[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-4668a4fa36fca5f3-moonshot-ai-releases-kimi-k2-7-code-agentic-coding-summary":3,"summaries-facets-categories":119,"summary-related-4668a4fa36fca5f3-moonshot-ai-releases-kimi-k2-7-code-agentic-coding-summary":7023},{"id":4,"title":5,"ai":6,"body":13,"categories":77,"created_at":79,"date_modified":79,"description":71,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":82,"navigation":101,"path":102,"published_at":103,"question":79,"scraped_at":103,"seo":104,"sitemap":105,"source_id":106,"source_name":107,"source_type":108,"source_url":109,"stem":110,"tags":111,"thumbnail_url":79,"tldr":116,"tweet":79,"unknown_tags":117,"__hash__":118},"summaries\u002Fsummaries\u002F4668a4fa36fca5f3-moonshot-ai-releases-kimi-k2-7-code-agentic-coding-summary.md","Moonshot AI Releases Kimi K2.7-Code: Agentic Coding Model",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",9642,686,3742,0.0034395,{"type":14,"value":15,"toc":70},"minimark",[16,21,25,29,32,35,39,42],[17,18,20],"h2",{"id":19},"model-architecture-and-design","Model Architecture and Design",[22,23,24],"p",{},"Kimi K2.7-Code is a 1T parameter Mixture-of-Experts (MoE) model designed specifically for agentic software engineering. It activates 32B parameters per token, utilizing a structure of 384 experts (8 selected per token plus 1 shared) across 61 layers. The model incorporates a 400M parameter MoonViT vision encoder for multimodal input and supports a 256K token context window. It is built for server-class deployment, with weights available on Hugging Face under a Modified MIT license.",[17,26,28],{"id":27},"performance-and-reasoning-efficiency","Performance and Reasoning Efficiency",[22,30,31],{},"Moonshot reports significant gains over the previous K2.6 version, most notably a 21.8% improvement on the Kimi Code Bench v2 (rising from 50.9 to 62.0). The model also demonstrates competitive performance against frontier models like Claude Opus 4.8, particularly on the MCP Mark Verified benchmark (81.1 vs 76.4).",[22,33,34],{},"A core advancement is the 30% reduction in reasoning-token usage. Because agentic coding workflows involve iterative planning, debugging, and tool execution, this efficiency gain directly translates to lower operational costs, faster step execution in CLI environments, and a greater capacity for complex tasks before reaching context limits.",[17,36,38],{"id":37},"operational-constraints","Operational Constraints",[22,40,41],{},"K2.7-Code requires specific configurations for optimal use:",[43,44,45,53,59],"ul",{},[46,47,48,52],"li",{},[49,50,51],"strong",{},"Mandatory Thinking:"," The model's 'thinking' mode cannot be disabled.",[46,54,55,58],{},[49,56,57],{},"Fixed Sampling:"," Users must adhere to fixed parameters (temperature 1.0, top_p 0.95, n=1, penalties 0.0). Deviating from these settings will result in API errors.",[46,60,61,64,65,69],{},[49,62,63],{},"Tooling:"," When using tool-calling features, developers must preserve the ",[66,67,68],"code",{},"reasoning_content"," in the message history to prevent errors in subsequent turns.",{"title":71,"searchDepth":72,"depth":72,"links":73},"",2,[74,75,76],{"id":19,"depth":72,"text":20},{"id":27,"depth":72,"text":28},{"id":37,"depth":72,"text":38},[78],"AI & LLMs",null,"md",false,{"content_references":83,"triage":95},[84,89,91,93],{"type":85,"title":86,"url":87,"context":88},"tool","Kimi K2.7-Code","https:\u002F\u002Fwww.kimi.com\u002Fcode","mentioned",{"type":85,"title":90,"context":88},"vLLM",{"type":85,"title":92,"context":88},"SGLang",{"type":85,"title":94,"context":88},"KTransformers",{"relevance":96,"novelty":97,"quality":97,"actionability":98,"composite":99,"reasoning":100},5,4,3,4.15,"Category: AI & LLMs. The article provides in-depth information about the Kimi K2.7-Code model, detailing its architecture and performance improvements, which directly addresses the audience's interest in AI engineering and practical applications. While it offers valuable insights into the model's capabilities, it lacks specific actionable steps for implementation.",true,"\u002Fsummaries\u002F4668a4fa36fca5f3-moonshot-ai-releases-kimi-k2-7-code-agentic-coding-summary","2026-06-13 12:56:20",{"title":5,"description":71},{"loc":102},"4668a4fa36fca5f3","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F12\u002Fmoonshot-ai-releases-kimi-k2-7-code-a-coding-model-reporting-21-8-on-kimi-code-bench-v2-over-k2-6\u002F","summaries\u002F4668a4fa36fca5f3-moonshot-ai-releases-kimi-k2-7-code-agentic-coding-summary",[112,113,114,115],"llm","agents","coding","ai-tools","Moonshot AI's new K2.7-Code model improves coding benchmarks by up to 31.5% over its predecessor while reducing reasoning-token usage by 30%, optimizing both performance and cost for long-horizon software engineering tasks.",[],"3HSXpgxrMJr0jtpHyS4I91PBAZwasxaR5zzow4m0AZc",[120,122,125,127,130,132,135,138,140,142,144,146,149,151,153,155,157,160,162,164,166,168,171,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,223,225,227,229,231,233,235,237,239,241,243,245,247,249,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,293,295,297,299,301,303,305,307,309,311,313,315,317,319,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,387,389,391,393,395,397,399,401,403,405,407,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,443,445,447,449,451,453,455,457,459,461,463,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,525,527,529,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,571,573,575,577,579,581,583,585,587,589,591,593,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,883,885,887,889,891,894,896,898,900,902,904,906,908,910,912,914,916,918,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021],{"categories":121},[78],{"categories":123},[124],"Developer Productivity",{"categories":126},[78],{"categories":128},[129],"Business & SaaS",{"categories":131},[78],{"categories":133},[134],"AI Automation",{"categories":136},[137],"Product Strategy",{"categories":139},[134],{"categories":141},[78],{"categories":143},[124],{"categories":145},[134],{"categories":147},[148],"Software Engineering",{"categories":150},[78],{"categories":152},[129],{"categories":154},[],{"categories":156},[78],{"categories":158},[159],"Inference & Serving",{"categories":161},[78],{"categories":163},[78],{"categories":165},[134],{"categories":167},[],{"categories":169},[170],"AI News & Trends",{"categories":172},[173],"Data Science & Visualization",{"categories":175},[134],{"categories":177},[78],{"categories":179},[78],{"categories":181},[129],{"categories":183},[124],{"categories":185},[78],{"categories":187},[134],{"categories":189},[170],{"categories":191},[78],{"categories":193},[134],{"categories":195},[134],{"categories":197},[78],{"categories":199},[78],{"categories":201},[134],{"categories":203},[78],{"categories":205},[78],{"categories":207},[78],{"categories":209},[134],{"categories":211},[170],{"categories":213},[78],{"categories":215},[78],{"categories":217},[78],{"categories":219},[],{"categories":221},[222],"Design & Frontend",{"categories":224},[173],{"categories":226},[170],{"categories":228},[78],{"categories":230},[78],{"categories":232},[78],{"categories":234},[],{"categories":236},[78],{"categories":238},[78],{"categories":240},[134],{"categories":242},[148],{"categories":244},[78],{"categories":246},[134],{"categories":248},[78],{"categories":250},[251],"Marketing & Growth",{"categories":253},[222],{"categories":255},[78],{"categories":257},[134],{"categories":259},[78],{"categories":261},[78],{"categories":263},[148],{"categories":265},[78],{"categories":267},[],{"categories":269},[],{"categories":271},[222],{"categories":273},[78],{"categories":275},[134],{"categories":277},[124],{"categories":279},[148],{"categories":281},[134],{"categories":283},[222],{"categories":285},[137],{"categories":287},[78],{"categories":289},[148],{"categories":291},[292],"DevOps & Cloud",{"categories":294},[134],{"categories":296},[137],{"categories":298},[170],{"categories":300},[78],{"categories":302},[],{"categories":304},[78],{"categories":306},[78],{"categories":308},[],{"categories":310},[134],{"categories":312},[148],{"categories":314},[],{"categories":316},[148],{"categories":318},[78],{"categories":320},[321],"Governance & Standards",{"categories":323},[129],{"categories":325},[],{"categories":327},[],{"categories":329},[78],{"categories":331},[78],{"categories":333},[134],{"categories":335},[78],{"categories":337},[78],{"categories":339},[134],{"categories":341},[78],{"categories":343},[78],{"categories":345},[78],{"categories":347},[],{"categories":349},[148],{"categories":351},[],{"categories":353},[],{"categories":355},[78],{"categories":357},[148],{"categories":359},[],{"categories":361},[148],{"categories":363},[78],{"categories":365},[78],{"categories":367},[251],{"categories":369},[78],{"categories":371},[78],{"categories":373},[78],{"categories":375},[222],{"categories":377},[222],{"categories":379},[78],{"categories":381},[148],{"categories":383},[134],{"categories":385},[386],"GovTech & Public-Sector Adoption",{"categories":388},[148],{"categories":390},[78],{"categories":392},[78],{"categories":394},[78],{"categories":396},[134],{"categories":398},[134],{"categories":400},[173],{"categories":402},[78],{"categories":404},[170],{"categories":406},[134],{"categories":408},[409],"Legal AI Tools",{"categories":411},[78],{"categories":413},[134],{"categories":415},[78],{"categories":417},[251],{"categories":419},[134],{"categories":421},[137],{"categories":423},[78],{"categories":425},[148],{"categories":427},[386],{"categories":429},[],{"categories":431},[134],{"categories":433},[],{"categories":435},[129],{"categories":437},[134],{"categories":439},[134],{"categories":441},[442],"RAG & Retrieval",{"categories":444},[129],{"categories":446},[78],{"categories":448},[148],{"categories":450},[148],{"categories":452},[292],{"categories":454},[222],{"categories":456},[134],{"categories":458},[78],{"categories":460},[78],{"categories":462},[],{"categories":464},[465],"Agents & Orchestration",{"categories":467},[148],{"categories":469},[78],{"categories":471},[],{"categories":473},[134],{"categories":475},[129],{"categories":477},[],{"categories":479},[78],{"categories":481},[],{"categories":483},[78],{"categories":485},[124],{"categories":487},[148],{"categories":489},[129],{"categories":491},[78],{"categories":493},[134],{"categories":495},[78],{"categories":497},[170],{"categories":499},[78],{"categories":501},[],{"categories":503},[78],{"categories":505},[],{"categories":507},[78],{"categories":509},[148],{"categories":511},[78],{"categories":513},[134],{"categories":515},[173],{"categories":517},[],{"categories":519},[78],{"categories":521},[222],{"categories":523},[524],"Models & Frontier Labs",{"categories":526},[],{"categories":528},[222],{"categories":530},[531],"Regulation & Governance of AI",{"categories":533},[137],{"categories":535},[134],{"categories":537},[],{"categories":539},[78],{"categories":541},[78],{"categories":543},[134],{"categories":545},[134],{"categories":547},[170],{"categories":549},[78],{"categories":551},[129],{"categories":553},[78],{"categories":555},[134],{"categories":557},[],{"categories":559},[148],{"categories":561},[134],{"categories":563},[78],{"categories":565},[137],{"categories":567},[78],{"categories":569},[570],"AI Policy & Regulation",{"categories":572},[],{"categories":574},[78],{"categories":576},[134],{"categories":578},[137],{"categories":580},[134],{"categories":582},[78],{"categories":584},[78],{"categories":586},[78],{"categories":588},[134],{"categories":590},[],{"categories":592},[173],{"categories":594},[595],"Evals & Reliability",{"categories":597},[78],{"categories":599},[78],{"categories":601},[],{"categories":603},[124],{"categories":605},[386],{"categories":607},[570],{"categories":609},[78],{"categories":611},[129],{"categories":613},[78],{"categories":615},[134],{"categories":617},[78],{"categories":619},[134],{"categories":621},[465],{"categories":623},[78],{"categories":625},[148],{"categories":627},[78],{"categories":629},[],{"categories":631},[222],{"categories":633},[],{"categories":635},[78],{"categories":637},[386],{"categories":639},[78],{"categories":641},[78],{"categories":643},[78],{"categories":645},[],{"categories":647},[78],{"categories":649},[222],{"categories":651},[148],{"categories":653},[],{"categories":655},[78],{"categories":657},[],{"categories":659},[134],{"categories":661},[78],{"categories":663},[222],{"categories":665},[],{"categories":667},[78],{"categories":669},[78],{"categories":671},[173],{"categories":673},[134],{"categories":675},[78],{"categories":677},[129],{"categories":679},[134],{"categories":681},[78],{"categories":683},[78],{"categories":685},[148],{"categories":687},[222],{"categories":689},[78],{"categories":691},[134],{"categories":693},[],{"categories":695},[148],{"categories":697},[134],{"categories":699},[173],{"categories":701},[],{"categories":703},[78],{"categories":705},[170],{"categories":707},[78],{"categories":709},[],{"categories":711},[78],{"categories":713