[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-5af7edbff77c8366-building-private-agent-benchmarks-from-production-summary":3,"summaries-facets-categories":153,"summary-related-5af7edbff77c8366-building-private-agent-benchmarks-from-production-summary":5963},{"id":4,"title":5,"ai":6,"body":13,"categories":109,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":114,"navigation":132,"path":133,"published_at":134,"question":111,"scraped_at":135,"seo":136,"sitemap":137,"source_id":138,"source_name":139,"source_type":140,"source_url":141,"stem":142,"tags":143,"thumbnail_url":148,"tldr":149,"tweet":150,"unknown_tags":151,"__hash__":152},"summaries\u002Fsummaries\u002F5af7edbff77c8366-building-private-agent-benchmarks-from-production--summary.md","Building Private Agent Benchmarks from Production Traces",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7348,672,3122,0.002845,{"type":14,"value":15,"toc":102},"minimark",[16,21,30,34,37,65,69,72,99],[17,18,20],"h2",{"id":19},"the-shift-from-traces-to-simulations","The Shift from Traces to Simulations",[22,23,24,25,29],"p",{},"While production traces are useful for identifying failures, they are inherently non-repeatable due to shifting database states, tool versions, and API responses. To move from simple observation to rigorous engineering, teams must convert these traces into ",[26,27,28],"strong",{},"offline simulations",". This involves reconstructing the environment—including tools, APIs, and file systems—to create a sandbox where agent configurations can be tested against identical conditions. This allows for \"apples-to-apples\" comparisons of latency, cost, and success rates, rather than relying on generic public benchmarks like WebArena or SWE-bench.",[17,31,33],{"id":32},"anatomy-of-a-private-benchmark","Anatomy of a Private Benchmark",[22,35,36],{},"A robust simulation task requires a \"mini-production\" environment that mimics the real world without requiring full production infrastructure. Key components include:",[38,39,40,47,53,59],"ul",{},[41,42,43,46],"li",{},[26,44,45],{},"Environment:"," A containerized setup (Docker\u002FDocker Compose) containing the necessary APIs, databases, and MCP tools.",[41,48,49,52],{},[26,50,51],{},"Simulated Users:"," Using an LLM with specific prompts to mimic human interaction, ensuring the agent operates in a realistic context.",[41,54,55,58],{},[26,56,57],{},"Oracles:"," A pre-defined solution path used to verify that a task is actually solvable before testing the agent.",[41,60,61,64],{},[26,62,63],{},"Verifiers:"," A multi-layered approach to evaluation. This includes deterministic checks for final outputs, LLM-as-a-judge for planning quality, and human subject matter experts to resolve discrepancies in complex edge cases.",[17,66,68],{"id":67},"integrating-benchmarks-into-the-agent-ops-loop","Integrating Benchmarks into the Agent Ops Loop",[22,70,71],{},"Benchmarks should not be static; they must be treated as software and integrated into a CI\u002FCD pipeline. This creates a continuous feedback loop:",[73,74,75,81,87,93],"ol",{},[41,76,77,80],{},[26,78,79],{},"Observability:"," Capture production failures using tools like Arise.",[41,82,83,86],{},[26,84,85],{},"Expansion:"," Convert these failures into new benchmark tasks.",[41,88,89,92],{},[26,90,91],{},"Experimentation:"," Run the agent against the updated benchmark to test fixes.",[41,94,95,98],{},[26,96,97],{},"Release Gate:"," Use the benchmark as a gatekeeper to prevent regressions before deploying new agent configurations.",[22,100,101],{},"This approach avoids the common anti-pattern of \"prompt hacking,\" where developers try to fix systemic issues by adding endless constraints to the system prompt. Instead, it allows engineers to identify whether a failure requires a change to the prompt, the tool harness, the skill set, or the structured output schema.",{"title":103,"searchDepth":104,"depth":104,"links":105},"",2,[106,107,108],{"id":19,"depth":104,"text":20},{"id":32,"depth":104,"text":33},{"id":67,"depth":104,"text":68},[110],"AI Automation",null,"md",false,{"content_references":115,"triage":127},[116,120,122,124],{"type":117,"title":118,"context":119},"tool","WebArena","mentioned",{"type":117,"title":121,"context":119},"SWE-bench",{"type":117,"title":123,"context":119},"Terminal Bench",{"type":117,"title":125,"url":126,"context":119},"Arise","https:\u002F\u002Farise.com\u002F",{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":131},5,4,4.35,"Category: AI Automation. The article provides a detailed approach to building private benchmarks for AI agents, addressing the audience's need for practical applications in AI engineering. It outlines specific steps for creating simulations and integrating benchmarks into CI\u002FCD pipelines, which are actionable for developers and product builders.",true,"\u002Fsummaries\u002F5af7edbff77c8366-building-private-agent-benchmarks-from-production-summary","2026-07-25 01:00:02","2026-07-25 03:12:33",{"title":5,"description":103},{"loc":133},"5af7edbff77c8366","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Ib5t2RLtxvM","summaries\u002F5af7edbff77c8366-building-private-agent-benchmarks-from-production--summary",[144,145,146,147],"agents","automation","product-strategy","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FIb5t2RLtxvM\u002Fhqdefault.jpg","To reliably ship AI agents, companies must move beyond public benchmarks and build private, simulation-based CI pipelines that replay production traces in controlled, repeatable environments.","This talk argues that public benchmarks are insufficient for production agents, advocating instead for building private, domain-specific benchmarks by replaying production traces in isolated, containerized environments. The speaker outlines a workflow for creating these \"simulations\" to gate releases, track regressions, and optimize for cost and latency.",[147],"7j8dHxBIXGaCotdzewfJj7xYsbeyz_Ejzy0uKaGR_yc",[154,157,160,163,165,168,170,172,174,177,179,181,183,185,188,190,192,194,196,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,240,243,245,247,249,251,253,255,257,259,261,263,265,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,303,305,307,309,311,313,315,317,319,321,323,325,327,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,389,391,393,395,397,399,401,403,405,407,410,412,414,416,418,420,422,424,426,428,430,432,434,437,439,441,443,445,447,449,451,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,505,507,509,512,514,516,518,520,522,524,526,528,530,532,534,536,538,541,543,545,547,549,551,553,555,557,559,561,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,807,809,811,813,815,818,820,822,824,826,828,830,832,834,836,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961],{"categories":155},[156],"Developer Productivity",{"categories":158},[159],"Business & SaaS",{"categories":161},[162],"AI & LLMs",{"categories":164},[110],{"categories":166},[167],"Product Strategy",{"categories":169},[162],{"categories":171},[156],{"categories":173},[110],{"categories":175},[176],"Software Engineering",{"categories":178},[162],{"categories":180},[159],{"categories":182},[],{"categories":184},[162],{"categories":186},[187],"Inference & Serving",{"categories":189},[162],{"categories":191},[162],{"categories":193},[110],{"categories":195},[],{"categories":197},[198],"AI News & Trends",{"categories":200},[110],{"categories":202},[162],{"categories":204},[159],{"categories":206},[156],{"categories":208},[162],{"categories":210},[110],{"categories":212},[198],{"categories":214},[110],{"categories":216},[110],{"categories":218},[162],{"categories":220},[110],{"categories":222},[162],{"categories":224},[162],{"categories":226},[162],{"categories":228},[198],{"categories":230},[162],{"categories":232},[162],{"categories":234},[162],{"categories":236},[],{"categories":238},[239],"Design & Frontend",{"categories":241},[242],"Data Science & Visualization",{"categories":244},[198],{"categories":246},[162],{"categories":248},[162],{"categories":250},[162],{"categories":252},[],{"categories":254},[162],{"categories":256},[110],{"categories":258},[176],{"categories":260},[162],{"categories":262},[110],{"categories":264},[162],{"categories":266},[267],"Marketing & Growth",{"categories":269},[239],{"categories":271},[162],{"categories":273},[110],{"categories":275},[162],{"categories":277},[176],{"categories":279},[],{"categories":281},[],{"categories":283},[239],{"categories":285},[162],{"categories":287},[110],{"categories":289},[156],{"categories":291},[176],{"categories":293},[239],{"categories":295},[167],{"categories":297},[162],{"categories":299},[176],{"categories":301},[302],"DevOps & Cloud",{"categories":304},[110],{"categories":306},[167],{"categories":308},[198],{"categories":310},[162],{"categories":312},[],{"categories":314},[162],{"categories":316},[],{"categories":318},[110],{"categories":320},[176],{"categories":322},[],{"categories":324},[176],{"categories":326},[162],{"categories":328},[329],"Governance & Standards",{"categories":331},[159],{"categories":333},[],{"categories":335},[],{"categories":337},[162],{"categories":339},[162],{"categories":341},[110],{"categories":343},[162],{"categories":345},[162],{"categories":347},[110],{"categories":349},[162],{"categories":351},[162],{"categories":353},[162],{"categories":355},[],{"categories":357},[176],{"categories":359},[],{"categories":361},[],{"categories":363},[176],{"categories":365},[],{"categories":367},[176],{"categories":369},[162],{"categories":371},[162],{"categories":373},[267],{"categories":375},[162],{"categories":377},[239],{"categories":379},[239],{"categories":381},[162],{"categories":383},[176],{"categories":385},[110],{"categories":387},[388],"GovTech & Public-Sector Adoption",{"categories":390},[176],{"categories":392},[162],{"categories":394},[162],{"categories":396},[110],{"categories":398},[110],{"categories":400},[242],{"categories":402},[162],{"categories":404},[198],{"categories":406},[110],{"categories":408},[409],"Legal AI Tools",{"categories":411},[110],{"categories":413},[267],{"categories":415},[110],{"categories":417},[167],{"categories":419},[176],{"categories":421},[388],{"categories":423},[],{"categories":425},[110],{"categories":427},[],{"categories":429},[159],{"categories":431},[110],{"categories":433},[110],{"categories":435},[436],"RAG & Retrieval",{"categories":438},[159],{"categories":440},[162],{"categories":442},[176],{"categories":444},[302],{"categories":446},[239],{"categories":448},[162],{"categories":450},[],{"categories":452},[453],"Agents & Orchestration",{"categories":455},[176],{"categories":457},[162],{"categories":459},[],{"categories":461},[110],{"categories":463},[159],{"categories":465},[],{"categories":467},[162],{"categories":469},[],{"categories":471},[156],{"categories":473},[176],{"categories":475},[159],{"categories":477},[162],{"categories":479},[162],{"categories":481},[198],{"categories":483},[162],{"categories":485},[],{"categories":487},[162],{"categories":489},[],{"categories":491},[176],{"categories":493},[162],{"categories":495},[242],{"categories":497},[],{"categories":499},[162],{"categories":501},[239],{"categories":503},[504],"Models & Frontier Labs",{"categories":506},[],{"categories":508},[239],{"categories":510},[511],"Regulation & Governance of AI",{"categories":513},[110],{"categories":515},[],{"categories":517},[162],{"categories":519},[162],{"categories":521},[110],{"categories":523},[198],{"categories":525},[159],{"categories":527},[162],{"categories":529},[],{"categories":531},[176],{"categories":533},[110],{"categories":535},[162],{"categories":537},[167],{"categories":539},[540],"AI Policy & Regulation",{"categories":542},[],{"categories":544},[162],{"categories":546},[167],{"categories":548},[110],{"categories":550},[162],{"categories":552},[162],{"categories":554},[162],{"categories":556},[110],{"categories":558},[],{"categories":560},[242],{"categories":562},[563],"Evals & Reliability",{"categories":565},[162],{"categories":567},[],{"categories":569},[156],{"categories":571},[388],{"categories":573},[540],{"categories":575},[162],{"categories":577},[159],{"categories":579},[162],{"categories":581},[110],{"categories":583},[162],{"categories":585},[110],{"categories":587},[453],{"categories":589},[162],{"categories":591},[176],{"categories":593},[162],{"categories":595},[],{"categories":597},[],{"categories":599},[162],{"categories":601},[388],{"categories":603},[162],{"categories":605},[162],{"categories":607},[],{"categories":609},[239],{"categories":611},[],{"categories":613},[162],{"categories":615},[],{"categories":617},[110],{"categories":619},[162],{"categories":621},[239],{"categories":623},[],{"categories":625},[162],{"categories":627},[110],{"categories":629},[162],{"categories":631},[159],{"categories":633},[110],{"categories":635},[162],{"categories":637},[162],{"categories":639},[176],{"categories":641},[239],{"categories":643},[110],{"categories":645},[],{"categories":647},[176],{"categories":649},[110],{"categories":651},[],{"categories":653},[198],{"categories":655},[],{"categories":657},[162],{"categories":659},[162],{"categories":661},[162],{"categories":663},[159,267],{"categories":665},[],{"categories":667},[162],{"categories":669},[162],{"categories":671},[110],{"categories":673},[],{"categories":675},[],{"categories":677},[162],{"categories":679},[239],{"categories":681},[162],{"categories":683},[],{"categories":685},[162],{"categories":687},[302],{"categories":689},[],{"categories":691},[110],{"categories":693},[198],{"categories":695},[162],{"categories":697},[239],{"categories":699},[],{"categories":701},[198],{"categories":703},[162],{"categories":705},[187],{"categories":707},[162],{"categories":709},[110],{"categories":711},[198],{"categories":713},[504],{"categories":715},[162],{"categories":717},[267],{"categories":719},[],{"categories":721},[110],{"categories":723},[159],{"categories":725},[176],{"categories":727},[162],{"categories":729},[110],{"categories":731},[],{"categories":733},[162,302],{"categories":735},[162],{"categories":737},[162],{"categories":739},[162],{"categories":741},[110],{"categories":743},[162,176],{"categories":745},[242],{"categories":747},[162],{"categories":749},[162],{"categories":751},[176],{"categories":753},[110],{"categories":755},[540],{"categories":757},[267],{"categories":759},[162],{"categories":761},[110],{"categories":763},[162],{"categories":765},[162],{"categories":767},[110],{"categories":769},[],{"categories":771},[162],{"categories":773},[162],{"categories":775},[110],{"categories":777},[162],{"categories":779},[162,159],{"categories":781},[159],{"categories":783},[],{"categories":785},[239],{"categories":787},[239],{"categories":789},[162],{"categories":791},[],{"categories":793},[],{"categories":795},[198],{"categories":797},[],{"categories":799},[156],{"categories":801},[162],{"categories":803},[176],{"categories":805},[806],"Generative UI & Design-to-Code",{"categories":808},[162],{"categories":810},[162],{"categories":812},[239],{"categories":814},[162],{"categories":816},[817],"Algorithmic Accountability",{"categories":819},[110],{"categories":821},[176],{"categories":823},[198],{"categories":825},[239],{"categories":827},[],{"categories":829},[162],{"categories":831},[162],{"categories":833},[162],{"categories":835},[110],{"categories":837},[838],"MLOps & Infrastructure",{"categories":840},[162],{"categories":842},[162],{"categories":844},[162],{"categories":846},[162],{"categories":848},[162],{"categories":850},[198],{"categories":852},[156],{"categories":854},[162],{"categories":856},[110],{"categories":858},[302],{"categories":860},[159],{"categories":862},[162],{"categories":864},[239],{"categories":866},[162],{"categories":868},[110],{"categories":870},[],{"categories":872},[],{"categories":874},[187],{"categories":876},[239],{"categories":878},[198],{"categories":880},[242],{"categories":882},[],{"categories":884},[162],{"categories":886},[162],{"categories":888},[159],{"categories":890},[162],{"categories":892},[162],{"categories":894},[162],{"categories":896},[198],{"categories":898},[187],{"categories":900},[162],{"categories":902},[239],{"categories":904},[],{"categories":906},[110],{"categories":908},[176],{"categories":910},[],{"categories":912},[162],{"categories":914},[162],{"categories":916},[110],{"categories":918},[176],{"categories":920},[162],{"categories":922},[242],{"categories":924},[],{"categories":926},[162],{"categories":928},[],{"categories":930},[162],{"categories":932},[],{"categories":934},[167],{"categories":936},[159],{"categories":938},[110],{"categories":940},[110],{"categories":942},[],{"categories":944},[156],{"categories":946},[162],{"categories":948},[159],{"categories":950},[198],{"categories":952},[156],{"categories":954},[],{"categories":956},[162],{"categories":958},[],{"categories":960},[],{"categories":962},[198],{"categories":964},[198],{"categories":966},[],{"categories":968},[453],{"categories":970},[162],{"categories":972},[239],{"categories":974},[176],{"categories":976},[],{"categories":978},[409],{"categories":980},[159],{"categories":982},[],{"categories":984},[],{"categories":986},[156],{"categories":988},[242],{"categories":990},[],{"categories":992},[267],{"categories":994},[110],{"categories":996},[159],{"categories":998},[110],{"categories":1000},[159],{"categories":1002},[176],{"categories":1004},[],{"categories":1006},[187],{"categories":1008},[167],{"categories":1010},[162],{"categories":1012},[239],{"categories":1014},[176],{"categories":1016},[159],{"categories":1018},[162],{"categories":1020},[110],{"categories":1022},[159],{"categories":1024},[162],{"categories":1026},[162],{"categories":1028},[162],{"categories":1030},[162],{"categories":1032},[],{"categories":1034},[],{"categories":1036},[176],{"categories":1038},[242],{"categories":1040},[167],{"categories":1042},[162],{"categories":1044},[110],{"categories":1046},[162],{"categories":1048},[],{"categories":1050},[198],{"categories":1052},[167],{"categories":1054},[162],{"categories":1056},[563],{"categories":1058},[302],{"categories":1060},[],{"categories":1062},[110],{"categories":1064},[],{"categories":1066},[156],{"categories":1068},[],{"categories":1070},[162],{"categories":1072},[162],{"categories":1074},[239],{"categories":1076},[267],{"categories":1078},[176],{"categories":1080},[110],{"categories":1082},[],{"categories":1084},[176],{"categories":1086},[162],{"categories":1088},[156],{"categories":1090},[],{"categories":1092},[159],{"categories":1094},[198],{"categories":1096},[162,302],{"categories":1098},[1099],"Design Systems for AI",{"categories":1101},[162],{"categories":1103},[198],{"categories":1105},[162],{"categories":1107},[162],{"categories":1109},[159],{"categories":1111},[162],{"categories":1113},[],{"categories":1115},[162],{"categories":1117},[162],{"categories":1119},[159],{"categories":1121},[162],{"categories":1123},[],{"categories":1125},[110],{"categories":1127},[176],{"categories":1129},[176],{"categories":1131},[239],{"categories":1133},[198],{"categories":1135},[242],{"categories":1137},[162],{"categories":1139},[156],{"categories":1141},[540],{"categories":1143},[162],{"categories":1145},[110],{"categories":1147},[162],{"categories":1149},[176],{"categories":1151},[176],{"categories":1153},[],{"categories":1155},[],{"categories":1157},[110],{"categories":1159},[167],{"categories":1161},[],{"categories":1163},[162],{"categories":1165},[],{"categories":1167},[239],{"categories":1169},[110],{"categories":1171},[176],{"categories":1173},[239],{"categories":1175},[162],{"categories":1177},[162],{"categories":1179},[239],{"categories":1181},[],{"categories":1183},[],{"categories":1185},[198],{"categories":1187},[110],{"categories":1189},[110],{"categories":1191},[162],{"categories":1193},[162],{"categories":1195},[162],{"categories":1197},[159],{"categories":1199},[162],{"categories":1201},[162],{"categories":1203},[],{"categories":1205},[176],{"categories":1207},[176],{"categories":1209},[162],{"categories":1211},[176],{"categories":1213},[159],{"categories":1215},[],{"categories":1217},[162],{"categories":1219},[162],{"categories":1221},[162],{"categories":1223},[162],{"categories":1225},[110],{"categories":1227},[156],{"categories":1229},[159],{"categories":1231},[198],{"categories":1233},[110],{"categories":1235},[187],{"categories":1237},[267],{"categories":1239},[162],{"categories":1241},[110],{"categories":1243},[],{"categories":1245},[239],{"categories":1247},[],{"categories":1249},[162],{"categories":1251},[162],{"categories":1253},[],{"categories":1255},[176],{"categories":1257},[159],{"categories":1259},[1260],"Visual & Generative Media",{"categories":1262},[110],{"categories":1264},[],{"categories":1266},[162],{"categories":1268},[162],{"categories":1270},[176],{"categories":1272},[302],{"categories":1274},[242],{"categories":1276},[540],{"categories":1278},[176],{"categories":1280},[267],{"categories":1282},[162],{"categories":1284},[239],{"categories":1286},[162],{"categories":1288},[162],{"categories":1290},[176],{"categories":1292},[110],{"categories":1294},[162],{"categories":1296},[],{"categories":1298},[],{"categories":1300},[110],{"categories":1302},[156],{"categories":1304},[110],{"categories":1306},[504],{"categories":1308},[162],{"categories":1310},[167],{"categories":1312},[162],{"categories":1314},[159],{"categories":1316},[],{"categories":1318},[162],{"categories":1320},[167],{"categories":1322},[162],{"categories":1324},[162],{"categories":1326},[162],{"categories":1328},[162],{"categories":1330},[162],{"categories":1332},[267],{"categories":1334},[162],{"categories":1336},[453],{"categories":1338},[162],{"categories":1340},[110],{"categories":1342},[162],{"categories":1344},[162],{"categories":1346},[162],{"categories":1348},[162],{"categories":1350},[239],{"categories":1352},[110],{"categories":1354},[],{"categories":1356},[110],{"categories":1358},[],{"categories":1360},[302],{"categories":1362},[176],{"categories":1364},[],{"categories":1366},[504],{"categories":1368},[162],{"categories":1370},[110],{"categories":1372},[162],{"categories":1374},[239,162],{"categories":1376},[156],{"categories":1378},[],{"categories":1380},[162],{"categories":1382},[156],{"categories":1384},[1385],"Medical Imaging & Radiology",{"categories":1387},[239],{"categories":1389},[110],{"categories":1391},[176],{"categories":1393},[],{"categories":1395},[162],{"categories":1397},[162],{"categories":1399},[162],{"categories":1401},[],{"categories":1403},[],{"categories":1405},[162],{"categories":1407},[453],{"categories":1409},[162],{"categories":1411},[156],{"categories":1413},[162],{"categories":1415},[162],{"categories":1417},[],{"categories":1419},[110],{"categories":1421},[162],{"categories":1423},[167],{"categories":1425},[176],{"categories":1427},[162],{"categories":1429},[453],{"categories":1431},[162],{"categories":1433},[110],{"categories":1435},[162],{"categories":1437},[239],{"categories":1439},[110],{"categories":1441},[302],{"categories":1443},[239],{"categories":1445},[159],{"categories":1447},[110],{"categories":1449},[162],{"categories":1451},[162],{"categories":1453},[162],{"categories":1455},[162],{"categories":1457},[162],{"categories":1459},[110],{"categories":1461},[176],{"categories":1463},[162],{"categories":1465},[167],{"categories":1467},[],{"categories":1469},[198],{"categories":1471},[],{"categories":1473},[167],{"categories":1475},[110],{"categories":1477},[1099],{"categories":1479},[1099],{"categories":1481},[239],{"categories":1483},[162],{"categories":1485},[162],{"categories":1487},[110],{"categories":1489},[176],{"categories":1491},[239],{"categories":1493},[110],{"categories":1495},[198],{"categories":1497},[],{"categories":1499},[162],{"categories":1501},[],{"categories":1503},[162],{"categories":1505},[162],{"categories":1507},[162],{"categories":1509},[110],{"categories":1511},[1512],"Contract Review & E-Discovery",{"categories":1514},[239],{"categories":1516},[162],{"categories":1518},[156],{"categories":1520},[198],{"categories":1522},[162],{"categories":1524},[162],{"categories":1526},[267],{"categories":1528},[176],{"categories":1530},[162],{"categories":1532},[162],{"categories":1534},[110],{"categories":1536},[110],{"categories":1538},[817],{"categories":1540},[110],{"categories":1542},[110],{"categories":1544},[162],{"categories":1546},[162],{"categories":1548},[110],{"categories":1550},[162],{"categories":1552},[453],{"categories":1554},[436],{"categories":1556},[162],{"categories":1558},[110],{"categories":1560},[162],{"categories":1562},[1563],"Law-Firm Practice & Adoption",{"categories":1565},[162],{"categories":1567},[110],{"categories":1569},[239],{"categories":1571},[162],{"categories":1573},[162],{"categories":1575},[],{"categories":1577},[],{"categories":1579},[176],{"categories":1581},[],{"categories":1583},[156],{"categories":1585},[302],{"categories":1587},[162],{"categories":1589},[],{"categories":1591},[156],{"categories":1593},[159],{"categories":1595},[162],{"categories":1597},[267],{"categories":1599},[],{"categories":1601},[159],{"categories":1603},[159],{"categories":1605},[],{"categories":1607},[162],{"categories":1609},[162],{"categories":1611},[176],{"categories":1613},[],{"categories":1615},[],{"categories":1617},[],{"categories":1619},[],{"categories":1621},[162],{"categories":1623},[110],{"categories":1625},[302],{"categories":1627},[162],{"categories":1629},[156],{"categories":1631},[176],{"categories":1633},[162],{"categories":1635},[162],{"categories":1637},[176],{"categories":1639},[167],{"categories":1641},[162],{"categories":1643},[838],{"categories":1645},[162],{"categories":1647},[267],{"categories":1649},[176],{"categories":1651},[159],{"categories":1653},[162],{"categories":1655},[162],{"categories":1657},[239],{"categories":1659},[162],{"categories":1661},[162],{"categories":1663},[162],{"categories":1665},[110],{"categories":1667},[162,156],{"categories":1669},[453],{"categories":1671},[162],{"categories":1673},[162],{"categories":1675},[176],{"categories":1677},[176],{"categories":1679},[239],{"categories":1681},[110],{"categories":1683},[176],{"categories":1685},[162],{"categories":1687},[162],{"categories":1689},[],{"categories":1691},[],{"categories":1693},[162],{"categories":1695},[],{"categories":1697},[162],{"categories":1699},[176],{"categories":1701},[242],{"categories":1703},[198],{"categories":1705},[239],{"categories":1707},[162],{"categories":1709},[176],{"categories":1711},[],{"categories":1713},[110],{"categories":1715},[162],{"categories":1717},[162],{"categories":1719},[162],{"categories":1721},[162],{"categories":1723},[],{"categories":1725},[110],{"categories":1727},[162],{"categories":1729},[162],{"categories":1731},[],{"categories":1733},[110],{"categories":1735},[162],{"categories":1737},[162],{"categories":1739},[159],{"categories":1741},[162],{"categories":1743},[],{"categories":1745},[156],{"categories":1747},[162],{"categories":1749},[239],{"categories":1751},[176],{"categories":1753},[162],{"categories":1755},[156],{"categories":1757},[162],{"categories":1759},[176],{"categories":1761},[267],{"categories":1763},[110],{"categories":1765},[110],{"categories":1767},[162,239],{"categories":1769},[162],{"categories":1771},[198],{"categories":1773},[162],{"categories":1775},[198],{"categories":1777},[110],{"categories":1779},[239],{"categories":1781},[],{"categories":1783},[176],{"categories":1785},[302],{"categories":1787},[239],{"categories":1789},[176],{"categories":1791},[162],{"categories":1793},[167],{"categories":1795},[162],{"categories":1797},[110],{"categories":1799},[],{"categories":1801},[],{"categories":1803},[162],{"categories":1805},[],{"categories":1807},[],{"categories":1809},[167],{"categories":1811},[176],{"categories":1813},[162],{"categories":1815},[110],{"categories":1817},[110],{"categories":1819},[159],{"categories":1821},[110],{"categories":1823},[302],{"categories":1825},[162],{"categories":1827},[162],{"categories":1829},[187],{"categories":1831},[162],{"categories":1833},[162],{"categories":1835},[110],{"categories":1837},[162],{"categories":1839},[162],{"categories":1841},[409],{"categories":1843},[817],{"categories":1845},[],{"categories":1847},[239],{"categories":1849},[1563],{"categories":1851},[176],{"categories":1853},[],{"categories":1855},[],{"categories":1857},[110],{"categories":1859},[],{"categories":1861},[],{"categories":1863},[267],{"categories":1865},[162],{"categories":1867},[267],{"categories":1869},[110],{"categories":1871},[162],{"categories":1873},[176],{"categories":1875},[],{"categories":1877},[162],{"categories":1879},[162],{"categories":1881},[176],{"categories":1883},[1512],{"categories":1885},[239],{"categories":1887},[239],{"categories":1889},[162],{"categories":1891},[110],{"categories":1893},[156],{"categories":1895},[162],{"categories":1897},[162],{"categories":1899},[162],{"categories":1901},[239],{"categories":1903},[239],{"categories":1905},[110],{"categories":1907},[110],{"categories":1909},[162],{"categories":1911},[],{"categories":1913},[162],{"categories":1915},[],{"categories":1917},[1918],"Interaction & Product Design",{"categories":1920},[162],{"categories":1922},[110],{"categories":1924},[329],{"categories":1926},[198],{"categories":1928},[176],{"categories":1930},[162],{"categories":1932},[162],{"categories":1934},[176],{"categories":1936},[156],{"categories":1938},[110],{"categories":1940},[162],{"categories":1942},[],{"categories":1944},[110],{"categories":1946},[110],{"categories":1948},[],{"categories":1950},[176],{"categories":1952},[162],{"categories":1954},[156],{"categories":1956},[1918],{"categories":1958},[162],{"categories":1960},[156],{"categories":1962},[156],{"categories":1964},[],{"categories":1966},[176],{"categories":1968},[],{"categories":1970},[110],{"categories":1972},[198],{"categories":1974},[162],{"categories":1976},[110],{"categories":1978},[162],{"categories":1980},[110],{"categories":1982},[162],{"categories":1984},[162],{"categories":1986},[198],{"categories":1988},[242],{"categories":1990},[162],{"categories":1992},[167],{"categories":1994},[176],{"categories":1996},[1997],"Coding Agents & Dev Productivity",{"categories":1999},[198],{"categories":2001},[239],{"categories":2003},[],{"categories":2005},[162],{"categories":2007},[817],{"categories":2009},[],{"categories":2011},[162],{"categories":2013},[162],{"categories":2015},[198],{"categories":2017},[],{"categories":2019},[],{"categories":2021},[162],{"categories":2023},[],{"categories":2025},[110],{"categories":2027},[162],{"categories":2029},[],{"categories":2031},[176],{"categories":2033},[176],{"categories":2035},[162],{"categories":2037},[242],{"categories":2039},[],{"categories":2041},[162],{"categories":2043},[162],{"categories":2045},[162],{"categories":2047},[242],{"categories":2049},[176],{"categories":2051},[],{"categories":2053},[],{"categories":2055},[162],{"categories":2057},[110],{"categories":2059},[110],{"categories":2061},[388],{"categories":2063},[176],{"categories":2065},[176],{"categories":2067},[110],{"categories":2069},[198],{"categories":2071},[198],{"categories":2073},[110],{"categories":2075},[110],{"categories":2077},[162],{"categories":2079},[156],{"categories":2081},[1918],{"categories":2083},[162,302],{"categories":2085},[],{"categories":2087},[239],{"categories":2089},[176],{"categories":2091},[156],{"categories":2093},[162],{"categories":2095},[110],{"categories":2097},[2098],"The Designer's Role & Craft",{"categories":2100},[239],{"categories":2102},[],{"categories":2104},[110],{"categories":2106},[162],{"categories":2108},[110],{"categories":2110},[110],{"categories":2112},[162],{"categories":2114},[267],{"categories":2116},[162],{"categories":2118},[176],{"categories":2120},[239],{"categories":2122},[162],{"categories":2124},[],{"categories":2126},[110],{"categories":2128},[239],{"categories":2130},[162],{"categories":2132},[162],{"categories":2134},[2135],"AI UX Patterns",{"categories":2137},[110],{"categories":2139},[110],{"categories":2141},[110],{"categories":2143},[110],{"categories":2145},[267],{"categories":2147},[242],{"categories":2149},[162],{"categories":2151},[110],{"categories":2153},[162],{"categories":2155},[1099],{"categories":2157},[],{"categories":2159},[267],{"categories":2161},[110],{"categories":2163},[198],{"categories":2165},[176],{"categories":2167},[162],{"categories":2169},[110],{"categories":2171},[],{"categories":2173},[],{"categories":2175},[162],{"categories":2177},[110],{"categories":2179},[162],{"categories":2181},[110],{"categories":2183},[388],{"categories":2185},[239],{"categories":2187},[198],{"categories":2189},[176],{"categories":2191},[162],{"categories":2193},[110],{"categories":2195},[110],{"categories":2197},[],{"categories":2199},[162],{"categories":2201},[],{"categories":2203},[],{"categories":2205},[162],{"categories":2207},[162],{"categories":2209},[110],{"categories":2211},[176],{"categories":2213},[],{"categories":2215},[],{"categories":2217},[242],{"categories":2219},[187],{"categories":2221},[162],{"categories":2223},[242],{"categories":2225},[198],{"categories":2227},[162],{"categories":2229},[162],{"categories":2231},[110],{"categories":2233},[162],{"categories":2235},[110],{"categories":2237},[162],{"categories":2239},[162],{"categories":2241},[110],{"categories":2243},[],{"categories":2245},[],{"categories":2247},[162],{"categories":2249},[302],{"categories":2251},[162],{"categories":2253},[],{"categories":2255},[],{"categories":2257},[239],{"categories":2259},[838],{"categories":2261},[110],{"categories":2263},[156],{"categories":2265},[2098],{"categories":2267},[],{"categories":2269},[],{"categories":2271},[162],{"categories":2273},[],{"categories":2275},[],{"categories":2277},[176],{"categories":2279},[198],{"categories":2281},[267],{"categories":2283},[159],{"categories":2285},[162],{"categories":2287},[162],{"categories":2289},[159],{"categories":2291},[],{"categories":2293},[239],{"categories":2295},[162],{"categories":2297},[162],{"categories":2299},[110],{"categories":2301},[159],{"categories":2303},[162],{"categories":2305},[162],{"categories":2307},[156],{"categories":2309},[162],{"categories":2311},[],{"categories":2313},[156],{"categories":2315},[162],{"categories":2317},[267],{"categories":2319},[110],{"categories":2321},[198],{"categories":2323},[162],{"categories":2325},[159],{"categories":2327},[162],{"categories":2329},[162],{"categories":2331},[162],{"categories":2333},[110],{"categories":2335},[],{"categories":2337},[162],{"categories":2339},[176],{"categories":2341},[156],{"categories":2343},[162],{"categories":2345},[162],{"categories":2347},[],{"categories":2349},[162],{"categories":2351},[453],{"categories":2353},[198],{"categories":2355},[162],{"categories":2357},[162],{"categories":2359},[],{"categories":2361},[159],{"categories":2363},[159],{"categories":2365},[162],{"categories":2367},[162],{"categories":2369},[167],{"categories":2371},[162],{"categories":2373},[162],{"categories":2375},[162],{"categories":2377},[176],{"categories":2379},[176],{"categories":2381},[162],{"categories":2383},[],{"categories":2385},[176],{"categories":2387},[162],{"categories":2389},[176],{"categories":2391},[540],{"categories":2393},[],{"categories":2395},[],{"categories":2397},[162],{"categories":2399},[198],{"categories":2401},[],{"categories":2403},[302],{"categories":2405},[162],{"categories":2407},[162],{"categories":2409},[239],{"categories":2411},[806],{"categories":2413},[],{"categories":2415},[162],{"categories":2417},[162],{"categories":2419},[162],{"categories":2421},[176],{"categories":2423},[162],{"categories":2425},[162],{"categories":2427},[162,302],{"categories":2429},[162],{"categories":2431},[162],{"categories":2433},[239],{"categories":2435},[110],{"categories":2437},[],{"categories":2439},[110],{"categories":2441},[110],{"categories":2443},[162],{"categories":2445},[162],{"categories":2447},[162],{"categories":2449},[242],{"categories":2451},[162],{"categories":2453},[2135],{"categories":2455},[156],{"categories":2457},[242],{"categories":2459},[156],{"categories":2461},[176],{"categories":2463},[239],{"categories":2465},[110],{"categories":2467},[162],{"categories":2469},[],{"categories":2471},[162],{"categories":2473},[162],{"categories":2475},[198],{"categories":2477},[162],{"categories":2479},[110],{"categories":2481},[162],{"categories":2483},[162],{"categories":2485},[159],{"categories":2487},[],{"categories":2489},[302],{"categories":2491},[162],{"categories":2493},[388],{"categories":2495},[239],{"categories":2497},[239],{"categories":2499},[176],{"categories":2501},[110],{"categories":2503},[162],{"categories":2505},[159],{"categories":2507},[198],{"categories":2509},[162],{"categories":2511},[239],{"categories":2513},[110],{"categories":2515},[162],{"categories":2517},[162],{"categories":2519},[504],{"categories":2521},[],{"categories":2523},[162],{"categories":2525},[162],{"categories":2527},[162],{"categories":2529},[],{"categories":2531},[],{"categories":2533},[162],{"categories":2535},[162],{"categories":2537},[162],{"categories":2539},[162],{"categories":2541},[176],{"categories":2543},[162],{"categories":2545},[162],{"categories":2547},[110],{"categories":2549},[162],{"categories":2551},[162],{"categories":2553},[162],{"categories":2555},[162],{"categories":2557},[162],{"categories":2559},[],{"categories":2561},[176],{"categories":2563},[242],{"categories":2565},[162],{"categories":2567},[110],{"categories":2569},[162],{"categories":2571},[],{"categories":2573},[],{"categories":2575},[162],{"categories":2577},[162],{"categories":2579},[162],{"categories":2581},[198],{"categories":2583},[],{"categories":2585},[162],{"categories":2587},[239],{"categories":2589},[162],{"categories":2591},[302],{"categories":2593},[1563],{"categories":2595},[198],{"categories":2597},[176],{"categories":2599},[176],{"categories":2601},[176],{"categories":2603},[198],{"categories":2605},[198],{"categories":2607},[302],{"categories":2609},[],{"categories":2611},[198],{"categories":2613},[162],{"categories":2615},[156],{"categories":2617},[176],{"categories":2619},[162],{"categories":2621},[198],{"categories":2623},[],{"categories":2625},[162],{"categories":2627},[176],{"categories":2629},[242],{"categories":2631},[162],{"categories":2633},[198],{"categories":2635},[162],{"categories":2637},[176],{"categories":2639},[110],{"categories":2641},[198],{"categories":2643},[110],{"categories":2645},[302],{"categories":2647},[110],{"categories":2649},[162],{"categories":2651},[162],{"categories":2653},[176],{"categories":2655},[162],{"categories":2657},[],{"categories":2659},[159],{"categories":2661},[176],{"categories":2663},[],{"categories":2665},[],{"categories":2667},[162],{"categories":2669},[110],{"categories":2671},[162],{"categories":2673},[2674],"Frameworks & Tooling",{"categories":2676},[162],{"categories":2678},[162],{"categories":2680},[176],{"categories":2682},[162],{"categories":2684},[162],{"categories":2686},[],{"categories":2688},[242],{"categories":2690},[242],{"categories":2692},[156],{"categories":2694},[110],{"categories":2696},[239],{"categories":2698},[],{"categories":2700},[1563],{"categories":2702},[162],{"categories":2704},[176],{"categories":2706},[162],{"categories":2708},[302],{"categories":2710},[302],{"categories":2712},[],{"categories":2714},[110],{"categories":2716},[198],{"categories":2718},[198],{"categories":2720},[162],{"categories":2722},[110],{"categories":2724},[],{"categories":2726},[239],{"categories":2728},[162],{"categories":2730},[162],{"categories":2732},[],{"categories":2734},[162],{"categories":2736},[162],{"categories":2738},[],{"categories":2740},[176],{"categories":2742},[162],{"categories":2744},[176],{"categories":2746},[302],{"categories":2748},[162],{"categories":2750},[176],{"categories":2752},[159],{"categories":2754},[162],{"categories":2756},[1563],{"categories":2758},[],{"categories":2760},[110],{"categories":2762},[156],{"categories":2764},[156],{"categories":2766},[],{"categories":2768},[110],{"categories":2770},[162],{"categories":2772},[2773],"AI Design Tooling",{"categories":2775},[239],{"categories":2777},[162],{"categories":2779},[162],{"categories":2781},[176],{"categories":2783},[239],{"categories":2785},[162],{"categories":2787},[176],{"categories":2789},[198],{"categories":2791},[167],{"categories":2793},[176],{"categories":2795},[110],{"categories":2797},[],{"categories":2799},[162],{"categories":2801},[162],{"categories":2803},[110],{"categories":2805},[162],{"categories":2807},[162],{"categories":2809},[162],{"categories":2811},[],{"categories":2813},[110],{"categories":2815},[2674],{"categories":2817},[162],{"categories":2819},[110],{"categories":2821},[110],{"categories":2823},[176],{"categories":2825},[176],{"categories":2827},[],{"categories":2829},[176],{"categories":2831},[162],{"categories":2833},[162],{"categories":2835},[110],{"categories":2837},[159],{"categories":2839},[162],{"categories":2841},[],{"categories":2843},[162],{"categories":2845},[162],{"categories":2847},[1918],{"categories":2849},[],{"categories":2851},[162],{"categories":2853},[162],{"categories":2855},[162],{"categories":2857},[],{"categories":2859},[162],{"categories":2861},[162],{"categories":2863},[162],{"categories":2865},[267],{"categories":2867},[198],{"categories":2869},[162],{"categories":2871},[162],{"categories":2873},[1563],{"categories":2875},[156],{"categories":2877},[162],{"categories":2879},[162],{"categories":2881},[242],{"categories":2883},[162],{"categories":2885},[198],{"categories":2887},[110],{"categories":2889},[],{"categories":2891},[162],{"categories":2893},[162],{"categories":2895},[239],{"categories":2897},[162],{"categories":2899},[267],{"categories":2901},[162],{"categories":2903},[110],{"categories":2905},[],{"categories":2907},[],{"categories":2909},[],{"categories":2911},[156],{"categories":2913},[198],{"categories":2915},[110],{"categories":2917},[162],{"categories":2919},[162],{"categories":2921},[162],{"categories":2923},[409],{"categories":2925},[239],{"categories":2927},[110],{"categories":2929},[162],{"categories":2931},[],{"categories":2933},[110],{"categories":2935},[110],{"categories":2937},[],{"categories":2939},[162],{"categories":2941},[110],{"categories":2943},[162],{"categories":2945},[],{"categories":2947},[162],{"categories":2949},[162],{"categories":2951},[198],{"categories":2953},[239],{"categories":2955},[110],{"categories":2957},[239],{"categories":2959},[110],{"categories":2961},[162],{"categories":2963},[159],{"categories":2965},[],{"categories":2967},[],{"categories":2969},[162],{"categories":2971},[162],{"categories":2973},[156],{"categories":2975},[110],{"categories":2977},[198],{"categories":2979},[],{"categories":2981},[239],{"categories":2983},[],{"categories":2985},[176],{"categories":2987},[162],{"categories":2989},[176],{"categories":2991},[239],{"categories":2993},[176],{"categories":2995},[162],{"categories":2997},[],{"categories":2999},[162],{"categories":3001},[162],{"categories":3003},[],{"categories":3005},[162],{"categories":3007},[267],{"categories":3009},[162],{"categories":3011},[302],{"categories":3013},[176],{"categories":3015},[],{"categories":3017},[110],{"categories":3019},[162],{"categories":3021},[156],{"categories":3023},[504],{"categories":3025},[110],{"categories":3027},[110],{"categories":3029},[162],{"categories":3031},[162],{"categories":3033},[],{"categories":3035},[162],{"categories":3037},[156],{"categories":3039},[162],{"categories":3041},[159],{"categories":3043},[176],{"categories":3045},[239],{"categories":3047},[],{"categories":3049},[],{"categories":3051},[],{"categories":3053},[110],{"categories":3055},[176],{"categories":3057},[239],{"categories":3059},[198],{"categories":3061},[162],{"categories":3063},[198],{"categories":3065},[110],{"categories":3067},[239],{"categories":3069},[162],{"categories":3071},[],{"categories":3073},[162],{"categories":3075},[187],{"categories":3077},[110],{"categories":3079},[239],{"categories":3081},[198],{"categories":3083},[159],{"categories":3085},[176],{"categories":3087},[162],{"categories":3089},[198],{"categories":3091},[267],{"categories":3093},[],{"categories":3095},[],{"categories":3097},[242],{"categories":3099},[453],{"categories":3101},[162],{"categories":3103},[110],{"categories":3105},[162,176],{"categories":3107},[198],{"categories":3109},[162],{"categories":3111},[162],{"categories":3113},[162],{"categories":3115},[162],{"categories":3117},[110],{"categories":3119},[162],{"categories":3121},[110],{"categories":3123},[162],{"categories":3125},[162],{"categories":3127},[],{"categories":3129},[162],{"categories":3131},[1099],{"categories":3133},[176],{"categories":3135},[239],{"categories":3137},[162],{"categories":3139},[162],{"categories":3141},[162],{"categories":3143},[242],{"categories":3145},[110],{"categories":3147},[267],{"categories":3149},[302],{"categories":3151},[],{"categories":3153},[162],{"categories":3155},[159],{"categories":3157},[110],{"categories":3159},[156],{"categories":3161},[110],{"categories":3163},[162],{"categories":3165},[110],{"categories":3167},[167],{"categories":3169},[176],{"categories":3171},[162],{"categories":3173},[162],{"categories":3175},[],{"categories":3177},[],{"categories":3179},[],{"categories":3181},[302],{"categories":3183},[162],{"categories":3185},[198],{"categories":3187},[162],{"categories":3189},[162],{"categories":3191},[162],{"categories":3193},[162],{"categories":3195},[],{"categories":3197},[242],{"categories":3199},[159],{"categories":3201},[110],{"categories":3203},[162],{"categories":3205},[],{"categories":3207},[162],{"categories":3209},[110],{"categories":3211},[162],{"categories":3213},[302],{"categories":3215},[],{"categories":3217},[239],{"categories":3219},[239],{"categories":3221},[],{"categories":3223},[176],{"categories":3225},[162],{"categories":3227},[239],{"categories":3229},[162],{"categories":3231},[159],{"categories":3233},[110],{"categories":3235},[162],{"categories":3237},[],{"categories":3239},[198],{"categories":3241},[162],{"categories":3243},[162],{"categories":3245},[162],{"categories":3247},[239],{"categories":3249},[110],{"categories":3251},[198],{"categories":3253},[],{"categories":3255},[110],{"categories":3257},[159],{"categories":3259},[110],{"categories":3261},[239],{"categories":3263},[162],{"categories":3265},[162],{"categories":3267},[162],{"categories":3269},[453],{"categories":3271},[162],{"categories":3273},[],{"categories":3275},[162],{"categories":3277},[162],{"categories":3279},[302],{"categories":3281},[198],{"categories":3283},[242],{"categories":3285},[540],{"categories":3287},[242],{"categories":3289},[],{"categories":3291},[],{"categories":3293},[],{"categories":3295},[110],{"categories":3297},[110],{"categories":3299},[176],{"categories":3301},[162],{"categories":3303},[436],{"categories":3305},[176],{"categories":3307},[162],{"categories":3309},[162],{"categories":3311},[162],{"categories":3313},[162],{"categories":3315},[110],{"categories":3317},[],{"categories":3319},[],{"categories":3321},[162],{"categories":3323},[],{"categories":3325},[162],{"categories":3327},[110],{"categories":3329},[239],{"categories":3331},[162],{"categories":3333},[162],{"categories":3335},[],{"categories":3337},[110],{"categories":3339},[167],{"categories":3341},[162],{"categories":3343},[239],{"categories":3345},[162],{"categories":3347},[110],{"categories":3349},[159],{"categories":3351},[162],{"categories":3353},[267],{"categories":3355},[110],{"categories":3357},[162],{"categories":3359},[806],{"categories":3361},[162],{"categories":3363},[110],{"categories":3365},[162],{"categories":3367},[176],{"categories":3369},[162],{"categories":3371},[504],{"categories":3373},[239],{"categories":3375},[],{"categories":3377},[198],{"categories":3379},[453],{"categories":3381},[110],{"categories":3383},[162],{"categories":3385},[],{"categories":3387},[198],{"categories":3389},[388],{"categories":3391},[110],{"categories":3393},[110],{"categories":3395},[162],{"categories":3397},[162],{"categories":3399},[110],{"categories":3401},[],{"categories":3403},[162],{"categories":3405},[159],{"categories":3407},[110],{"categories":3409},[],{"categories":3411},[176],{"categories":3413},[162],{"categories":3415},[162],{"categories":3417},[156],{"categories":3419},[198],{"categories":3421},[302],{"categories":3423},[187],{"categories":3425},[110],{"categories":3427},[110],{"categories":3429},[162],{"categories":3431},[110],{"categories":3433},[162],{"categories":3435},[156],{"categories":3437},[],{"categories":3439},[162],{"categories":3441},[162],{"categories":3443},[],{"categories":3445},[],{"categories":3447},[239],{"categories":3449},[110],{"categories":3451},[162,159],{"categories":3453},[110],{"categories":3455},[162],{"categories":3457},[],{"categories":3459},[156],{"categories":3461},[242],{"categories":3463},[159],{"categories":3465},[162],{"categories":3467},[176],{"categories":3469},[162],{"categories":3471},[110],{"categories":3473},[162],{"categories":3475},[162],{"categories":3477},[162],{"categories":3479},[198],{"categories":3481},[1099],{"categories":3483},[110],{"categories":3485},[162],{"categories":3487},[],{"categories":3489},[],{"categories":3491},[162],{"categories":3493},[110],{"categories":3495},[162],{"categories":3497},[302],{"categories":3499},[],{"categories":3501},[162],{"categories":3503},[110],{"categories":3505},[187],{"categories":3507},[110],{"categories":3509},[453],{"categories":3511},[],{"categories":3513},[409],{"categories":3515},[110],{"categories":3517},[162],{"categories":3519},[267],{"categories":3521},[162],{"categories":3523},[242],{"categories":3525},[110],{"categories":3527},[162],{"categories":3529},[453],{"categories":3531},[162],{"categories":3533},[302],{"categories":3535},[],{"categories":3537},[162],{"categories":3539},[267],{"categories":3541},[239],{"categories":3543},[162],{"categories":3545},[162],{"categories":3547},[162],{"categories":3549},[],{"categories":3551},[267],{"categories":3553},[198],{"categories":3555},[162],{"categories":3557},[162],{"categories":3559},[540],{"categories":3561},[156],{"categories":3563},[162],{"categories":3565},[],{"categories":3567},[],{"categories":3569},[239],{"categories":3571},[162],{"categories":3573},[242],{"categories":3575},[267],{"categories":3577},[110],{"categories":3579},[267],{"categories":3581},[198],{"categories":3583},[],{"categories":3585},[162],{"categories":3587},[162],{"categories":3589},[],{"categories":3591},[162],{"categories":3593},[162],{"categories":3595},[563],{"categories":3597},[162],{"categories":3599},[162],{"categories":3601},[110],{"categories":3603},[176],{"categories":3605},[453],{"categories":3607},[162],{"categories":3609},[162],{"categories":3611},[162],{"categories":3613},[],{"categories":3615},[162,176],{"categories":3617},[198],{"categories":3619},[110],{"categories":3621},[176],{"categories":3623},[110],{"categories":3625},[838],{"categories":3627},[176],{"categories":3629},[162],{"categories":3631},[156],{"categories":3633},[],{"categories":3635},[],{"categories":3637},[110],{"categories":3639},[162],{"categories":3641},[176],{"categories":3643},[156],{"categories":3645},[176],{"categories":3647},[176],{"categories":3649},[162],{"categories":3651},[267],{"categories":3653},[162],{"categories":3655},[176],{"categories":3657},[],{"categories":3659},[162],{"categories":3661},[239,162],{"categories":3663},[302],{"categories":3665},[156],{"categories":3667},[],{"categories