],{"categories":5887},[171],{"categories":5889},[126],{"categories":5891},[],{"categories":5893},[220],{"categories":5895},[339],{"categories":5897},[126],{"categories":5899},[195],{"categories":5901},[126],{"categories":5903},[],{"categories":5905},[217],{"categories":5907},[181],{"categories":5909},[195],{"categories":5911},[269],{"categories":5913},[176],{"categories":5915},[126],{"categories":5917},[126],{"categories":5919},[181],{"categories":5921},[195],{"categories":5923},[181],{"categories":5925},[217],{"categories":5927},[126],{"categories":5929},[184],{"categories":5931},[171],{"categories":5933},[184],{"categories":5935},[217],{"categories":5937},[126],{"categories":5939},[195],{"categories":5941},[126],{"categories":5943},[269],{"categories":5945},[176],{"categories":5947},[126],{"categories":5949},[126],{"categories":5951},[126],{"categories":5953},[126],{"categories":5955},[126],{"categories":5957},[126],{"categories":5959},[181],{"categories":5961},[126],{"categories":5963},[181],{"categories":5965},[126],{"categories":5967},[126],{"categories":5969},[171],{"categories":5971},[126],{"categories":5973},[181],{"categories":5975},[181],{"categories":5977},[269],{"categories":5979},[181],{"categories":5981},[181],{"categories":5983},[126],{"categories":5985},[171],{"categories":5987},[181],{"categories":5989},[269],{"categories":5991},[],{"categories":5993},[126],{"categories":5995},[220],{"categories":5997},[512],{"categories":5999},[126],{"categories":6001},[181],{"categories":6003},[126],{"categories":6005},[126],{"categories":6007},[195],{"categories":6009},[126],{"categories":6011},[],{"categories":6013},[126],{"categories":6015},[181],{"categories":6017},[126],{"categories":6019},[298],{"categories":6021},[126],{"categories":6023},[195],{"categories":6025},[126],{"categories":6027},[217],{"categories":6029},[181],{"categories":6031},[126],{"categories":6033},[298],{"categories":6035},[181],{"categories":6037},[176],{"categories":6039},[176],{"categories":6041},[126],{"categories":6043},[126],{"categories":6045},[126],{"categories":6047},[126],{"categories":6049},[126],{"categories":6051},[126],{"categories":6053},[171],{"categories":6055},[],{"categories":6057},[126],{"categories":6059},[126],{"categories":6061},[181],{"categories":6063},[181],{"categories":6065},[126],{"categories":6067},[126],{"categories":6069},[126],{"categories":6071},[126],{"categories":6073},[126],{"categories":6075},[195],{"categories":6077},[],{"categories":6079},[171],{"categories":6081},[126],{"categories":6083},[126],{"categories":6085},[181],{"categories":6087},[181],{"categories":6089},[],{"categories":6091},[195],{"categories":6093},[195],{"categories":6095},[126],{"categories":6097},[298],{"categories":6099},[176],{"categories":6101},[269],{"categories":6103},[],{"categories":6105},[126],{"categories":6107},[181],{"categories":6109},[171],{"categories":6111},[126],{"categories":6113},[126],{"categories":6115},[195],{"categories":6117},[171],{"categories":6119},[126],{"categories":6121},[126],{"categories":6123},[217],{"categories":6125},[220],{"categories":6127},[126],{"categories":6129},[217],{"categories":6131},[181],{"categories":6133},[126],{"categories":6135},[],{"categories":6137},[217],{"categories":6139},[181],{"categories":6141},[269],{"categories":6143},[220],{"categories":6145},[126],{"categories":6147},[126],{"categories":6149},[],{"categories":6151},[181],{"categories":6153},[181],{"categories":6155},[181],{"categories":6157},[3191],{"categories":6159},[217],{"categories":6161},[126],{"categories":6163},[195],{"categories":6165},[126],{"categories":6167},[126],{"categories":6169},[126],{"categories":6171},[126],{"categories":6173},[126],{"categories":6175},[176],{"categories":6177},[126],{"categories":6179},[171],{"categories":6181},[1854],{"categories":6183},[339],{"categories":6185},[171],{"categories":6187},[],{"categories":6189},[126],{"categories":6191},[],{"categories":6193},[217],{"categories":6195},[181],{"categories":6197},[269],{"categories":6199},[126],{"categories":6201},[126],{"categories":6203},[126],{"categories":6205},[217],{"categories":6207},[],{"categories":6209},[181],{"categories":6211},[126],{"categories":6213},