},[78],{"categories":715},[78],{"categories":717},[129,251],{"categories":719},[],{"categories":721},[148],{"categories":723},[78],{"categories":725},[78],{"categories":727},[134],{"categories":729},[78],{"categories":731},[],{"categories":733},[],{"categories":735},[78],{"categories":737},[222],{"categories":739},[78],{"categories":741},[],{"categories":743},[78],{"categories":745},[292],{"categories":747},[],{"categories":749},[134],{"categories":751},[170],{"categories":753},[78],{"categories":755},[78],{"categories":757},[222],{"categories":759},[],{"categories":761},[170],{"categories":763},[78],{"categories":765},[159],{"categories":767},[78],{"categories":769},[78],{"categories":771},[134],{"categories":773},[170],{"categories":775},[524],{"categories":777},[78],{"categories":779},[251],{"categories":781},[],{"categories":783},[134],{"categories":785},[129],{"categories":787},[148],{"categories":789},[78],{"categories":791},[134],{"categories":793},[],{"categories":795},[78,292],{"categories":797},[78],{"categories":799},[78],{"categories":801},[78],{"categories":803},[134],{"categories":805},[78,148],{"categories":807},[173],{"categories":809},[78],{"categories":811},[78],{"categories":813},[78],{"categories":815},[148],{"categories":817},[78],{"categories":819},[134],{"categories":821},[134],{"categories":823},[570],{"categories":825},[251],{"categories":827},[78],{"categories":829},[134],{"categories":831},[78],{"categories":833},[78],{"categories":835},[134],{"categories":837},[],{"categories":839},[134],{"categories":841},[78],{"categories":843},[78],{"categories":845},[134],{"categories":847},[78],{"categories":849},[78,129],{"categories":851},[78],{"categories":853},[129],{"categories":855},[],{"categories":857},[222],{"categories":859},[222],{"categories":861},[78],{"categories":863},[],{"categories":865},[],{"categories":867},[78],{"categories":869},[170],{"categories":871},[],{"categories":873},[124],{"categories":875},[78],{"categories":877},[148],{"categories":879},[78],{"categories":881},[882],"Generative UI & Design-to-Code",{"categories":884},[78],{"categories":886},[78],{"categories":888},[222],{"categories":890},[78],{"categories":892},[893],"Algorithmic Accountability",{"categories":895},[134],{"categories":897},[148],{"categories":899},[170],{"categories":901},[222],{"categories":903},[78],{"categories":905},[],{"categories":907},[137],{"categories":909},[78],{"categories":911},[78],{"categories":913},[78],{"categories":915},[78],{"categories":917},[134],{"categories":919},[920],"MLOps & Infrastructure",{"categories":922},[78],{"categories":924},[78],{"categories":926},[78],{"categories":928},[78],{"categories":930},[78],{"categories":932},[148],{"categories":934},[170],{"categories":936},[78],{"categories":938},[137],{"categories":940},[124],{"categories":942},[78],{"categories":944},[134],{"categories":946},[292],{"categories":948},[78],{"categories":950},[129],{"categories":952},[78],{"categories":954},[222],{"categories":956},[78],{"categories":958},[78],{"categories":960},[134],{"categories":962},[],{"categories":964},[],{"categories":966},[78],{"categories":968},[159],{"categories":970},[222],{"categories":972},[170],{"categories":974},[173],{"categories":976},[],{"categories":978},[78],{"categories":980},[78],{"categories":982},[129],{"categories":984},[134],{"categories":986},[78],{"categories":988},[78],{"categories":990},[78],{"categories":992},[78],{"categories":994},[170],{"categories":996},[159],{"categories":998},[78],{"categories":1000},[222],{"categories":1002},[78],{"categories":1004},[],{"categories":1006},[134],{"categories":1008},[148],{"categories":1010},[],{"categories":1012},[78],{"categories":1014},[78],{"categories":1016},[134],{"categories":1018},[148],{"categories":1020},[78],{"categories":1022},[173],{"categories":1024},[222],{"categories":1026},[],{"categories":1028},[78],{"categories":1030},[],{"categories":1032},[78],{"categories":1034},[],{"categories":1036},[78],{"categories":1038},[78],{"categories":1040},[137],{"categories":1042},[129],{"categories":1044},[134],{"categories":1046},[134],{"categories":1048},[],{"categories":1050},[78],{"categories":1052},[124],{"categories":1054},[78],{"categories":1056},[78],{"categories":1058},[129],{"categories":1060},[170],{"categories":1062},[124],{"categories":1064},[],{"categories":1066},[78],{"categories":1068},[],{"categories":1070},[78],{"categories":1072},[],{"categories":1074},[170],{"categories":1076},[170],{"categories":1078},[],{"categories":1080},[465],{"categories":1082},[78],{"categories":1084},[222],{"categories":1086},[148],{"categories":1088},[],{"categories":1090},[409],{"categories":1092},[134],{"categories":1094},[129],{"categories":1096},[],{"categories":1098},[],{"categories":1100},[124],{"categories":1102},[173],{"categories":1104},[],{"categories":1106},[251],{"categories":1108},[134],{"categories":1110},[129],{"categories":1112},[134],{"categories":1114},[78],{"categories":1116},[129],{"categories":1118},[78],{"categories":1120},[148],{"categories":1122},[],{"categories":1124},[159],{"categories":1126},[137],{"categories":1128},[78],{"categories":1130},[222],{"categories":1132},[148],{"categories":1134},[129],{"categories":1136},[78],{"categories":1138},[148],{"categories":1140},[78],{"categories":1142},[134],{"categories":1144},[129],{"categories":1146},[78],{"categories":1148},[78],{"categories":1150},[78],{"categories":1152},[78],{"categories":1154},[78],{"categories":1156},[],{"categories":1158},[],{"categories":1160},[148],{"categories":1162},[173],{"categories":1164},[137],{"categories":1166},[78],{"categories":1168},[134],{"categories":1170},[148],{"categories":1172},[148],{"categories":1174},[78],{"categories":1176},[],{"categories":1178},[170],{"categories":1180},[137],{"categories":1182},[137],{"categories":1184},[148],{"categories":1186},[78],{"categories":1188},[595],{"categories":1190},[292],{"categories":1192},[],{"categories":1194},[134],{"categories":1196},[78],{"categories":1198},[],{"categories":1200},[124],{"categories":1202},[],{"categories":1204},[78],{"categories":1206},[78],{"categories":1208},[78],{"categories":1210},[222],{"categories":1212},[251],{"categories":1214},[78],{"categories":1216},[148],{"categories":1218},[78],{"categories":1220},[134],{"categories":1222},[],{"categories":1224},[148],{"categories":1226},[78],{"categories":1228},[124],{"categories":1230},[],{"categories":1232},[129],{"categories":1234},[78],{"categories":1236},[78],{"categories":1238},[170],{"categories":1240},[78,292],{"categories":1242},[78],{"categories":1244},[1245],"Design