":3669},[162],{"categories":3671},[162],{"categories":3673},[159],{"categories":3675},[159],{"categories":3677},[162],{"categories":3679},[162],{"categories":3681},[388],{"categories":3683},[162],{"categories":3685},[176],{"categories":3687},[242],{"categories":3689},[110],{"categories":3691},[176],{"categories":3693},[162],{"categories":3695},[162],{"categories":3697},[198],{"categories":3699},[267],{"categories":3701},[239],{"categories":3703},[162],{"categories":3705},[162],{"categories":3707},[162],{"categories":3709},[162],{"categories":3711},[156],{"categories":3713},[162],{"categories":3715},[110],{"categories":3717},[110],{"categories":3719},[176],{"categories":3721},[198],{"categories":3723},[176],{"categories":3725},[176],{"categories":3727},[],{"categories":3729},[],{"categories":3731},[242],{"categories":3733},[162],{"categories":3735},[176],{"categories":3737},[162],{"categories":3739},[239],{"categories":3741},[453],{"categories":3743},[409],{"categories":3745},[388],{"categories":3747},[162],{"categories":3749},[162],{"categories":3751},[162],{"categories":3753},[242],{"categories":3755},[162],{"categories":3757},[162],{"categories":3759},[162],{"categories":3761},[162],{"categories":3763},[162],{"categories":3765},[162],{"categories":3767},[110],{"categories":3769},[156],{"categories":3771},[110],{"categories":3773},[162,159],{"categories":3775},[],{"categories":3777},[239],{"categories":3779},[],{"categories":3781},[167],{"categories":3783},[162],{"categories":3785},[198],{"categories":3787},[156],{"categories":3789},[156],{"categories":3791},[110],{"categories":3793},[110],{"categories":3795},[110],{"categories":3797},[162],{"categories":3799},[162],{"categories":3801},[159],{"categories":3803},[176],{"categories":3805},[267],{"categories":3807},[162],{"categories":3809},[],{"categories":3811},[198],{"categories":3813},[162],{"categories":3815},[162],{"categories":3817},[162],{"categories":3819},[162],{"categories":3821},[162],{"categories":3823},[176],{"categories":3825},[198],{"categories":3827},[176],{"categories":3829},[176],{"categories":3831},[162],{"categories":3833},[162],{"categories":3835},[162],{"categories":3837},[409],{"categories":3839},[162],{"categories":3841},[110],{"categories":3843},[198],{"categories":3845},[162],{"categories":3847},[162],{"categories":3849},[162],{"categories":3851},[110],{"categories":3853},[162],{"categories":3855},[162],{"categories":3857},[162],{"categories":3859},[2674],{"categories":3861},[3862],"Clinical AI",{"categories":3864},[239],{"categories":3866},[162],{"categories":3868},[162],{"categories":3870},[162],{"categories":3872},[302],{"categories":3874},[2135],{"categories":3876},[162],{"categories":3878},[167],{"categories":3880},[162],{"categories":3882},[110],{"categories":3884},[162],{"categories":3886},[162],{"categories":3888},[198],{"categories":3890},[162],{"categories":3892},[110],{"categories":3894},[176],{"categories":3896},[267],{"categories":3898},[162],{"categories":3900},[162],{"categories":3902},[159],{"categories":3904},[162],{"categories":3906},[162],{"categories":3908},[504],{"categories":3910},[162],{"categories":3912},[],{"categories":3914},[162],{"categories":3916},[176],{"categories":3918},[156],{"categories":3920},[162],{"categories":3922},[],{"categories":3924},[],{"categories":3926},[162],{"categories":3928},[],{"categories":3930},[159],{"categories":3932},[162],{"categories":3934},[110],{"categories":3936},[198],{"categories":3938},[198],{"categories":3940},[198],{"categories":3942},[198],{"categories":3944},[],{"categories":3946},[156],{"categories":3948},[110],{"categories":3950},[198],{"categories":3952},[162],{"categories":3954},[563],{"categories":3956},[167],{"categories":3958},[162],{"categories":3960},[156],{"categories":3962},[110],{"categories":3964},[162],{"categories":3966},[162],{"categories":3968},[162,110],{"categories":3970},[110],{"categories":3972},[302],{"categories":3974},[198],{"categories":3976},[110],{"categories":3978},[198],{"categories":3980},[110],{"categories":3982},[162],{"categories":3984},[],{"categories":3986},[198],{"categories":3988},[267],{"categories":3990},[156],{"categories":3992},[162],{"categories":3994},[162],{"categories":3996},[],{"categories":3998},[176],{"categories":4000},[],{"categories":4002},[156],{"categories":4004},[110],{"categories":4006},[198],{"categories":4008},[162],{"categories":4010},[198],{"categories":4012},[156],{"categories":4014},[198],{"categories":4016},[198],{"categories":4018},[],{"categories":4020},[159],{"categories":4022},[110],{"categories":4024},[198],{"categories":4026},[198],{"categories":4028},[198],{"categories":4030},[198],{"categories":4032},[198],{"categories":4034},[198],{"categories":4036},[198],{"categories":4038},[198],{"categories":4040},[198],{"categories":4042},[198],{"categories":4044},[242],{"categories":4046},[156],{"categories":4048},[162],{"categories":4050},[162],{"categories":4052},[110],{"categories":4054},[110],{"categories":4056},[],{"categories":4058},[162,156],{"categories":4060},[],{"categories":4062},[110],{"categories":4064},[162],{"categories":4066},[198],{"categories":4068},[110],{"categories":4070},[838],{"categories":4072},[162],{"categories":4074},[162],{"categories":4076},[162],{"categories":4078},[162],{"categories":4080},[162],{"categories":4082},[388],{"categories":4084},[162],{"categories":4086},[110],{"categories":4088},[159],{"categories":4090},[110],{"categories":4092},[110],{"categories":4094},[],{"categories":4096},[110],{"categories":4098},[239],{"categories":4100},[198],{"categories":4102},[162],{"categories":4104},[],{"categories":4106},[167],{"categories":4108},[],{"categories":4110},[176],{"categories":4112},[110],{"categories":4114},[239],{"categories":4116},[162],{"categories":4118},[],{"categories":4120},[162],{"categories":4122},[],{"categories":4124},[267],{"categories":4126},[162],{"categories":4128},[],{"categories":4130},[],{"categories":4132},[198],{"categories":4134},[156],{"categories":4136},[162],{"categories":4138},[162],{"categories":4140},[159],{"categories":4142},[162],{"categories":4144},[162],{"categories":4146},[162],{"categories":4148},[159],{"categories":4150},[239],{"categories":4152},[],{"categories":4154},[162],{"categories":4156},[198],{"categories":4158},[],{"categories":4160},[162],{"categories":4162},[162],{"categories":4164},[239],{"categories":4166},[162],{"categories":4168},[267],{"categories":4170},[162],{"categories":4172},[302],{"categories":4174},[],{"categories":4176},[110],{"categories":4178},[267],{"categories":4180},[176],{"categories":4182},[],{"categories":4184},[162],{"categories":4186},[],{"categories":4188},[110],{"categories":4190},[239],{"categories":4192},[176],{"categories":4194},[],{"categories":4196},[2674],{"categories":4198},[159],{"categories":4200},[156],{"categories":4202},[162],{"categories":4204},[242],{"categories":4206},[110],{"categories":4208},[239],{"categories":4210},[176],{"categories":4212},[],{"categories":4214},[],{"categories":4216},[162],{"categories":4218},[156],{"categories":4220},[162],{"categories":4222},[267],{"categories":4224},[],{"categories":4226},[110],{"categories":4228},[110],{"categories":4230},[110],{"categories":4232},[162],{"categories":4234},[198],{"categories":4236},[176],{"categories":4238},[162],{"categories":4240},[110],{"categories":4242},[167],{"categories":4244},[162],{"categories":4246},[162],{"categories":4248},[110],{"categories":4250},[162],{"categories":4252},[167],{"categories":4254},[267],{"categories":4256},[198],{"categories":4258},[],{"categories":4260},[267],{"categories":4262},[],{"categories":4264},[176],{"categories":4266},[110],{"categories":4268},[],{"categories":4270},[162],{"categories":4272},[162],{"categories":4274},[162],{"categories":4276},[162],{"categories":4278},[110],{"categories":4280},[159],{"categories":4282},[156],{"categories":4284},[162],{"categories":4286},[239],{"categories":4288},[176],{"categories":4290},[176],{"categories":4292},[162],{"categories":4294},[242],{"categories":4296},[110],{"categories":4298},[162],{"categories":4300},[162],{"categories":4302},[110],{"categories":4304},[162],{"categories":4306},[159],{"categories":4308},[239],{"categories":4310},[176],{"categories":4312},[110],{"categories":4314},[162],{"categories":4316},[167],{"categories":4318},[162],{"categories":4320},[110],{"categories":4322},[162],{"categories":4324},[198],{"categories":4326},[],{"categories":4328},[156],{"categories":4330},[162],{"categories":4332},[162],{"categories":4334},[162],{"categories":4336},[176],{"categories":4338},[176],{"categories":4340},[162],{"categories":4342},[176],{"categories":4344},[162],{"categories":4346},[110],{"categories":4348},[162],{"categories":4350},[162],{"categories":4352},[162],{"categories":4354},[162],{"categories":4356},[],{"categories":4358},[162],{"categories":4360},[239],{"categories":4362},[159],{"categories":4364},[198],{"categories":4366},[110],{"categories":4368},[162],{"categories":4370},[162],{"categories":4372},[239],{"categories":4374},[110],{"categories":4376},[162],{"categories":4378},[267],{"categories":4380},[162],{"categories":4382},[242],{"categories":4384},[162],{"categories":4386},[162],{"categories":4388},[198],{"categories":4390},[162],{"categories":4392},[162],{"categories":4394},[162],{"categories":4396},[110],{"categories":4398},[302],{"categories":4400},[162],{"categories":4402},[176],{"categories":4404},[110],{"categories":4406},[242],{"categories":4408},[],{"categories":4410},[110],{"categories":4412},[176],{"categories":4414},[162],{"categories":4416},[1997],{"categories":4418},[239],{"categories":4420},[329],{"categories":4422},[162],{"categories":4424},[162],{"categories":4426},[156],{"categories":4428},[176],{"categories":4430},[159],{"categories":4432},[176],{"categories":4434},[162],{"categories":4436},[],{"categories":4438},[110],{"categories":4440},[110],{"categories":4442},[162],{"categories":4444},[162],{"categories":4446},[242],{"categories":4448},[],{"categories":4450},[198],{"categories":4452},[],{"categories":4454},[198],{"categories":4456},[162],{"categories":4458},[162],{"categories":4460},[110],{"categories":4462},[162],{"categories":4464},[110],{"categories":4466},[110],{"categories":4468},[],{"categories":4470},[198],{"categories":4472},[162],{"categories":4474},[],{"categories":4476},[162],{"categories":4478},[162],{"categories":4480},[],{"categories":4482},[239],{"categories":4484},[176],{"categories":4486},[110],{"categories":4488},[162],{"categories":4490},[162],{"categories":4492},[267],{"categories":4494},[162],{"categories":4496},[162],{"categories":4498},[156],{"categories":4500},[],{"categories":4502},[162],{"categories":4504},[162],{"categories":4506},[],{"categories":4508},[156],{"categories":4510},[198],{"categories":4512},[176],{"categories":4514},[167],{"categories":4516},[453],{"categories":4518},[162],{"categories":4520},[162],{"categories":4522},[162],{"categories":4524},[176],{"categories":4526},[198],{"categories":4528},[239],{"categories":4530},[162],{"categories":4532},[162],{"categories":4534},[162],{"categories":4536},[198],{"categories":4538},[239],{"categories":4540},[162],{"categories":4542},[198],{"categories":4544},[239],{"categories":4546},[162],{"categories":4548},[198],{"categories":4550},[110],{"categories":4552},[110],{"categories":4554},[110],{"categories":4556},[176],{"categories":4558},[198],{"categories":4560},[110],{"categories":4562},[110],{"categories":4564},[162],{"categories":4566},[176],{"categories":4568},[239],{"categories":4570},[162],{"categories":4572},[],{"categories":4574},[110],{"categories":4576},[],{"categories":4578},[162],{"categories":4580},[],{"categories":4582},[],{"categories":4584},[110],{"categories":4586},[159],{"categories":4588},[110],{"categories":4590},[4591],"Liability & Ethics",{"categories":4593},[162],{"categories":4595},[110],{"categories":4597},[156],{"categories":4599},[110],{"categories":4601},[159],{"categories":4603},[267],{"categories":4605},[110],{"categories":4607},[],{"categories":4609},[540],{"categories":4611},[110],{"categories":4613},[],{"categories":4615},[156],{"categories":4617},[110],{"categories":4619},[],{"categories":4621},[110],{"categories":4623},[162],{"categories":4625},[162],{"categories":4627},[198],{"categories":4629},[162],{"categories":4631},[162],{"categories":4633},[110],{"categories":4635},[162],{"categories":4637},[162],{"categories":4639},[198],{"categories":4641},[110],{"categories":4643},[176],{"categories":4645},[239],{"categories":4647},[156],{"categories":4649},[162],{"categories":4651},[162],{"categories":4653},[],{"categories":4655},[110],{"categories":4657},[110],{"categories":4659},[453],{"categories":4661},[239],{"categories":4663},[302],{"categories":4665},[198],{"categories":4667},[162],{"categories":4669},[239],{"categories":4671},[162],{"categories":4673},[156],{"categories":4675},[],{"categories":4677},[110],{"categories":4679},[162],{"categories":4681},[162],{"categories":4683},[110],{"categories":4685},[162],{"categories":4687},[239],{"categories":4689},[],{"categories":4691},[110],{"categories":4693},[167],{"categories":4695},[198],{"categories":4697},[110],{"categories":4699},[159],{"categories":4701},[],{"categories":4703},[162],{"categories":4705},[167],{"categories":4707},[162],{"categories":4709},[110],{"categories":4711},[198],{"categories":4713},[156],{"categories":4715},[302],{"categories":4717},[162],{"categories":4719},[162],{"categories":4721},[162],{"categories":4723},[198],{"categories":4725},[159],{"categories":4727},[162],{"categories":4729},[239],{"categories":4731},[198],{"categories":4733},[302],{"categories":4735},[162],{"categories":4737},[110],{"categories":4739},[],{"categories":4741},[504],{"categories":4743},[],{"categories":4745},[162],{"categories":4747},[302],{"categories":4749},[242],{"categories":4751},[110],{"categories":4753},[110],{"categories":4755},[4756],"Design News & Tools",{"categories":4758},[162],{"categories":4760},[198],{"categories":4762},[162],{"categories":4764},[162],{"categories":4766},[156],{"categories":4768},[162],{"categories":4770},[239],{"categories":4772},[110],{"categories":4774},[110],{"categories":4776},[239],{"categories":4778},[162],{"categories":4780},[453],{"categories":4782},[162],{"categories":4784},[162],{"categories":4786},[453],{"categories":4788},[162],{"categories":4790},[267],{"categories":4792},[162],{"categories":4794},[110],{"categories":4796},[],{"categories":4798},[162],{"categories":4800},[162],{"categories":4802},[162],{"categories":4804},[198],{"categories":4806},[156],{"categories":4808},[],{"categories":4810},[162],{"categories":4812},[162],{"categories":4814},[176],{"categories":4816},[563],{"categories":4818},[176],{"categories":4820},[239],{"categories":4822},[162],{"categories":4824},[162,110],{"categories":4826},[267,159],{"categories":4828},[162],{"categories":4830},[162],{"categories":4832},[162],{"categories":4834},[],{"categories":4836},[110],{"categories":4838},[],{"categories":4840},[176],{"categories":4842},[162],{"categories":4844},[176],{"categories":4846},[],{"categories":4848},[110],{"categories":4850},[162],{"categories":4852},[198],{"categories":4854},[162],{"categories":4856},[],{"categories":4858},[110],{"categories":4860},[162],{"categories":4862},[],{"categories":4864},[239],{"categories":4866},[162],{"categories":4868},[110],{"categories":4870},[162],{"categories":4872},[162],{"categories":4874},[156],{"categories":4876},[110],{"categories":4878},[162],{"categories":4880},[],{"categories":4882},[302],{"categories":4884},[267],{"categories":4886},[159],{"categories":4888},[159],{"categories":4890},[162],{"categories":4892},[156],{"categories":4894},[156],{"categories":4896},[162],{"categories":4898},[110],{"categories":4900},[162],{"categories":4902},[162],{"categories":4904},[162],{"categories":4906},[176],{"categories":4908},[162],{"categories":4910},[156],{"categories":4912},[110],{"categories":4914},[162],{"categories":4916},[267],{"categories":4918},[162],{"categories":4920},[198],{"categories":4922},[162],{"categories":4924},[162],{"categories":4926},[110],{"categories":4928},[162],{"categories":4930},[],{"categories":4932},[176],{"categories":4934},[],{"categories":4936},[176],{"categories":4938},[110],{"categories":4940},[156],{"categories":4942},[],{"categories":4944},[242],{"categories":4946},[302],{"categories":4948},[162],{"categories":4950},[176],{"categories":4952},[162],{"categories":4954},[],{"categories":4956},[198],{"categories":4958},[110],{"categories":4960},[176],{"categories":4962},[239],{"categories":4964},[162],{"categories":4966},[162],{"categories":4968},[110],{"categories":4970},[176],{"categories":4972},[110],{"categories":4974},[198],{"categories":4976},[162],{"categories":4978},[156],{"categories":4980},[198],{"categories":4982},[176],{"categories":4984},[162],{"categories":4986},[239],{"categories":4988},[159],{"categories":4990},[162],{"categories":4992},[162],{"categories":4994},[162],{"categories":4996},[162],{"categories":4998},[162],{"categories":5000},[110],{"categories":5002},[162],{"categories":5004},[110],{"categories":5006},[162],{"categories":5008},[162],{"categories":5010},[156],{"categories":5012},[162],{"categories":5014},[110],{"categories":5016},[110],{"categories":5018},[239],{"categories":5020},[110],{"categories":5022},[110],{"categories":5024},[156],{"categories":5026},[110],{"categories":5028},[239],{"categories":5030},[],{"categories":5032},[162],{"categories":5034},[242],{"categories":5036},[453],{"categories":5038},[162],{"categories":5040},[162],{"categories":5042},[162],{"categories":5044},[176],{"categories":5046},[162],{"categories":5048},[],{"categories":5050},[110],{"categories":5052},[267],{"categories":5054},[162],{"categories":5056},[198],{"categories":5058},[110],{"categories":5060},[162],{"categories":5062},[267],{"categories":5064},[110],{"categories":5066},[159],{"categories":5068},[159],{"categories":5070},[162],{"categories":5072},[162],{"categories":5074},[162],{"categories":5076},[156],{"categories":5078},[],{"categories":5080},[162],{"categories":5082},[162],{"categories":5084},[110],{"categories":5086},[110],{"categories":5088},[162],{"categories":5090},[162],{"categories":5092},[162],{"categories":5094},[176],{"categories":5096},[],{"categories":5098},[156],{"categories":5100},[162],{"categories":5102},[162],{"categories":5104},[110],{"categories":5106},[110],{"categories":5108},[],{"categories":5110},[176],{"categories":5112},[176],{"categories":5114},[162],{"categories":5116},[267],{"categories":5118},[159],{"categories":5120},[239],{"categories":5122},[],{"categories":5124},[162],{"categories":5126},[110],{"categories":5128},[156],{"categories":5130},[162],{"categories":5132},[176],{"categories":5134},[156],{"categories":5136},[198],{"categories":5138},[242],{"categories":5140},[198],{"categories":5142},[110],{"categories":5144},[],{"categories":5146},[198],{"categories":5148},[110],{"categories":5150},[239],{"categories":5152},[242],{"categories":5154},[162],{"categories":5156},[],{"categories":5158},[110],{"categories":5160},[110],{"categories":5162},[2674],{"categories":5164},[198],{"categories":5166},[176],{"categories":5168},[162],{"categories":5170},[162],{"categories":5172},[162],{"categories":5174},[162],{"categories":5176},[159],{"categories":5178},[162],{"categories":5180},[156],{"categories":5182},[1563],{"categories":5184},[302],{"categories":5186},[156],{"categories":5188},[],{"categories":5190},[],{"categories":5192},[198],{"categories":5194},[110],{"categories":5196},[162],{"categories":5198},[198],{"categories":5200},[],{"categories":5202},[110],{"categories":5204},[110],{"categories":5206},[110],{"categories":5208},[],{"categories":5210},[162],{"categories":5212},[],{"categories":5214},[198],{"categories":5216},[156],{"categories":5218},[239],{"categories":5220},[162],{"categories":5222},[110],{"categories":5224},[198],{"categories":5226},[162],{"categories":5228},[198],{"categories":5230},[],{"categories":5232},[198],{"categories":5234},[156],{"categories":5236},[453],{"categories":5238},[110],{"categories":5240},[162],{"categories":5242},[],{"categories":5244},[176],{"categories":5246},[110],{"categories":5248},[167],{"categories":5250},[110],{"categories":5252},[156],{"categories":5254},[],{"categories":5256},[],{"categories":5258},[],{"categories":5260},[239],{"categories":5262},[110],{"categories":5264},[162],{"categories":5266},[162],{"categories":5268},[],{"categories":5270},[],{"categories":5272},[],{"categories":5274},[239],{"categories":5276},[162],{"categories":5278},[],{"categories":5280},[110],{"categories":5282},[162],{"categories":5284},[156],{"categories":5286},[],{"categories":5288},[],{"categories":5290},[239],{"categories":5292},[162],{"categories":5294},[198],{"categories":5296},[],{"categories":5298},[267],{"categories":5300},[198],{"categories":5302},[267],{"categories":5304},[242],{"categories":5306},[162],{"categories":5308},[162],{"categories":5310},[],{"categories":5312},[],{"categories":5314},[110],{"categories":5316},[],{"categories":5318},[162],{"categories":5320},[453],{"categories":5322},[162],{"categories":5324},[162],{"categories":5326},[162],{"categories":5328},[162],{"categories":5330},[],{"categories":5332},[110],{"categories":5334},[162],{"categories":5336},[162],{"categories":5338},[],{"categories":5340},[110],{"categories":5342},[162],{"categories":5344},[198],{"categories":5346},[162],{"categories":5348},[267],{"categories":5350},[159],{"categories":5352},[162],{"categories":5354},[162],{"categories":5356},[110],{"categories":5358},[242],{"categories":5360},[110],{"categories":5362},[110],{"categories":5364},[],{"categories":5366},[110],{"categories":5368},[],{"categories":5370},[162],{"categories":5372},[],{"categories":5374},[198],{"categories":5376},[159],{"categories":5378},[],{"categories":5380},[162],{"categories":5382},[],{"categories":5384},[239],{"categories":5386},[156],{"categories":5388},[],{"categories":5390},[159],{"categories":5392},[267],{"categories":5394},[162],{"categories":5396},[176],{"categories":5398},[156],{"categories":5400},[242],{"categories":5402},[159],{"categories":5404},[176],{"categories":5406},[110],{"categories":5408},[176],{"categories":5410},[],{"categories":5412},[162],{"categories":5414},[],{"categories":5416},[110],{"categories":5418},[156],{"categories":5420},[239],{"categories":5422},[162],{"categories":5424},[156],{"categories":5426},[110],{"categories":5428},[302],{"categories":5430},[162],{"categories":5432},[162],{"categories":5434},[162],{"categories":5436},[156],{"categories":5438},[242],{"categories":5440},[110],{"categories":5442},[],{"categories":5444},[162],{"categories":5446},[162],{"categories":5448},[176],{"categories":5450},[110],{"categories":5452},[198],{"categories":5454},[176],{"categories":5456},[162],{"categories":5458},[167],{"categories":5460},[],{"categories":5462},[239],{"categories":5464},[198],{"categories":5466},[156],{"categories":5468},[110],{"categories":5470},[162],{"categories":5472},[162],{"categories":5474},[110],{"categories":5476},[167],{"categories":5478},[162],{"categories":5480},[110],{"categories":5482},[162],{"categories":5484},[159],{"categories":5486},[110],{"categories":5488},[110,302],{"categories":5490},[162],{"categories":5492},[162],{"categories":5494},[110],{"categories":5496},[176],{"categories":5498},[162],{"categories":5500},[162],{"categories":5502},[242],{"categories":5504},[110],{"categories":5506},[267],{"categories":5508},[110],{"categories":5510},[159],{"categories":5512},[],{"categories":5514},[110],{"categories":5516},[162],{"categories":5518},[159],{"categories":5520},[],{"categories":5522},[],{"categories":5524},[176],{"categories":5526},[162],{"categories":5528},[162],{"categories":5530},[110],{"categories":5532},[242],{"categories":5534},[267],{"categories":5536},[162],{"categories":5538},[162],{"categories":5540},[110],{"categories":5542},[],{"categories":5544},[110],{"categories":5546},[198],{"categories":5548},[110],{"categories":5550},[],{"categories":5552},[198],{"categories":5554},[176],{"categories":5556},[2674],{"categories":5558},[156],{"categories":5560},[176],{"categories":5562},[162],{"categories":5564},[110],{"categories":5566},[162],{"categories":5568},[162],{"categories":5570},[267],{"categories":5572},[176],{"categories":5574},[],{"categories":5576},[198],{"categories":5578},[162],{"categories":5580},[],{"categories":5582},[110],{"categories":5584},[162],{"categories":5586},[162],{"categories":5588},[162],{"categories":5590},[162],{"categories":5592},[110],{"categories":5594},[162],{"categories":5596},[162],{"categories":5598},[167],{"categories":5600},[162],{"categories":5602},[110],{"categories":5604},[162],{"categories":5606},[162],{"categories":5608},[162],{"categories":5610},[162],{"categories":5612},[162],{"categories":5614},[162],{"categories":5616},[159],{"categories":5618},[],{"categories":5620},[167],{"categories":5622},[198],{"categories":5624},[110],{"categories":5626},[162],{"categories":5628},[176],{"categories":5630},[],{"categories":5632},[176],{"categories":5634},[176],{"categories":5636},[110],{"categories":5638},[176],{"categories":5640},[162],{"categories":5642},[162],{"categories":5644},[162],{"categories":5646},[176],{"categories":5648},[162],{"categories":5650},[162],{"categories":5652},[110],{"categories":5654},[198],{"categories":5656},[162],{"categories":5658},[162],{"categories":5660},[162],{"categories":5662},[159],{"categories":5664},[162],{"categories":5666},[110],{"categories":5668},[239],{"categories":5670},[],{"categories":5672},[162],{"categories":5674},[242],{"categories":5676},[110],{"categories":5678},[162],{"categories":5680},[162],{"categories":