[181],{"categories":6215},[181],{"categories":6217},[],{"categories":6219},[126],{"categories":6221},[],{"categories":6223},[217],{"categories":6225},[171],{"categories":6227},[269],{"categories":6229},[126],{"categories":6231},[181],{"categories":6233},[217],{"categories":6235},[126],{"categories":6237},[217],{"categories":6239},[],{"categories":6241},[217],{"categories":6243},[126],{"categories":6245},[171],{"categories":6247},[512],{"categories":6249},[181],{"categories":6251},[126],{"categories":6253},[],{"categories":6255},[195],{"categories":6257},[181],{"categories":6259},[184],{"categories":6261},[181],{"categories":6263},[171],{"categories":6265},[126],{"categories":6267},[126],{"categories":6269},[],{"categories":6271},[],{"categories":6273},[],{"categories":6275},[269],{"categories":6277},[126],{"categories":6279},[181],{"categories":6281},[126],{"categories":6283},[126],{"categories":6285},[],{"categories":6287},[],{"categories":6289},[],{"categories":6291},[126],{"categories":6293},[181],{"categories":6295},[269],{"categories":6297},[126],{"categories":6299},[],{"categories":6301},[181],{"categories":6303},[126],{"categories":6305},[126],{"categories":6307},[171],{"categories":6309},[],{"categories":6311},[],{"categories":6313},[126],{"categories":6315},[126],{"categories":6317},[181],{"categories":6319},[269],{"categories":6321},[126],{"categories":6323},[217],{"categories":6325},[],{"categories":6327},[126],{"categories":6329},[126],{"categories":6331},[298],{"categories":6333},[217],{"categories":6335},[298],{"categories":6337},[220],{"categories":6339},[126],{"categories":6341},[126],{"categories":6343},[],{"categories":6345},[],{"categories":6347},[181],{"categories":6349},[],{"categories":6351},[126],{"categories":6353},[512],{"categories":6355},[126],{"categories":6357},[126],{"categories":6359},[126],{"categories":6361},[126],{"categories":6363},[],{"categories":6365},[181],{"categories":6367},[126],{"categories":6369},[126],{"categories":6371},[],{"categories":6373},[181],{"categories":6375},[126],{"categories":6377},[217],{"categories":6379},[126],{"categories":6381},[298],{"categories":6383},[176],{"categories":6385},[184],{"categories":6387},[126],{"categories":6389},[126],{"categories":6391},[181],{"categories":6393},[220],{"categories":6395},[181],{"categories":6397},[181],{"categories":6399},[],{"categories":6401},[126],{"categories":6403},[181],{"categories":6405},[],{"categories":6407},[126],{"categories":6409},[],{"categories":6411},[217],{"categories":6413},[176],{"categories":6415},[],{"categories":6417},[126],{"categories":6419},[126],{"categories":6421},[126],{"categories":6423},[],{"categories":6425},[181],{"categories":6427},[269],{"categories":6429},[171],{"categories":6431},[126],{"categories":6433},[],{"categories":6435},[176],{"categories":6437},[298],{"categories":6439},[126],{"categories":6441},[195],{"categories":6443},[171],{"categories":6445},[220],{"categories":6447},[176],{"categories":6449},[195],{"categories":6451},[181],{"categories":6453},[195],{"categories":6455},[],{"categories":6457},[126],{"categories":6459},[184],{"categories":6461},[126],{"categories":6463},[],{"categories":6465},[181],{"categories":6467},[171],{"categories":6469},[269],{"categories":6471},[126],{"categories":6473},[171],{"categories":6475},[181],{"categories":6477},[339],{"categories":6479},[126],{"categories":6481},[126],{"categories":6483},[126],{"categories":6485},[126],{"categories":6487},[126],{"categories":6489},[171],{"categories":6491},[126],{"categories":6493},[195],{"categories":6495},[220],{"categories":6497},[181],{"categories":6499},[],{"categories":6501},[126],{"categories":6503},[126],{"categories":6505},[126],{"categories":6507},[195],{"categories":6509},[181],{"categories":6511},[217],{"categories":6513},[195],{"categories":6515},[126],{"categories":6517},[184],{"categories":6519},[],{"categories":6521},[269],{"categories":6523},[195],{"categories":6525},[217],{"categories":6527},[126],{"categories":6529},[171],{"categories":6531},[181],{"categories":6533},[126],{"categories":6535},[126],{"categories":6537},[181],{"categories":6539},[184],{"categories":6541},[126],{"categories":6543},[181],{"categories":