Systems for AI",{"categories":1247},[78],{"categories":1249},[78],{"categories":1251},[170],{"categories":1253},[78],{"categories":1255},[78],{"categories":1257},[78],{"categories":1259},[129],{"categories":1261},[78],{"categories":1263},[78],{"categories":1265},[78],{"categories":1267},[],{"categories":1269},[78],{"categories":1271},[78],{"categories":1273},[129],{"categories":1275},[78],{"categories":1277},[],{"categories":1279},[134],{"categories":1281},[134],{"categories":1283},[148],{"categories":1285},[170],{"categories":1287},[148],{"categories":1289},[78],{"categories":1291},[222],{"categories":1293},[170],{"categories":1295},[173],{"categories":1297},[78],{"categories":1299},[78],{"categories":1301},[134],{"categories":1303},[124],{"categories":1305},[570],{"categories":1307},[78],{"categories":1309},[134],{"categories":1311},[78],{"categories":1313},[148],{"categories":1315},[148],{"categories":1317},[],{"categories":1319},[],{"categories":1321},[78],{"categories":1323},[134],{"categories":1325},[137],{"categories":1327},[],{"categories":1329},[129],{"categories":1331},[78],{"categories":1333},[],{"categories":1335},[222],{"categories":1337},[148],{"categories":1339},[134],{"categories":1341},[148],{"categories":1343},[222],{"categories":1345},[78],{"categories":1347},[78],{"categories":1349},[222],{"categories":1351},[],{"categories":1353},[],{"categories":1355},[170],{"categories":1357},[134],{"categories":1359},[134],{"categories":1361},[78],{"categories":1363},[78],{"categories":1365},[78],{"categories":1367},[78],{"categories":1369},[129],{"categories":1371},[78],{"categories":1373},[78],{"categories":1375},[],{"categories":1377},[148],{"categories":1379},[148],{"categories":1381},[78],{"categories":1383},[148],{"categories":1385},[129],{"categories":1387},[],{"categories":1389},[78],{"categories":1391},[78],{"categories":1393},[78],{"categories":1395},[78],{"categories":1397},[78],{"categories":1399},[134],{"categories":1401},[124],{"categories":1403},[129],{"categories":1405},[78],{"categories":1407},[134],{"categories":1409},[170],{"categories":1411},[134],{"categories":1413},[159],{"categories":1415},[251],{"categories":1417},[78],{"categories":1419},[134],{"categories":1421},[78],{"categories":1423},[78],{"categories":1425},[78],{"categories":1427},[],{"categories":1429},[222],{"categories":1431},[],{"categories":1433},[78],{"categories":1435},[78],{"categories":1437},[],{"categories":1439},[78],{"categories":1441},[148],{"categories":1443},[129],{"categories":1445},[1446],"Visual & Generative Media",{"categories":1448},[134],{"categories":1450},[],{"categories":1452},[78],{"categories":1454},[78],{"categories":1456},[148],{"categories":1458},[292],{"categories":1460},[78],{"categories":1462},[173],{"categories":1464},[570],{"categories":1466},[148],{"categories":1468},[251],{"categories":1470},[78],{"categories":1472},[222],{"categories":1474},[78],{"categories":1476},[78],{"categories":1478},[148],{"categories":1480},[134],{"categories":1482},[78],{"categories":1484},[],{"categories":1486},[],{"categories":1488},[134],{"categories":1490},[148],{"categories":1492},[124],{"categories":1494},[134],{"categories":1496},[524],{"categories":1498},[78],{"categories":1500},[137],{"categories":1502},[78],{"categories":1504},[129],{"categories":1506},[],{"categories":1508},[78],{"categories":1510},[137],{"categories":1512},[78],{"categories":1514},[78],{"categories":1516},[78],{"categories":1518},[137],{"categories":1520},[78],{"categories":1522},[78],{"categories":1524},[251],{"categories":1526},[78],{"categories":1528},[465],{"categories":1530},[78],{"categories":1532},[134],{"categories":1534},[78],{"categories":1536},[78],{"categories":1538},[78],{"categories":1540},[78],{"categories":1542},[222],{"categories":1544},[134],{"categories":1546},[],{"categories":1548},[134],{"categories":1550},[],{"categories":1552},[292],{"categories":1554},[148],{"categories":1556},[],{"categories":1558},[524],{"categories":1560},[78],{"categories":1562},[134],{"categories":1564},[134],{"categories":1566},[78],{"categories":1568},[222,78],{"categories":1570},[124],{"categories":1572},[78],{"categories":1574},[222],{"categories":1576},[],{"categories":1578},[78],{"categories":1580},[124],{"categories":1582},[78],{"categories":1584},[1585],"Medical Imaging & Radiology",{"categories":1587},[78],{"categories":1589},[78],{"categories":1591},[78],{"categories":1593},[222],{"categories":1595},[134],{"categories":1597},[148],{"categories":1599},[],{"categories":1601},[78],{"categories":1603},[78],{"categories":1605},[78],{"categories":1607},[],{"categories":1609},[],{"categories":1611},[78],{"categories":1613},[78],{"categories":1615},[465],{"categories":1617},[78],{"categories":1619},[124],{"categories":1621},[78],{"categories":1623},[78],{"categories":1625},[],{"categories":1627},[134],{"categories":1629},[78],{"categories":1631},[137],{"categories":1633},[148],{"categories":1635},[78],{"categories":1637},[134],{"categories":1639},[465],{"categories":1641},[78],{"categories":1643},[134],{"categories":1645},[78],{"categories":1647},[78],{"categories":1649},[78],{"categories":1651},[222],{"categories":1653},[134],{"categories":1655},[292],{"categories":1657},[222],{"categories":1659},[129],{"categories":1661},[134],{"categories":1663},[170],{"categories":1665},[78],{"categories":1667},[78],{"categories":1669},[137],{"categories":1671},[78],{"categories":1673},[78],{"categories":1675},[78],{"categories":1677},[78],{"categories":1679},[134],{"categories":1681},[78],{"categories":1683},[148],{"categories":1685},[148],{"categories":1687},[78],{"categories":1689},[137],{"categories":1691},[],{"categories":1693},[170],{"categories":1695},[],{"categories":1697},[137],{"categories":1699},[134],{"categories":1701},[78],{"categories":1703},[134],{"categories":1705},[1245],{"categories":1707},[1245],{"categories":1709},[222],{"categories":1711},[78],{"categories":1713},[78],{"categories":1715},[78],{"categories":1717},[134],{"categories":1719},[148],{"categories":1721},[222],{"categories":1723},[134],{"categories":1725},[170],{"categories":1727},[],{"categories":1729},[78],{"categories":1731},[],{"categories":1733},[78],{"categories":1735},[78],{"categories":1737},[78],{"categories":1739},[78],{"categories":1741},[134],{"categories":1743},[1744],"Contract Review & E-Discovery",{"categories":1746},[78],{"categories":1748},[222],{"categories":1750},[78],{"categories":1752},[124],{"categories":1754},[78],{"categories":1756},[170],{"categories":1758},[78],{"categories":1760},[78],{"categories":1762},[251],{"categories":1764},[148],{"categories":1766},[78],{"categories":1768},[78],{"categories":1770},[134],{"categories":1772},[134],{"categories":1774},[893],{"categories":1776},[78],{"categories":1778},[78],{"categories":1780},[134],{"categories":1782},[134],{"categories":1784},[78],{"categories":1786},[78],{"categories":1788},[78],{"categories":1790},[134],{"categories":1792},[78],{"categories":1794},[78],{"categories":1796},[465],{"categories":1798},[442],{"categories":1800},[78],{"categories":1802},[134],{"categories":1804},[78],{"categories":1806},[1807],"Law-Firm Practice & Adoption",{"categories":1809},[78],{"categories":1811},[134],{"categories":1813},[222],{"categories":1815},[78],{"categories":1817},[78],{"categories":1819},[78],{"categories":1821},[],{"categories":1823},[],{"categories":1825},[148],{"categories":1827},[78],{"categories":1829},[],{"categories":1831},[134],{"categories":1833},[124],{"categories":1835},[292],{"categories":1837},[78],{"categories":1839},[],{"categories":1841},[124],{"categories":1843},[129],{"categories":1845},[78],{"categories":1847},[251],{"categories":1849},[],{"categories":1851},[129],{"categories":1853},[134],{"categories":1855},[129],{"categories":1857},[],{"categories":1859},[78],{"categories":1861},[137],{"categories":1863},[78],{"categories":1865},[148],{"categories":1867},[],{"categories":1869},[],{"categories":1871},[],{"categories":1873},[],{"categories":1875},[78],{"categories":1877},[137],{"categories":1879},[134],{"categories":1881},[292],{"categories":1883},[78],{"categories":1885},[124],{"categories":1887},[148],{"categories":1889},[78],{"categories":1891},[78],{"categories":1893},[148],{"categories":1895},[137],{"categories":1897},[78],{"categories":1899},[78],{"categories":1901},[78],{"categories":1903},[920],{"categories":1905},[78],{"categories":1907},[148],{"categories":1909},[78],{"categories":1911},[251],{"categories":1913},[148],{"categories":1915},[129],{"categories":1917},[78],{"categories":1919},[78],{"categories":1921},[78],{"categories":1923},[222],{"categories":1925},[78],{"categories":1927},[78],{"categories":1929},[78],{"categories":1931},[78],{"categories":1933},[129],{"categories":1935},[134],{"categories":1937},[78,124],{"categories":1939},[465],{"categories":1941},[78],{"categories":1943},[78],{"categories":1945},[148],{"categories":1947},[148],{"categories":1949},[222],{"categories":1951},[134],{"categories":1953},[134],{"categories":1955},[148],{"categories":1957},[78],{"categories":1959},[78],{"categories":1961},[78],{"categories":1963},[],{"categories":1965},[],{"categories":1967},[78],{"categories":1969},[173],{"categories":1971},[78],{"categories":1973},[134],{"categories":1975},[],{"categories":1977},[78],{"categories":1979},[78],{"categories":1981},[148],{"categories":1983},[173],{"categories":1985},[170],{"categories":1987},[222],{"categories":1989},[78],{"categories":1991},[134],{"categories":1993},[78],{"categories":1995},[148],{"categories":1997},[],{"categories":1999},[134],{"categories":2001},[78],{"categories":2003},[78],{"categories":2005},[78],{"categories":2007},[78],{"categories":2009},[],{"categories":2011},[134],{"categories":2013},[78],{"categories":2015},[78],{"categories":2017},[78],{"categories":2019},[],{"categories":2021},[134],{"categories":2023},[78],{"categories":2025},[78],{"categories":2027},[129],{"categories":2029},[78],{"categories":2031},[78],{"categories":2033},[],{"categories":2035},[124],{"categories":2037},[78],{"categories":2039},[78],{"categories":2041},[78],{"categories":2043},[222],{"categories":2045},[78],{"categories":2047},[148],{"categories":2049},[78],{"categories":2051},[124],{"categories":2053},[78],{"categories":2055},[148],{"categories":2057},[251],{"categories":2059},[134],{"categories":2061},[134],{"categories":2063},[78],{"categories":2065},[78],{"categories":2067},[78,222],{"categories":2069},[78],{"categories":2071},[134],{"categories":2073},[170],{"categories":2075},[78],{"categories":2077},[170],{"categories":2079},[134],{"categories":2081},[222],{"categories":2083},[78],{"categories":2085},[],{"categories":2087},[148],{"categories":2089},[292],{"categories":2091},[222],{"categories":2093},[148],{"categories":2095},[78],{"categories":2097},[137],{"categories":2099},[78],{"categories":2101},[78],{"categories":2103},[134],{"categories":2105},[],{"categories":2107},[],{"categories":2109},[78],{"categories":2111},[],{"categories":2113},[],{"categories":2115},[137],{"categories":2117},[148],{"categories":2119},[78],{"categories":2121},[134],{"categories":2123},[134],{"categories":2125},[129],{"categories":2127},[134],{"categories":2129},[292],{"categories":2131},[78],{"categories":2133},[78],{"categories":2135},[78],{"categories":2137},[159],{"categories":2139},[78],{"categories":2141},[78],{"categories":2143},[78],{"categories":2145},[148],{"categories":2147},[134],{"categories":2149},[78],{"categories":2151},[78],{"categories":2153},[148],{"categories":2155},[409],{"categories":2157},[134],{"categories":2159},[893],{"categories":2161},[],{"categories":2163},[222],{"categories":2165},[1807],{"categories":2167},[148],{"categories":2169},[],{"categories":2171},[],{"categories":2173},[78],{"categories":2175},[134],{"categories":2177},[],{"categories":2179},[],{"categories":2181},[78],{"categories":2183},[251],{"categories":2185},[78],{"categories":2187},[251],{"categories":2189},[134],{"categories":2191},[78],{"categories":2193},[78],{"categories":2195},[148],{"categories":2197},[137],{"categories":2199},[],{"categories":2201},[78],{"categories":2203},[78],{"categories":2205},[148],{"categories":2207},[1744],{"categories":2209},[222],{"categories":2211},[222],{"categories":2213},[78],{"categories":2215},[134],{"categories":2217},[124],{"categories":2219},[78],{"categories":2221},[78],{"categories":2223},[78],{"categories":2225},[78],{"categories":2227},[222],{"categories":2229},[222],{"categories":2231},[134],{"categories":2233},[134],{"categories":2235},[134],{"categories":2237},[78],{"categories":2239},[78],{"categories":2241},[],{"categories":2243},[78],{"categories":2245},[],{"categories":2247},[2248],"Interaction & Product