5682},[],{"categories":5684},[162],{"categories":5686},[162],{"categories":5688},[198],{"categories":5690},[162],{"categories":5692},[162],{"categories":5694},[110],{"categories":5696},[267],{"categories":5698},[],{"categories":5700},[],{"categories":5702},[176],{"categories":5704},[162],{"categories":5706},[198],{"categories":5708},[176],{"categories":5710},[198],{"categories":5712},[162],{"categories":5714},[267],{"categories":5716},[242],{"categories":5718},[162],{"categories":5720},[156],{"categories":5722},[110],{"categories":5724},[162],{"categories":5726},[110],{"categories":5728},[110],{"categories":5730},[162],{"categories":5732},[159],{"categories":5734},[],{"categories":5736},[242],{"categories":5738},[162],{"categories":5740},[],{"categories":5742},[198],{"categories":5744},[162],{"categories":5746},[242],{"categories":5748},[162],{"categories":5750},[176],{"categories":5752},[176],{"categories":5754},[176],{"categories":5756},[110],{"categories":5758},[110],{"categories":5760},[110],{"categories":5762},[162],{"categories":5764},[162],{"categories":5766},[239],{"categories":5768},[242],{"categories":5770},[242],{"categories":5772},[],{"categories":5774},[198],{"categories":5776},[162],{"categories":5778},[162],{"categories":5780},[176],{"categories":5782},[],{"categories":5784},[198],{"categories":5786},[198],{"categories":5788},[198],{"categories":5790},[],{"categories":5792},[110],{"categories":5794},[162],{"categories":5796},[],{"categories":5798},[156],{"categories":5800},[159],{"categories":5802},[],{"categories":5804},[162],{"categories":5806},[162],{"categories":5808},[],{"categories":5810},[176],{"categories":5812},[],{"categories":5814},[],{"categories":5816},[],{"categories":5818},[],{"categories":5820},[162],{"categories":5822},[198],{"categories":5824},[],{"categories":5826},[],{"categories":5828},[162],{"categories":5830},[162],{"categories":5832},[162],{"categories":5834},[242],{"categories":5836},[162],{"categories":5838},[242],{"categories":5840},[],{"categories":5842},[242],{"categories":5844},[242],{"categories":5846},[302],{"categories":5848},[110],{"categories":5850},[176],{"categories":5852},[],{"categories":5854},[],{"categories":5856},[242],{"categories":5858},[176],{"categories":5860},[176],{"categories":5862},[176],{"categories":5864},[],{"categories":5866},[156],{"categories":5868},[176],{"categories":5870},[176],{"categories":5872},[156],{"categories":5874},[176],{"categories":5876},[159],{"categories":5878},[176],{"categories":5880},[176],{"categories":5882},[176],{"categories":5884},[242],{"categories":5886},[198],{"categories":5888},[198],{"categories":5890},[162],{"categories":5892},[176],{"categories":5894},[242],{"categories":5896},[302],{"categories":5898},[242],{"categories":5900},[242],{"categories":5902},[242],{"categories":5904},[],{"categories":5906},[159],{"categories":5908},[],{"categories":5910},[302],{"categories":5912},[176],{"categories":5914},[176],{"categories":5916},[176],{"categories":5918},[110],{"categories":5920},[198,159],{"categories":5922},[242],{"categories":5924},[],{"categories":5926},[],{"categories":5928},[242],{"categories":5930},[],{"categories":5932},[242],{"categories":5934},[198],{"categories":5936},[110],{"categories":5938},[],{"categories":5940},[176],{"categories":5942},[162],{"categories":5944},[239],{"categories":5946},[],{"categories":5948},[162],{"categories":5950},[],{"categories":5952},[198],{"categories":5954},[156],{"categories":5956},[242],{"categories":5958},[],{"categories":5960},[176],{"categories":5962},[198],[5964,6097,6178,6306],{"id":5965,"title":5966,"ai":5967,"body":5972,"categories":6076,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":6077,"navigation":132,"path":6082,"published_at":6083,"question":111,"scraped_at":6084,"seo":6085,"sitemap":6086,"source_id":6087,"source_name":139,"source_type":140,"source_url":6088,"stem":6089,"tags":6090,"thumbnail_url":6092,"tldr":6093,"tweet":6094,"unknown_tags":6095,"__hash__":6096},"summaries\u002Fsummaries\u002F985ac483e5e316e6-building-closed-loop-evals-for-multimodal-agents-a-summary.md","Building Closed-Loop Evals for Multimodal Agents at Scale",{"provider":7,"model":8,"input_tokens":5968,"output_tokens":5969,"processing_time_ms":5970,"cost_usd":5971},8031,767,3938,0.00315825,{"type":14,"value":5973,"toc":6070},[5974,5978,5981,5985,5988,6008,6012,6015,6043,6047,6050],[17,5975,5977],{"id":5976},"the-challenge-of-multimodal-agentic-evals","The Challenge of Multimodal Agentic Evals",[22,5979,5980],{},"Uber's food enhancement agent aims to improve the quality of photography for independent merchants. The core challenge is balancing creative enhancement with strict faithfulness to the original dish. The system must avoid \"AI-looking\" results, preserve merchant branding, and prevent marketplace homogenization. The team treats the agent as a spectrum: balancing the creativity of LLMs with rigid, rule-based safety guardrails.",[17,5982,5984],{"id":5983},"the-multi-stage-orchestration-flow","The Multi-Stage Orchestration Flow",[22,5986,5987],{},"The system operates through a series of specialized agents in a flat, JSON-logged structure, which allows for easy diagnosis by both technical and non-technical teams. The workflow consists of:",[73,5989,5990,5996,6002],{},[41,5991,5992,5995],{},[26,5993,5994],{},"Image Understanding & Routing:"," A multimodal agent describes the image and decides whether to enhance or skip it based on a rubric. This is evaluated using a confusion matrix (precision\u002Frecall) to ensure no poor-quality images are enhanced (wasting compute) and no high-quality images are degraded.",[41,5997,5998,6001],{},[26,5999,6000],{},"Iterative Enhancement:"," If routed for enhancement, the agent generates a specific prompt and edits the image. A QA agent then checks for plating, faithfulness, and color. If it fails, the feedback is fed back into the generation loop for up to K iterations.",[41,6003,6004,6007],{},[26,6005,6006],{},"Post-Processing QA:"," A final \"Swiss cheese\" gate provides holistic policy and quality checks before publishing, acting as a redundant safety layer.",[17,6009,6011],{"id":6010},"closed-loop-self-correction-autotuning","Closed-Loop Self-Correction & Autotuning",[22,6013,6014],{},"To prevent model drift and handle edge cases, the team implemented a self-learning system that operates without human intervention:",[38,6016,6017,6023,6037],{},[41,6018,6019,6022],{},[26,6020,6021],{},"Diagnosis Agent:"," An \"umbrella\" agent analyzes production mismatches (comparing agent output against human-labeled golden datasets) to localize failures.",[41,6024,6025,6028,6029,6032,6033,6036],{},[26,6026,6027],{},"Autotuning Pipeline:"," Once a failure is localized, a two-part sub-agent process triggers: a ",[26,6030,6031],{},"Reflect Agent"," identifies systemic issues and noise, and a ",[26,6034,6035],{},"Synthesize Agent"," updates the specific agent's configuration.",[41,6038,6039,6042],{},[26,6040,6041],{},"Continuous Benchmarking:"," New configurations are benchmarked against the golden dataset. If they pass, they are automatically pushed to the production config store.",[17,6044,6046],{"id":6045},"managing-reward-hacking-and-faithfulness","Managing Reward Hacking and Faithfulness",[22,6048,6049],{},"Reward hacking occurs when agents over-optimize for specific metrics at the expense of reality (e.g., replacing a unique bowl with a generic one to satisfy a \"cleanliness\" metric). The team mitigates this by:",[38,6051,6052,6058,6064],{},[41,6053,6054,6057],{},[26,6055,6056],{},"Pairwise Comparison:"," Using human-defined policies to assess if an edit is actually \"better\" rather than just \"different.\"",[41,6059,6060,6063],{},[26,6061,6062],{},"Internal Dogfooding:"," Incorporating thumbs-up\u002Fdown feedback from internal teams and merchants into the diagnosis loop.",[41,6065,6066,6069],{},[26,6067,6068],{},"Segmented Analysis:"," Tracking conversion metrics across different geographies, device types, and dish types to identify where the agent is succeeding or failing in specific marketplace segments.",{"title":103,"searchDepth":104,"depth":104,"links":6071},[6072,6073,6074,6075],{"id":5976,"depth":104,"text":5977},{"id":5983,"depth":104,"text":5984},{"id":6010,"depth":104,"text":6011},{"id":6045,"depth":104,"text":6046},[110],{"content_references":6078,"triage":6080},[6079],{"type":117,"title":125,"url":126,"context":119},{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":6081},"Category: AI & LLMs. The article provides a detailed overview of a practical application of multimodal agents in a real-world scenario, addressing specific challenges and solutions in AI-powered product development. It outlines a closed-loop evaluation system that is actionable for developers looking to implement similar strategies in their own projects.","\u002Fsummaries\u002F985ac483e5e316e6-building-closed-loop-evals-for-multimodal-agents-a-summary","2026-07-24 22:00:25","2026-07-25 03:12:43",{"title":5966,"description":103},{"loc":6082},"985ac483e5e316e6","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=31GUkCBD-Uc","summaries\u002F985ac483e5e316e6-building-closed-loop-evals-for-multimodal-agents-a-summary",[144,145,146,6091],"ai-llms","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F31GUkCBD-Uc\u002Fhqdefault.jpg","Uber's food photography enhancement agent uses a multi-stage, closed-loop evaluation system that combines offline human-labeled benchmarks with automated self-correction and production feedback loops to maintain quality and faithfulness at scale.","This talk outlines how Uber built an automated pipeline to clean up low-quality food photos for Uber Eats, focusing on the \"eval\" infrastructure needed to prevent AI from hallucinating or homogenizing merchant branding. It is a practical look at using LLM-based routing and multi-step agentic loops, with a specific emphasis on managing cost, drift, and human-in-the-loop alignment.",[6091],"hkOfbFen_NpOZYaS_VHGmtsJ1XGnWadEwdjQnYWFoT0",{"id":6098,"title":6099,"ai":6100,"body":6105,"categories":6153,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":6154,"navigation":132,"path":6162,"published_at":6163,"question":111,"scraped_at":6164,"seo":6165,"sitemap":6166,"source_id":6167,"source_name":6168,"source_type":140,"source_url":6169,"stem":6170,"tags":6171,"thumbnail_url":6173,"tldr":6174,"tweet":6175,"unknown_tags":6176,"__hash__":6177},"summaries\u002Fsummaries\u002Fff8fb19891839fd8-building-long-running-event-driven-ai-agents-with-summary.md","Building Long-Running, Event-Driven AI Agents with ADK",{"provider":7,"model":8,"input_tokens":6101,"output_tokens":6102,"processing_time_ms":6103,"cost_usd":6104},5095,604,4430,0.001276375,{"type":14,"value":6106,"toc":6148},[6107,6111,6114,6117,6121,6141,6145],[17,6108,6110],{"id":6109},"the-long-running-agent-pattern","The Long-Running Agent Pattern",[22,6112,6113],{},"Traditional AI agents often rely on chat-based memory stored in vector databases, which leads to \"token bloat\" and context pollution over time. The Agent Development Kit (ADK) introduces a pattern for long-running agents designed to handle multi-day or multi-week workflows—such as employee onboarding—without keeping the agent continuously active.",[22,6115,6116],{},"Unlike standard chatbots, ADK agents utilize a state-machine architecture where the state is defined as an enum in a database. This allows the system to remain in a \"dormant\" state, consuming zero compute resources while waiting for external events (e.g., a document signature or a hardware delivery webhook). The agent only \"wakes up\" when an event occurs, processes the next step in the workflow, and returns to a dormant state.",[17,6118,6120],{"id":6119},"core-architectural-advantages","Core Architectural Advantages",[38,6122,6123,6129,6135],{},[41,6124,6125,6128],{},[26,6126,6127],{},"Durable State Management:"," By treating state as a database-backed enum rather than raw JSON chat logs, the system ensures reliability and prevents the context window from becoming cluttered with irrelevant historical data.",[41,6130,6131,6134],{},[26,6132,6133],{},"Event-Driven Dormancy:"," The system eliminates the need for polling loops or spinning threads. The agent is fully at rest between \"pause gates,\" making it highly scalable and cost-effective for long-duration processes.",[41,6136,6137,6140],{},[26,6138,6139],{},"Multi-Agent Delegation:"," The architecture supports a coordinator agent that delegates specialized tasks (like IT provisioning) to sub-agents. This keeps the reasoning chain clean and ensures that each agent remains focused on a specific domain, improving overall task accuracy.",[17,6142,6144],{"id":6143},"implementation-insights","Implementation Insights",[22,6146,6147],{},"In a production environment, this pattern relies on external triggers. For example, when an employee