6545},[126],{"categories":6547},[176],{"categories":6549},[181],{"categories":6551},[181,339],{"categories":6553},[126],{"categories":6555},[126],{"categories":6557},[181],{"categories":6559},[195],{"categories":6561},[126],{"categories":6563},[126],{"categories":6565},[220],{"categories":6567},[181],{"categories":6569},[298],{"categories":6571},[181],{"categories":6573},[176],{"categories":6575},[],{"categories":6577},[181],{"categories":6579},[126],{"categories":6581},[176],{"categories":6583},[],{"categories":6585},[],{"categories":6587},[195],{"categories":6589},[126],{"categories":6591},[126],{"categories":6593},[181],{"categories":6595},[220],{"categories":6597},[298],{"categories":6599},[126],{"categories":6601},[126],{"categories":6603},[126],{"categories":6605},[181],{"categories":6607},[],{"categories":6609},[181],{"categories":6611},[217],{"categories":6613},[126],{"categories":6615},[181],{"categories":6617},[181],{"categories":6619},[126],{"categories":6621},[],{"categories":6623},[217],{"categories":6625},[195],{"categories":6627},[3191],{"categories":6629},[171],{"categories":6631},[195],{"categories":6633},[126],{"categories":6635},[181],{"categories":6637},[126],{"categories":6639},[126],{"categories":6641},[298],{"categories":6643},[195],{"categories":6645},[220],{"categories":6647},[],{"categories":6649},[217],{"categories":6651},[126],{"categories":6653},[126],{"categories":6655},[],{"categories":6657},[181],{"categories":6659},[126],{"categories":6661},[126],{"categories":6663},[126],{"categories":6665},[126],{"categories":6667},[181],{"categories":6669},[126],{"categories":6671},[126],{"categories":6673},[126],{"categories":6675},[184],{"categories":6677},[126],{"categories":6679},[181],{"categories":6681},[126],{"categories":6683},[126],{"categories":6685},[126],{"categories":6687},[126],{"categories":6689},[126],{"categories":6691},[126],{"categories":6693},[126],{"categories":6695},[176],{"categories":6697},[],{"categories":6699},[184],{"categories":6701},[217],{"categories":6703},[181],{"categories":6705},[126],{"categories":6707},[195],{"categories":6709},[],{"categories":6711},[195],{"categories":6713},[195],{"categories":6715},[181],{"categories":6717},[195],{"categories":6719},[126],{"categories":6721},[126],{"categories":6723},[126],{"categories":6725},[181],{"categories":6727},[195],{"categories":6729},[126],{"categories":6731},[126],{"categories":6733},[126],{"categories":6735},[181],{"categories":6737},[217],{"categories":6739},[126],{"categories":6741},[126],{"categories":6743},[126],{"categories":6745},[176],{"categories":6747},[126],{"categories":6749},[181],{"categories":6751},[269],{"categories":6753},[],{"categories":6755},[126],{"categories":6757},[220],{"categories":6759},[181],{"categories":6761},[126],{"categories":6763},[126],{"categories":6765},[],{"categories":6767},[126],{"categories":6769},[126],{"categories":6771},[217],{"categories":6773},[126],{"categories":6775},[126],{"categories":6777},[181],{"categories":6779},[298],{"categories":6781},[],{"categories":6783},[],{"categories":6785},[195],{"categories":6787},[126],{"categories":6789},[126],{"categories":6791},[217],{"categories":6793},[126],{"categories":6795},[195],{"categories":6797},[217],{"categories":6799},[126],{"categories":6801},[126],{"categories":6803},[298],{"categories":6805},[220],{"categories":6807},[126],{"categories":6809},[126],{"categories":6811},[171],{"categories":6813},[181],{"categories":6815},[126],{"categories":6817},[126],{"categories":6819},[181],{"categories":6821},[176],{"categories":6823},[181],{"categories":6825},[195],{"categories":6827},[126],{"categories":6829},[176],{"categories":6831},[],{"categories":6833},[126],{"categories":6835},[220],{"categories":6837},[126],{"categories":6839},[126],{"categories":6841},[],{"categories":6843},[217],{"categories":6845},[126],{"categories":6847},[181],{"categories":6849},[220],{"categories":6851},[126],{"categories":6853},[195],{"categories":6855},[195],{"categories":6857},[195],{"categories":6859},[126],{"categories":6861},[181],{"categories":6863},[181],{"categories":6865},[126],{"categories":6867},[181],{"categories":6869},[126],{"categories":6871},[126],{"categories":