Design",{"categories":2250},[78],{"categories":2252},[134],{"categories":2254},[148],{"categories":2256},[321],{"categories":2258},[170],{"categories":2260},[148],{"categories":2262},[78],{"categories":2264},[78],{"categories":2266},[78],{"categories":2268},[148],{"categories":2270},[78],{"categories":2272},[124],{"categories":2274},[134],{"categories":2276},[78],{"categories":2278},[],{"categories":2280},[134],{"categories":2282},[134],{"categories":2284},[134],{"categories":2286},[],{"categories":2288},[148],{"categories":2290},[78],{"categories":2292},[134],{"categories":2294},[124],{"categories":2296},[2248],{"categories":2298},[78],{"categories":2300},[124],{"categories":2302},[124],{"categories":2304},[],{"categories":2306},[134],{"categories":2308},[148],{"categories":2310},[],{"categories":2312},[134],{"categories":2314},[170],{"categories":2316},[78],{"categories":2318},[134],{"categories":2320},[78],{"categories":2322},[134],{"categories":2324},[134],{"categories":2326},[78],{"categories":2328},[78],{"categories":2330},[170],{"categories":2332},[173],{"categories":2334},[78],{"categories":2336},[137],{"categories":2338},[148],{"categories":2340},[2341],"Coding Agents & Dev Productivity",{"categories":2343},[170],{"categories":2345},[222],{"categories":2347},[78],{"categories":2349},[78],{"categories":2351},[],{"categories":2353},[78],{"categories":2355},[893],{"categories":2357},[],{"categories":2359},[78],{"categories":2361},[78],{"categories":2363},[292],{"categories":2365},[78],{"categories":2367},[170],{"categories":2369},[],{"categories":2371},[],{"categories":2373},[78],{"categories":2375},[],{"categories":2377},[134],{"categories":2379},[78],{"categories":2381},[],{"categories":2383},[148],{"categories":2385},[148],{"categories":2387},[78],{"categories":2389},[173],{"categories":2391},[],{"categories":2393},[78],{"categories":2395},[78],{"categories":2397},[78],{"categories":2399},[173],{"categories":2401},[148],{"categories":2403},[134],{"categories":2405},[],{"categories":2407},[],{"categories":2409},[78],{"categories":2411},[78],{"categories":2413},[134],{"categories":2415},[134],{"categories":2417},[386],{"categories":2419},[148],{"categories":2421},[148],{"categories":2423},[134],{"categories":2425},[170],{"categories":2427},[170],{"categories":2429},[134],{"categories":2431},[134],{"categories":2433},[78],{"categories":2435},[124],{"categories":2437},[2248],{"categories":2439},[137],{"categories":2441},[78,292],{"categories":2443},[173],{"categories":2445},[],{"categories":2447},[222],{"categories":2449},[134],{"categories":2451},[148],{"categories":2453},[124],{"categories":2455},[78],{"categories":2457},[134],{"categories":2459},[2460],"The Designer's Role & Craft",{"categories":2462},[222],{"categories":2464},[],{"categories":2466},[134],{"categories":2468},[78],{"categories":2470},[134],{"categories":2472},[134],{"categories":2474},[78],{"categories":2476},[251],{"categories":2478},[78],{"categories":2480},[148],{"categories":2482},[78],{"categories":2484},[222],{"categories":2486},[78],{"categories":2488},[],{"categories":2490},[134],{"categories":2492},[222],{"categories":2494},[137],{"categories":2496},[78],{"categories":2498},[78],{"categories":2500},[78],{"categories":2502},[2503],"AI UX Patterns",{"categories":2505},[134],{"categories":2507},[134],{"categories":2509},[134],{"categories":2511},[134],{"categories":2513},[251],{"categories":2515},[173],{"categories":2517},[78],{"categories":2519},[134],{"categories":2521},[78],{"categories":2523},[1245],{"categories":2525},[],{"categories":2527},[251],{"categories":2529},[134],{"categories":2531},[170],{"categories":2533},[148],{"categories":2535},[78],{"categories":2537},[134],{"categories":2539},[],{"categories":2541},[],{"categories":2543},[78],{"categories":2545},[78],{"categories":2547},[134],{"categories":2549},[78],{"categories":2551},[134],{"categories":2553},[386],{"categories":2555},[222],{"categories":2557},[78],{"categories":2559},[170],{"categories":2561},[148],{"categories":2563},[78],{"categories":2565},[134],{"categories":2567},[134],{"categories":2569},[],{"categories":2571},[78],{"categories":2573},[],{"categories":2575},[78],{"categories":2577},[],{"categories":2579},[78],{"categories":2581},[78],{"categories":2583},[78],{"categories":2585},[134],{"categories":2587},[148],{"categories":2589},[],{"categories":2591},[],{"categories":2593},[173],{"categories":2595},[159],{"categories":2597},[78],{"categories":2599},[78],{"categories":2601},[78],{"categories":2603},[173],{"categories":2605},[78],{"categories":2607},[78],{"categories":2609},[170],{"categories":2611},[78],{"categories":2613},[78],{"categories":2615},[78],{"categories":2617},[134],{"categories":2619},[78],{"categories":2621},[134],{"categories":2623},[78],{"categories":2625},[78],{"categories":2627},[78],{"categories":2629},[134],{"categories":2631},[],{"categories":2633},[78],{"categories":2635},[],{"categories":2637},[78],{"categories":2639},[78],{"categories":2641},[292],{"categories":2643},[78],{"categories":2645},[],{"categories":2647},[],{"categories":2649},[222],{"categories":2651},[920],{"categories":2653},[134],{"categories":2655},[124],{"categories":2657},[2460],{"categories":2659},[],{"categories":2661},[],{"categories":2663},[78],{"categories":2665},[],{"categories":2667},[],{"categories":2669},[148],{"categories":2671},[170],{"categories":2673},[251],{"categories":2675},[134],{"categories":2677},[129],{"categories":2679},[78],{"categories":2681},[78],{"categories":2683},[129],{"categories":2685},[],{"categories":2687},[222],{"categories":2689},[137],{"categories":2691},[78],{"categories":2693},[78],{"categories":2695},[134],{"categories":2697},[129],{"categories":2699},[78],{"categories":2701},[78],{"categories":2703},[124],{"categories":2705},[78],{"categories":2707},[78],{"categories":2709},[],{"categories":2711},[124],{"categories":2713},[78],{"categories":2715},[251],{"categories":2717},[134],{"categories":2719},[170],{"categories":2721},[78],{"categories":2723},[148],{"categories":2725},[78],{"categories":2727},[78],{"categories":2729},[129],{"categories":2731},[78],{"categories":2733},[78],{"categories":2735},[78],{"categories":2737},[134],{"categories":2739},[78],{"categories":2741},[],{"categories":2743},[78],{"categories":2745},[148],{"categories":2747},[124],{"categories":2749},[78],{"categories":2751},[78],{"categories":2753},[78],{"categories":2755},[],{"categories":2757},[78],{"categories":2759},[465],{"categories":2761},[134],{"categories":2763},[129],{"categories":2765},[170],{"categories":2767},[78],{"categories":2769},[78],{"categories":2771},[],{"categories":2773},[129],{"categories":2775},[129],{"categories":2777},[78],{"categories":2779},[78],{"categories":2781},[137],{"categories":2783},[78],{"categories":2785},[78],{"categories":2787},[78],{"categories":2789},[78],{"categories":2791},[148],{"categories":2793},[148],{"categories":2795},[78],{"categories":2797},[],{"categories":2799},[148],{"categories":2801},[78],{"categories":2803},[148],{"categories":2805},[134],{"categories":2807},[570],{"categories":2809},[],{"categories":2811},[],{"categories":2813},[78],{"categories":2815},[170],{"categories":2817},[],{"categories":2819},[292],{"categories":2821},[78],{"categories":2823},[78],{"categories":2825},[78],{"categories":2827},[222],{"categories":2829},[882],{"categories":2831},[],{"categories":2833},[78],{"categories":2835},[78],{"categories":2837},[78],{"categories":2839},[148],{"categories":2841},[78],{"categories":2843},[78],{"categories":2845},[78,292],{"categories":2847},[78],{"categories":2849},[78],{"categories":2851},[222],{"categories":2853},[134],{"categories":2855},[],{"categories":2857},[134],{"categories":2859},[134],{"categories":2861},[78],{"categories":2863},[78],{"categories":2865},[78],{"categories":2867},[78],{"categories":2869},[173],{"categories":2871},[78],{"categories":2873},[2503],{"categories":2875},[124],{"categories":2877},[173],{"categories":2879},[124],{"categories":2881},[148],{"categories":2883},[222],{"categories":2885},[134],{"categories":2887},[78],{"categories":2889},[],{"categories":2891},[129],{"categories":2893},[78],{"categories":2895},[78],{"categories":2897},[170],{"categories":2899},[78],{"categories":2901},[78],{"categories":2903},[78],{"categories":2905},[134],{"categories":2907},[78],{"categories":2909},[78],{"categories":2911},[78],{"categories":2913},[129],{"categories":2915},[],{"categories":2917},[292],{"categories":2919},[78],{"categories":2921},[386],{"categories":2923},[222],{"categories":2925},[222],{"categories":2927},[148],{"categories":2929},[134],{"categories":2931},[78],{"categories":2933},[129],{"categories":2935},[170],{"categories":2937},[78],{"categories":2939},[78],{"categories":2941},[78],{"categories":2943},[222],{"categories":2945},[134],{"categories":2947},[134],{"categories":2949},[78],{"categories":2951},[78],{"categories":2953},[524],{"categories":2955},[134],{"categories":2957},[],{"categories":2959},[78],{"categories":2961},[78],{"categories":2963},[78],{"categories":2965},[],{"categories":2967},[],{"categories":2969},[78],{"categories":2971},[78],{"categories":2973},[134],{"categories":2975},[78],{"categories":2977},[78],{"categories":2979},[78],{"categories":2981},[148],{"categories":2983},[78],{"categories":2985},[78],{"categories":2987},[134],{"categories":2989},[78],{"categories":2991},[78],{"categories":2993},[78],{"categories":2995},[78],{"categories":2997},[78],{"categories":2999},[],{"categories":3001},[148],{"categories":3003},[173],{"categories":3005},[78],{"categories":3007},[134],{"categories":3009},[134],{"categories":3011},[78],{"categories":3013},[78],{"categories":3015},[],{"categories":3017},[],{"categories":3019},[78],{"categories":3021},[78],{"categories":3023},[78],{"categories":3025},[170],{"categories":3027},[173],{"categories":3029},[],{"categories":3031},[78],{"categories":3033},[222],{"categories":3035},[78],{"categories":3037},[292],{"categories":3039},[1807],{"categories":3041},[170],{"categories":3043},[148],{"categories":3045},[78],{"categories":3047},[148],{"categories":3049},[148],{"categories":3051},[78],{"categories":3053},[78],{"categories":3055},[148],{"categories":3057},[170],{"categories":3059},[170],{"categories":3061},[292],{"categories":3063},[134],{"categories":3065},[],{"categories":3067},[170],{"categories":3069},[78],{"categories":3071},[134],{"categories":3073},[124],{"categories":3075},[148],{"categories":3077},[78],{"categories":3079},[170],{"categories":3081},[],{"categories":3083},[78],{"categories":3085},[148],{"categories":3087},[148],{"categories":3089},[173],{"categories":3091},[78],{"categories":3093},[170],{"categories":3095},[78],{"categories":3097},[148],{"categories":3099},[134],{"categories":3101},[134],{"categories":3103},[170],{"categories":3105},[134],{"categories":3107},[292],{"categories":3109},[134],{"categories":3111},[78],{"categories":3113},[78],{"categories":3115},[78],{"categories":3117},[78],{"categories":3119},[148],{"categories":3121},[78],{"categories":3123},[],{"categories":3125},[134],{"categories":3127},[129],{"categories":3129},[148],{"categories":3131},[],{"categories":3133},[],{"categories":3135},[78],{"categories":3137},[134],{"categories":3139},[78],{"categories":3141},[78],{"categories":3143},[3144],"Frameworks & Tooling",{"categories":3146},[78],{"categories":3148},[78],{"categories":3150},[148],{"categories":3152},[78],{"categories":3154},[78],{"categories":3156},[],{"categories":3158},[173],{"categories":3160},[173],{"categories":3162},[124],{"categories":3164},[78],{"categories":3166},[134],{"categories":3168},[78],{"categories":3170},[222],{"categories":3172},[],{"categories":3174},[1807],{"categories":3176},[78],{"categories":3178},[148],{"categories":3180},[78],{"categories":3182},[292],{"categories":3184},[292],{"categories":3186},[],{"categories":3188},[134],{"categories":3190},[134],{"categories":3192},[78],{"categories":3194},[78],{"categories":3196},[170],{"categories":3198},[134],{"categories":3200},[170],{"categories":3202},[78],{"categories":3204},[134],{"categories":3206},[],{"categories":3208},[222],{"categories":3210},[78],{"categories":3212},[78],{"categories":3214},[],{"categories":3216},[78],{"categories":3218},[134],{"categories":3220},[78],{"categories":3222},[78],{"categories":3224},[78],{"categories":3226},[],{"categories":3228},[148],{"categories":3230},[78],{"categories":3232},[148],{"categories":3234},[292],{"categories":3236},[78],{"categories":3238},[78],{"categories":3240},[78],{"categories":3242},[148],{"categories":3244},[129],{"categories":3246},[78],{"categories":3248},[1807],{"categories":3250},[],{"categories":3252},[134],{"categories":3254},[124],{"categories":3256},[78],{"categories":3258},[124],{"categories":3260},[78],{"categories":3262},[],{"categories":3264},[134],{"categories":3266},[78],{"categories":3268},[78],{"categories":3270},[3271],"AI Design