signs an onboarding packet, the system triggers a resume turn in the backend. The UI is designed to wait for this backend confirmation before updating, which prevents optimistic UI errors and ensures the user interface accurately reflects the agent's state machine progress. This strict adherence to the state machine ensures that agents cannot be coerced into skipping mandatory steps in a workflow.",{"title":103,"searchDepth":104,"depth":104,"links":6149},[6150,6151,6152],{"id":6109,"depth":104,"text":6110},{"id":6119,"depth":104,"text":6120},{"id":6143,"depth":104,"text":6144},[110],{"content_references":6155,"triage":6160},[6156],{"type":117,"title":6157,"url":6158,"context":6159},"Agent Development Kit (ADK)","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fagent-development-kit","recommended",{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":6161},"Category: AI & LLMs. The article provides a detailed exploration of the Agent Development Kit (ADK) for building event-driven AI agents, addressing specific pain points like token bloat and state management. It offers actionable insights on implementing a state-machine architecture, making it highly relevant for developers looking to integrate AI into their products.","\u002Fsummaries\u002Fff8fb19891839fd8-building-long-running-event-driven-ai-agents-with-summary","2026-06-16 19:00:11","2026-06-17 12:56:40",{"title":6099,"description":103},{"loc":6162},"ff8fb19891839fd8","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JsNbFnT0QCw","summaries\u002Fff8fb19891839fd8-building-long-running-event-driven-ai-agents-with-summary",[144,6172,145,147],"ai-tools","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FJsNbFnT0QCw\u002Fhqdefault.jpg","The Agent Development Kit (ADK) enables stateless, event-driven AI agents that maintain state across weeks of dormancy without token bloat, using a state-machine approach rather than traditional chat-based memory.","This video provides a walkthrough of a new [Agent Development Kit (ADK)](https:\u002F\u002Fgoo.gl\u002F3QlK4LA) designed for building event-driven, long-running AI agents. The presenter demonstrates an HR onboarding workflow to show how the system handles state persistence and multi-agent delegation without the token bloat or continuous polling typical of standard chatbot architectures. You can find the full [tutorial here](https:\u002F\u002Fgoo.gl\u002F4omygFD).",[147],"JbV0ia6OCOGRZxf_W7Iq2oMgaX9jAaTBi5j7jYch8Rw",{"id":6179,"title":6180,"ai":6181,"body":6186,"categories":6279,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":6280,"navigation":132,"path":6292,"published_at":6293,"question":111,"scraped_at":6294,"seo":6295,"sitemap":6296,"source_id":6297,"source_name":6298,"source_type":6299,"source_url":6300,"stem":6301,"tags":6302,"thumbnail_url":111,"tldr":6303,"tweet":111,"unknown_tags":6304,"__hash__":6305},"summaries\u002Fsummaries\u002Fbb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary.md","Loop Engineering: Designing Systems Instead of Prompting Agents",{"provider":7,"model":8,"input_tokens":6182,"output_tokens":6183,"processing_time_ms":6184,"cost_usd":6185},7099,765,4856,0.00292225,{"type":14,"value":6187,"toc":6274},[6188,6192,6195,6199,6202,6247,6251,6254],[17,6189,6191],{"id":6190},"the-shift-from-prompting-to-loop-design","The Shift from Prompting to Loop Design",[22,6193,6194],{},"Loop engineering represents a fundamental change in how developers interact with AI coding agents. Instead of a manual, turn-by-turn conversation, the developer designs a persistent system—a loop—that defines a purpose and allows the AI to iterate until completion. This approach leverages five core building blocks to create autonomous workflows that handle discovery, triage, and execution without constant human intervention.",[17,6196,6198],{"id":6197},"the-five-pillars-of-a-robust-loop","The Five Pillars of a Robust Loop",[22,6200,6201],{},"To build a functional loop that operates reliably, you must integrate these five components:",[38,6203,6204,6219,6225,6235,6241],{},[41,6205,6206,6209,6210,6214,6215,6218],{},[26,6207,6208],{},"Automations:"," These provide the heartbeat of the loop, running on a schedule to perform triage (e.g., summarizing CI failures or hunting bugs). By using primitives like ",[6211,6212,6213],"code",{},"\u002Fgoal"," or ",[6211,6216,6217],{},"\u002Floop",", the system continues working across turns until a verifiable condition is met.",[41,6220,6221,6224],{},[26,6222,6223],{},"Worktrees:"," To prevent parallel agents from colliding, use git worktrees. This allows multiple agents to work on separate branches within the same repository, ensuring that edits remain isolated.",[41,6226,6227,6230,6231,6234],{},[26,6228,6229],{},"Skills:"," These act as the project's long-term memory. By storing instructions, conventions, and build steps in ",[6211,6232,6233],{},"SKILL.md"," files, you prevent the agent from \"hallucinating\" project context or re-deriving project intent from zero in every session.",[41,6236,6237,6240],{},[26,6238,6239],{},"Plugins and Connectors:"," Using standards like MCP (Model Context Protocol), you can connect agents to real-world tools like issue trackers, databases, or Slack. This transforms an agent from a code-generator into a system that can open PRs and update tickets.",[41,6242,6243,6246],{},[26,6244,6245],{},"Sub-agents:"," Implement a \"maker-checker\" split. Use one agent to draft code and a separate, differently-instructed agent to verify it against the spec. This is critical for unattended loops, as it ensures the agent grading the work is not the same one that performed it.",[17,6248,6250],{"id":6249},"managing-the-risks-of-automation","Managing the Risks of Automation",[22,6252,6253],{},"While loop engineering increases leverage, it introduces new risks that require active management:",[38,6255,6256,6262,6268],{},[41,6257,6258,6261],{},[26,6259,6260],{},"Verification remains human:"," A loop running unattended is simply an agent making mistakes unattended. You must still review the output, as \"done\" is a claim, not a proof.",[41,6263,6264,6267],{},[26,6265,6266],{},"Comprehension debt:"," As the loop ships code you didn't write, the gap between your understanding and the codebase grows. You must actively read the generated code to avoid losing touch with the system.",[41,6269,6270,6273],{},[26,6271,6272],{},"Cognitive surrender:"," The most dangerous outcome is using loops to avoid thinking. The goal is to use loops to accelerate work you understand deeply, not to outsource your engineering judgment entirely. The leverage point has moved from writing prompts to designing the system, which requires more, not less, engineering rigor.",{"title":103,"searchDepth":104,"depth":104,"links":6275},[6276,6277,6278],{"id":6190,"depth":104,"text":6191},{"id":6197,"depth":104,"text":6198},{"id":6249,"depth":104,"text":6250},[110],{"group":6281,"content_references":6282,"triage":6290},"addy-osmani",[6283,6285,6287],{"type":117,"title":6284,"context":6159},"Claude Code",{"type":117,"title":6286,"context":6159},"Codex",{"type":6288,"title":6289,"context":119},"other","Model Context Protocol (MCP)",{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":6291},"Category: AI Automation. The article provides a detailed framework for implementing loop engineering, which directly addresses the audience's need for practical applications of AI in product development. It outlines specific components like automations and worktrees that can be immediately applied to enhance developer workflows.","\u002Fsummaries\u002Fbb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary","2026-06-08 14:31:21","2026-06-09 12:58:25",{"title":6180,"description":103},{"loc":6292},"bb26593c6702c20b","Elevate (Addy Osmani Substack)","article","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Floop-engineering","summaries\u002Fbb26593c6702c20b-loop-engineering-designing-systems-instead-of-prom-summary",[6172,144,145,147],"Loop engineering shifts the developer's role from manual prompting to designing autonomous systems that manage agent workflows, triage tasks, and verify code, allowing for continuous, recursive progress.",[147],"XkD8_Es_ceN7SodNA-DhYa-sIv6xVpoFsQEUI9xSeQ4",{"id":6307,"title":6308,"ai":6309,"body":6314,"categories":6362,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":6363,"navigation":132,"path":6367,"published_at":6368,"question":111,"scraped_at":6369,"seo":6370,"sitemap":6371,"source_id":6372,"source_name":6373,"source_type":6299,"source_url":6374,"stem":6375,"tags":6376,"thumbnail_url":111,"tldr":6377,"tweet":111,"unknown_tags":6378,"__hash__":6379},"summaries\u002Fsummaries\u002F90e51923daff07b7-engineering-durability-for-long-horizon-ai-agents-summary.md","Engineering Durability for Long-Horizon AI Agents",{"provider":7,"model":8,"input_tokens":6310,"output_tokens":6311,"processing_time_ms":6312,"cost_usd":6313},4047,546,3220,0.00183075,{"type":14,"value":6315,"toc":6357},[6316,6320,6323,6327,6330,6350,6354],[17,6317,6319],{"id":6318},"durability-as-an-engineering-problem","Durability as an Engineering Problem",[22,6321,6322],{},"Most AI agents are designed as transient loops that collapse upon process restarts or API failures. To build agents capable of multi-day or multi-week tasks, you must decouple the model's reasoning from the system's state. Durability is not a model capability; it is an architectural requirement. By treating the agent as a stateless worker that operates within a durable control plane, you ensure that the system can recover from failures without losing progress.",[17,6324,6326],{"id":6325},"the-architecture-of-long-horizon-autonomy","The Architecture of Long-Horizon Autonomy",[22,6328,6329],{},"To maintain continuity over long periods, the system must rely on three core pillars:",[73,6331,6332,6338,6344],{},[41,6333,6334,6337],{},[26,6335,6336],{},"External State Management:"," Move the agent's state out of the volatile context window and into persistent storage. Use Git as the source of truth for code and artifacts, and implement a tiered memory system to store historical context and learned patterns.",[41,6339,6340,6343],{},[26,6341,6342],{},"Deterministic Verification:"," Never rely on the LLM to validate its own success. Implement a deterministic verifier—a separate, non-AI process—that evaluates whether a task is complete based on objective criteria. This acts as the final gatekeeper before moving to the next step.",[41,6345,6346,6349],{},[26,6347,6348],{},"Durable Control Plane:"," Build a scheduler that manages the agent's lifecycle. This control plane handles task orchestration, human-in-the-loop approvals via durable signals, and error recovery. By separating the 'lead engineer' agent (the planner) from 'helper' agents (the executors), you create a modular team that can be managed and restarted independently.",[17,6351,6353],{"id":6352},"learning-from-failure","Learning from Failure",[22,6355,6356],{},"Instead of expecting the model to be 'smarter,' focus on building a feedback loop where the system learns from its own failures. When the verifier rejects a task, the system should log the failure, update the agent's memory with the specific error, and allow the agent to re-plan based on that data. This approach shifts the burden of reliability from the model's inference capabilities to the system's ability to store, retrieve, and act upon past mistakes.",{"title":103,"searchDepth":104,"depth":104,"links":6358},[6359,6360,6361],{"id":6318,"depth":104,"text":6319},{"id":6325,"depth":104,"text":6326},{"id":6352,"depth":104,"text":6353},[110],{"content_references":6364,"triage":6365},[],{"relevance":128,"novelty":129,"quality":129,"actionability":129,"composite":130,"reasoning":6366},"Category: AI Automation. The article provides a deep dive into the architectural requirements for building durable AI agents, addressing a specific pain point for developers looking to implement long-running AI systems. It offers actionable insights on external state management and error recovery, which are crucial for practical implementation.","\u002Fsummaries\u002F90e51923daff07b7-engineering-durability-for-long-horizon-ai-agents-summary","2026-06-05 15:58:13","2026-06-06 16:11:29",{"title":6308,"description":103},{"loc":6367},"90e51923daff07b7","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fbuilding-a-week-long-running-agentic-system-2ad79f8190bb?source=rss----5517fd7b58a6---4","summaries\u002F90e51923daff07b7-engineering-durability-for-long-horizon-ai-agents-summary",[144,6172,145,147],"Long-running AI agents fail because they rely on volatile memory and single-process loops. To achieve week-long autonomy, you must move state into external, durable systems like Git and tiered databases, treating the agent as a stateless worker in a robust control plane.",[147],"R2nsg8QpSVasYQBcQHs_UcpQyOlBlzykxaq0S54lT0s"]