6873},[269],{"categories":6875},[220],{"categories":6877},[220],{"categories":6879},[],{"categories":6881},[217],{"categories":6883},[126],{"categories":6885},[126],{"categories":6887},[195],{"categories":6889},[],{"categories":6891},[217],{"categories":6893},[217],{"categories":6895},[217],{"categories":6897},[],{"categories":6899},[181],{"categories":6901},[126],{"categories":6903},[],{"categories":6905},[171],{"categories":6907},[176],{"categories":6909},[],{"categories":6911},[126],{"categories":6913},[126],{"categories":6915},[],{"categories":6917},[195],{"categories":6919},[],{"categories":6921},[],{"categories":6923},[],{"categories":6925},[],{"categories":6927},[126],{"categories":6929},[217],{"categories":6931},[],{"categories":6933},[],{"categories":6935},[126],{"categories":6937},[126],{"categories":6939},[126],{"categories":6941},[220],{"categories":6943},[126],{"categories":6945},[220],{"categories":6947},[],{"categories":6949},[220],{"categories":6951},[220],{"categories":6953},[339],{"categories":6955},[181],{"categories":6957},[195],{"categories":6959},[],{"categories":6961},[],{"categories":6963},[220],{"categories":6965},[195],{"categories":6967},[195],{"categories":6969},[195],{"categories":6971},[],{"categories":6973},[171],{"categories":6975},[195],{"categories":6977},[195],{"categories":6979},[171],{"categories":6981},[195],{"categories":6983},[176],{"categories":6985},[195],{"categories":6987},[195],{"categories":6989},[195],{"categories":6991},[220],{"categories":6993},[217],{"categories":6995},[217],{"categories":6997},[126],{"categories":6999},[195],{"categories":7001},[220],{"categories":7003},[339],{"categories":7005},[220],{"categories":7007},[220],{"categories":7009},[220],{"categories":7011},[],{"categories":7013},[176],{"categories":7015},[],{"categories":7017},[339],{"categories":7019},[195],{"categories":7021},[195],{"categories":7023},[195],{"categories":7025},[181],{"categories":7027},[217,176],{"categories":7029},[220],{"categories":7031},[],{"categories":7033},[],{"categories":7035},[220],{"categories":7037},[],{"categories":7039},[220],{"categories":7041},[217],{"categories":7043},[181],{"categories":7045},[],{"categories":7047},[195],{"categories":7049},[126],{"categories":7051},[269],{"categories":7053},[],{"categories":7055},[126],{"categories":7057},[],{"categories":7059},[217],{"categories":7061},[171],{"categories":7063},[220],{"categories":7065},[],{"categories":7067},[195],{"categories":7069},[217],[7071,7189,7286,7379],{"id":7072,"title":7073,"ai":7074,"body":7079,"categories":7166,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7167,"navigation":145,"path":7176,"published_at":7177,"question":127,"scraped_at":7177,"seo":7178,"sitemap":7179,"source_id":7180,"source_name":7181,"source_type":7182,"source_url":7172,"stem":7183,"tags":7184,"thumbnail_url":127,"tldr":7186,"tweet":127,"unknown_tags":7187,"__hash__":7188},"summaries\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary.md","Localizing AI Agent Failures: Model vs. Harness",{"provider":7,"model":8,"input_tokens":7075,"output_tokens":7076,"processing_time_ms":7077,"cost_usd":7078},4022,551,2651,0.001832,{"type":14,"value":7080,"toc":7158},[7081,7085,7096,7101,7104,7124,7128,7131,7151,7155],[17,7082,7084],{"id":7083},"distinguishing-model-vs-harness-failures","Distinguishing Model vs. Harness Failures",[22,7086,7087,7088,7091,7092,7095],{},"When an AI agent fails to complete a task, developers often struggle to identify the root cause. The core insight is to categorize failures into two distinct domains: the ",[32,7089,7090],{},"Model"," (the LLM's reasoning, knowledge, and generation capabilities) and the ",[32,7093,7094],{},"Harness"," (the orchestration logic, tool definitions, environment state, and feedback loops).",[7097,7098,7100],"h3",{"id":7099},"the-model-domain-reasoning-and-knowledge","The Model Domain: Reasoning and Knowledge",[22,7102,7103],{},"Failures in the model domain occur when the LLM itself is incapable of the task. This includes:",[26,7105,7106,7112,7118],{},[29,7107,7108,7111],{},[32,7109,7110],{},"Reasoning errors:"," The model fails to follow logical steps or plan effectively.",[29,7113,7114,7117],{},[32,7115,7116],{},"Knowledge gaps:"," The model lacks the specific information required to execute a step.",[29,7119,7120,7123],{},[32,7121,7122],{},"Instruction following:"," The model ignores system prompts or formatting constraints.",[7097,7125,7127],{"id":7126},"the-harness-domain-orchestration-and-environment","The Harness Domain: Orchestration and Environment",[22,7129,7130],{},"Failures in the harness domain occur despite the model providing correct instructions. These are often the most overlooked issues in agent development:",[26,7132,7133,7139,7145],{},[29,7134,7135,7138],{},[32,7136,7137],{},"Tool integration:"," The harness fails to correctly map the model's output to an API call or function argument.",[29,7140,7141,7144],{},[32,7142,7143],{},"Environment state:"," The agent operates on stale data or an environment that has changed since the last observation.",[29,7146,7147,7150],{},[32,7148,7149],{},"Feedback loops:"," The harness fails to pass the correct error messages or tool outputs back to the model, preventing self-correction.",[17,7152,7154],{"id":7153},"diagnostic-framework","Diagnostic Framework",[22,7156,7157],{},"To localize these failures, developers should implement a systematic interaction-centric audit. By isolating the model's output from the harness's execution, you can determine if the agent's failure is a result of poor reasoning or a breakdown in the infrastructure supporting the agent. This approach shifts the focus from 'why did the agent fail?' to 'did the model fail to reason, or did the harness fail to execute?'",{"title":119,"searchDepth":120,"depth":120,"links":7159},[7160,7165],{"id":7083,"depth":120,"text":7084,"children":7161},[7162,7164],{"id":7099,"depth":7163,"text":7100},3,{"id":7126,"depth":7163,"text":7127},{"id":7153,"depth":120,"text":7154},[126],{"content_references":7168,"triage":7174},[7169],{"type":7170,"title":7171,"url":7172,"context":7173},"paper","Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.28802","reviewed",{"relevance":141,"novelty":142,"quality":142,"actionability":142,"composite":143,"reasoning":7175},"Category: AI & LLMs. The article provides a clear framework for diagnosing failures in AI agents, which directly addresses the pain points of developers trying to integrate AI into their products. It offers actionable insights on distinguishing between model and harness failures, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary","2026-08-04 03:10:08",{"title":7073,"description":119},{"loc":7176},"6cfdb395f3efb4ea","arXiv cs.AI","article","summaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary",[157,158,7185],"debugging","To debug AI agents effectively, you must distinguish between failures caused by the underlying LLM (Model) and those caused by the agent's orchestration, tools, or environment (Harness).",[158,7185],"kkgChMQmejtaPxThdnsF2v7nNhaJzNc0dRyHfWjzHSw",{"id":7190,"title":7191,"ai":7192,"body":7197,"categories":7265,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7266,"navigation":145,"path":7275,"published_at":7276,"question":127,"scraped_at":7276,"seo":7277,"sitemap":7278,"source_id":7279,"source_name":7181,"source_type":7182,"source_url":7271,"stem":7280,"tags":7281,"thumbnail_url":127,"tldr":7283,"tweet":127,"unknown_tags":7284,"__hash__":7285},"summaries\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary.md","Decomposing AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":7193,"output_tokens":7194,"processing_time_ms":7195,"cost_usd":7196},4073,581,3472,0.00188975,{"type":14,"value":7198,"toc":7261},[7199,7203,7206,7232,7236,7239,7258],[17,7200,7202],{"id":7201},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,7204,7205],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[26,7207,7208,7214,7220,7226],{},[29,7209,7210,7213],{},[32,7211,7212],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[29,7215,7216,7219],{},[32,7217,7218],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[29,7221,7222,7225],{},[32,7223,7224],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[29,7227,7228,7231],{},[32,7229,7230],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,7233,7235],{"id":7234},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,7237,7238],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[101,7240,7241,7247,7252],{},[29,7242,7243,7246],{},[32,7244,7245],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[29,7248,7249,7251],{},[32,7250,91],{}," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[29,7253,7254,7257],{},[32,7255,7256],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,7259,7260],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":119,"searchDepth":120,"depth":120,"links":7262},[7263,7264],{"id":7201,"depth":120,"text":7202},{"id":7234,"depth":120,"text":7235},[126],{"content_references":7267,"triage":7273},[7268],{"type":7170,"title":7269,"author":7270,"url":7271,"context":7272},"Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":141,"novelty":142,"quality":142,"actionability":142,"composite":143,"reasoning":7274},"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":7191,"description":119},{"loc":7275},"a2e69b3ac342f3a6","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[157,7282,158],"automation","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[158],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":7287,"title":7288,"ai":7289,"body":7294,"categories":7350,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7351,"navigation":145,"path":7362,"published_at":7363,"question":127,"scraped_at":7364,"seo":7365,"sitemap":7366,"source_id":7367,"source_name":7368,"source_type":153,"source_url":7369,"stem":7370,"tags":7371,"thumbnail_url":7374,"tldr":7375,"tweet":7376,"unknown_tags":7377,"__hash__":7378},"summaries\u002Fsummaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary.md","Scaling AI Agents: Lessons from Snowflake's GTM Assistant",{"provider":7,"model":8,"input_tokens":7290,"output_tokens":7291,"processing_time_ms":7292,"cost_usd":7293},8540,776,3680,0.003299,{"type":14,"value":7295,"toc":7344},[7296,7300,7303,7307,7310,7314,7317,7337,7341],[17,7297,7299],{"id":7298},"prioritize-quality-over-coverage","Prioritize Quality Over Coverage",[22,7301,7302],{},"User trust is fragile and difficult to recover once lost. When launching an AI agent, the first five interactions determine whether a user returns. Instead of aiming for broad coverage (answering 100 questions at 70% accuracy), focus on a narrow set of high-value questions at 95%+ accuracy. This builds immediate credibility. At Snowflake, the team defined 150 critical sales questions before building the agent, using them as the benchmark for success. Coverage can be expanded iteratively; 60% of the data powering their current system was added post-launch.",[17,7304,7306],{"id":7305},"activation-and-change-management","Activation and Change Management",[22,7308,7309],{},"AI projects often fail at the activation stage, not the technical stage. Even a high-performing agent will fail if users do not adopt it. Successful deployment requires a phased approach: a pilot with AI-native power users to refine the product, a 10% beta to validate the MVP and retention metrics, and finally, general availability. Post-launch, expect to spend 60-70% of your time on change management—giving demos, building dashboards to track adoption, and securing executive sponsorship to drive usage. If only 20% of your organization has tried the tool, the problem is activation, not the technology.",[17,7311,7313],{"id":7312},"managing-the-collapsing-wow-factor","Managing the 'Collapsing Wow Factor'",[22,7315,7316],{},"AI-powered features quickly transition from 'magic' to 'baseline' expectations. Once users become accustomed to talking to their data, they will demand more sophisticated capabilities. To stay relevant, the product roadmap must evolve through three phases:",[101,7318,7319,7325,7331],{},[29,7320,7321,7324],{},[32,7322,7323],{},"Data Democratization:"," Moving users away from manual dashboard dependencies.",[29,7326,7327,7330],{},[32,7328,7329],{},"Workflow Automation:"," Using agents to orchestrate tasks (e.g., monitoring inboxes, drafting responses, or updating CRM records).",[29,7332,7333,7336],{},[32,7334,7335],{},"Hyper-personalization:"," Enabling teams to build custom skills and tools that leverage living customer context.",[17,7338,7340],{"id":7339},"build-for-flexibility-not-perfection","Build for Flexibility, Not Perfection",[22,7342,7343],{},"Avoid the trap of shopping for the 'perfect' architecture. Technology in the AI space matures rapidly, and your initial architecture will likely be obsolete within months. Snowflake’s internal agent underwent significant rearchitecting—moving from simple agent instructions in a Google Doc to a complex system of semantic views, MCP connections, and skill libraries. Accept that 30-40% of your engineering effort will be spent rearchitecting to accommodate new capabilities. Finally, treat your logs as a gold mine; analyzing them allows you to identify feature gaps, improve quality in real-time, and automate the creation of sales enablement materials like battle cards.",{"title":119,"searchDepth":120,"depth":120,"links":7345},[7346,7347,7348,7349],{"id":7298,"depth":120,"text":7299},{"id":7305,"depth":120,"text":7306},{"id":7312,"depth":120,"text":7313},{"id":7339,"depth":120,"text":7340},[126],{"content_references":7352,"triage":7360},[7353,7357],{"type":133,"title":7354,"url":7355,"context":7356},"Snowflake Cortex","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002F","mentioned",{"type":133,"title":7358,"url":7359,"context":7356},"Snowflake Co-work","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002Fco-work\u002F",{"relevance":141,"novelty":142,"quality":142,"actionability":142,"composite":143,"reasoning":7361},"Category: Product Strategy. The article provides actionable insights on deploying AI agents effectively, addressing key pain points like user trust and activation challenges. It emphasizes prioritizing quality interactions and offers a phased approach to deployment, which is directly applicable to product builders.","\u002Fsummaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary","2026-08-26 15:00:06","2026-08-27 03:11:58",{"title":7288,"description":119},{"loc":7362},"0e75516c4c8f45ac","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DrTdD-ttjCY","summaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary",[7372,7373,157,158],"saas","product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FDrTdD-ttjCY\u002Fhqdefault.jpg","Successfully deploying AI agents at scale requires prioritizing quality over coverage, aggressive change management, and a willingness to rearchitect as user expectations evolve.","This presentation outlines a pragmatic approach to deploying internal AI agents at scale, emphasizing that success depends more on rigorous change management and trust-building than on architectural perfection. The speaker argues for prioritizing high-accuracy answers over broad coverage to ensure early user retention, while warning that the \"wow factor\" of natural language querying fades quickly, necessitating a shift toward workflow automation.",[158],"jQ_-3ji9aKfdPS4YZOMjrtgVRtdpAP3LRHnleb4Ey-4",{"id":7380,"title":7381,"ai":7382,"body":7387,"categories":7444,"created_at":127,"date_modified":127,"description":119,"extension":128,"faq":127,"featured":129,"kicker_label":127,"meta":7445,"navigation":145,"path":7451,"published_at":7452,"question":127,"scraped_at":7453,"seo":7454,"sitemap":7455,"source_id":7456,"source_name":152,"source_type":153,"source_url":7457,"stem":7458,"tags":7459,"thumbnail_url":7461,"tldr":7462,"tweet":7463,"unknown_tags":7464,"__hash__":7465},"summaries\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary.md","AI Agents: Why the Harness Matters More Than the Model",{"provider":7,"model":8,"input_tokens":7383,"output_tokens":7384,"processing_time_ms":7385,"cost_usd":7386},5246,692,3597,0.0023495,{"type":14,"value":7388,"toc":7439},[7389,7393,7400,7404,7407,7432,7436],[17,7390,7392],{"id":7391},"the-brain-vs-the-jar","The Brain vs. The Jar",[22,7394,7395,7396,7399],{},"AI models (like GPT-4 or Claude) are essentially 'brains in a jar.' While they are highly capable, they are inherently limited by their inability to interact with the outside world—they cannot natively run code, browse the web, or access files. The performance gap between AI products often isn't due to the underlying model, as benchmark scores between top labs have converged. Instead, the difference lies in the ",[32,7397,7398],{},"agentic harness",": the architectural wrapper that enables the model to act, remember, and iterate.",[17,7401,7403],{"id":7402},"the-three-pillars-of-the-agentic-harness","The Three Pillars of the Agentic Harness",[22,7405,7406],{},"To transform a static model into a functional agent, the harness must provide three critical capabilities:",[26,7408,7409,7415,7426],{},[29,7410,7411,7414],{},[32,7412,7413],{},"Tools:"," These allow the model to interface with the world. Beyond basic file I\u002FO, modern harnesses enable code execution in sandboxes, web browsing, and 'computer use' (controlling a cursor to operate software). The Model Context Protocol (MCP) is emerging as a standard to allow these tools to plug into various harnesses without custom rebuilds.",[29,7416,7417,7420,7421,7425],{},[32,7418,7419],{},"Memory:"," Because models have finite context windows that reset after a session, the harness must manage persistence. This includes loading instruction files (e.g., ",[7422,7423,7424],"code",{},"agents.md",") to define project conventions, compacting context windows by summarizing past interactions, and implementing retrieval systems (semantic search or code indexing) to feed the model only the relevant data rather than the entire codebase.",[29,7427,7428,7431],{},[32,7429,7430],{},"Agentic Loops:"," This is the operational cycle where the model plans a step, the harness executes it, and the model observes the result. Sophisticated harnesses add a verification layer to this loop, such as running automated tests, taking screenshots of UI states, or using a secondary 'reviewer' model to ensure the agent stays on track during long-running tasks.",[17,7433,7435],{"id":7434},"the-fluid-future-of-ai-architecture","The Fluid Future of AI Architecture",[22,7437,7438],{},"It is a mistake to evaluate AI capability based solely on the model. A brilliant model can fail in a poorly designed harness, while a mid-tier model can perform exceptionally well in a robust one. The distinction between the two is becoming increasingly fluid: complex behaviors like long-horizon planning are being trained directly into models, while consistency and project-specific knowledge are increasingly managed by harness-level conventions. Builders should focus on optimizing the 'jar' as much as the 'brain' to achieve production-grade results.",{"title":119,"searchDepth":120,"depth":120,"links":7440},[7441,7442,7443],{"id":7391,"depth":120,"text":7392},{"id":7402,"depth":120,"text":7403},{"id":7434,"depth":120,"text":7435},[126],{"content_references":7446,"triage":7449},[7447],{"type":133,"title":134,"url":7448,"context":7356},"https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"relevance":141,"novelty":142,"quality":142,"actionability":142,"composite":143,"reasoning":7450},"Category: AI & LLMs. The article provides a deep dive into the concept of the 'agentic harness' which is crucial for building effective AI agents, addressing a key pain point for developers looking to integrate AI into their products. It outlines specific capabilities of the harness, such as tools, memory management, and operational loops, which are actionable insights for product builders.","\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary","2026-08-25 11:00:31","2026-08-26 03:09:58",{"title":7381,"description":119},{"loc":7451},"34d109b3ae5f0509","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZELPNFXJ4_o","summaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary",[157,7282,158,7460],"software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZELPNFXJ4_o\u002Fhqdefault.jpg","AI system performance is driven by the 'agentic harness'—the tools, memory, and loops surrounding the model—rather than just the model itself. Distinguishing between the 'brain' (model) and the 'jar' (harness) is essential for building effective AI agents.","This video provides a conceptual breakdown of why AI performance often depends more on the \"agentic harness\"—the tools, memory, and loops wrapped around a model—than on the model itself. It is a high-level primer on how [AI models](https:\u002F\u002Fibm.biz\u002F~fAH1kt7jT) are integrated into functional systems.",[158,7460],"PtVTsoTGi-qI9ZNh4s66ldbH7fWoQkYBn7wif1qsZ-o"]