Tooling",{"categories":3273},[222],{"categories":3275},[78],{"categories":3277},[78],{"categories":3279},[148],{"categories":3281},[222],{"categories":3283},[78],{"categories":3285},[78],{"categories":3287},[148],{"categories":3289},[170],{"categories":3291},[137],{"categories":3293},[148],{"categories":3295},[78],{"categories":3297},[78],{"categories":3299},[78],{"categories":3301},[134],{"categories":3303},[78],{"categories":3305},[],{"categories":3307},[134],{"categories":3309},[78],{"categories":3311},[78],{"categories":3313},[134],{"categories":3315},[78],{"categories":3317},[78],{"categories":3319},[78],{"categories":3321},[134],{"categories":3323},[],{"categories":3325},[134],{"categories":3327},[3144],{"categories":3329},[78],{"categories":3331},[78],{"categories":3333},[134],{"categories":3335},[134],{"categories":3337},[148],{"categories":3339},[148],{"categories":3341},[78],{"categories":3343},[],{"categories":3345},[148],{"categories":3347},[78],{"categories":3349},[78],{"categories":3351},[134],{"categories":3353},[129],{"categories":3355},[78],{"categories":3357},[],{"categories":3359},[78],{"categories":3361},[78],{"categories":3363},[2248],{"categories":3365},[],{"categories":3367},[78],{"categories":3369},[78],{"categories":3371},[78],{"categories":3373},[78],{"categories":3375},[222],{"categories":3377},[78],{"categories":3379},[],{"categories":3381},[78],{"categories":3383},[78],{"categories":3385},[78],{"categories":3387},[78],{"categories":3389},[251],{"categories":3391},[170],{"categories":3393},[78],{"categories":3395},[78],{"categories":3397},[1807],{"categories":3399},[124],{"categories":3401},[78],{"categories":3403},[78],{"categories":3405},[173],{"categories":3407},[78],{"categories":3409},[78],{"categories":3411},[170],{"categories":3413},[134],{"categories":3415},[],{"categories":3417},[78],{"categories":3419},[78],{"categories":3421},[222],{"categories":3423},[78],{"categories":3425},[251],{"categories":3427},[134],{"categories":3429},[78],{"categories":3431},[134],{"categories":3433},[],{"categories":3435},[],{"categories":3437},[],{"categories":3439},[124],{"categories":3441},[170],{"categories":3443},[134],{"categories":3445},[78],{"categories":3447},[78],{"categories":3449},[78],{"categories":3451},[78],{"categories":3453},[409],{"categories":3455},[222],{"categories":3457},[134],{"categories":3459},[78],{"categories":3461},[],{"categories":3463},[134],{"categories":3465},[134],{"categories":3467},[],{"categories":3469},[78],{"categories":3471},[134],{"categories":3473},[78],{"categories":3475},[],{"categories":3477},[78],{"categories":3479},[78],{"categories":3481},[78],{"categories":3483},[170],{"categories":3485},[222],{"categories":3487},[134],{"categories":3489},[222],{"categories":3491},[134],{"categories":3493},[78],{"categories":3495},[129],{"categories":3497},[],{"categories":3499},[],{"categories":3501},[78],{"categories":3503},[78],{"categories":3505},[78],{"categories":3507},[124],{"categories":3509},[134],{"categories":3511},[170],{"categories":3513},[],{"categories":3515},[222],{"categories":3517},[],{"categories":3519},[148],{"categories":3521},[78],{"categories":3523},[148],{"categories":3525},[222],{"categories":3527},[148],{"categories":3529},[78],{"categories":3531},[],{"categories":3533},[78],{"categories":3535},[78],{"categories":3537},[],{"categories":3539},[78],{"categories":3541},[78],{"categories":3543},[251],{"categories":3545},[78],{"categories":3547},[78],{"categories":3549},[292],{"categories":3551},[148],{"categories":3553},[78],{"categories":3555},[],{"categories":3557},[134],{"categories":3559},[78],{"categories":3561},[124],{"categories":3563},[524],{"categories":3565},[78],{"categories":3567},[78],{"categories":3569},[134],{"categories":3571},[78],{"categories":3573},[134],{"categories":3575},[78],{"categories":3577},[78],{"categories":3579},[78],{"categories":3581},[78],{"categories":3583},[],{"categories":3585},[78],{"categories":3587},[124],{"categories":3589},[78],{"categories":3591},[129],{"categories":3593},[148],{"categories":3595},[222],{"categories":3597},[],{"categories":3599},[78],{"categories":3601},[],{"categories":3603},[134],{"categories":3605},[78],{"categories":3607},[],{"categories":3609},[134],{"categories":3611},[78],{"categories":3613},[148],{"categories":3615},[222],{"categories":3617},[170],{"categories":3619},[78],{"categories":3621},[170],{"categories":3623},[134],{"categories":3625},[222],{"categories":3627},[78],{"categories":3629},[],{"categories":3631},[78],{"categories":3633},[159],{"categories":3635},[134],{"categories":3637},[78],{"categories":3639},[222],{"categories":3641},[170],{"categories":3643},[129],{"categories":3645},[148],{"categories":3647},[78],{"categories":3649},[78],{"categories":3651},[78],{"categories":3653},[78],{"categories":3655},[170],{"categories":3657},[251],{"categories":3659},[],{"categories":3661},[],{"categories":3663},[173],{"categories":3665},[465],{"categories":3667},[78],{"categories":3669},[134],{"categories":3671},[78,148],{"categories":3673},[170],{"categories":3675},[78],{"categories":3677},[78],{"categories":3679},[78],{"categories":3681},[78],{"categories":3683},[78],{"categories":3685},[78],{"categories":3687},[78],{"categories":3689},[134],{"categories":3691},[78],{"categories":3693},[134],{"categories":3695},[78],{"categories":3697},[78],{"categories":3699},[78],{"categories":3701},[],{"categories":3703},[78],{"categories":3705},[1245],{"categories":3707},[148],{"categories":3709},[222],{"categories":3711},[78],{"categories":3713},[78],{"categories":3715},[78],{"categories":3717},[173],{"categories":3719},[134],{"categories":3721},[251],{"categories":3723},[292],{"categories":3725},[],{"categories":3727},[148],{"categories":3729},[78],{"categories":3731},[129],{"categories":3733},[134],{"categories":3735},[124],{"categories":3737},[134],{"categories":3739},[78],{"categories":3741},[134],{"categories":3743},[134],{"categories":3745},[137],{"categories":3747},[148],{"categories":3749},[78],{"categories":3751},[78],{"categories":3753},[],{"categories":3755},[],{"categories":3757},[],{"categories":3759},[292],{"categories":3761},[78],{"categories":3763},[170],{"categories":3765},[78],{"categories":3767},[78],{"categories":3769},[78],{"categories":3771},[78],{"categories":3773},[],{"categories":3775},[78],{"categories":3777},[173],{"categories":3779},[129],{"categories":3781},[134],{"categories":3783},[78],{"categories":3785},[],{"categories":3787},[78],{"categories":3789},[134],{"categories":3791},[78],{"categories":3793},[292],{"categories":3795},[],{"categories":3797},[222],{"categories":3799},[222],{"categories":3801},[78],{"categories":3803},[134],{"categories":3805},[],{"categories":3807},[148],{"categories":3809},[78],{"categories":3811},[222],{"categories":3813},[78],{"categories":3815},[129],{"categories":3817},[134],{"categories":3819},[78],{"categories":3821},[],{"categories":3823},[170],{"categories":3825},[78],{"categories":3827},[78],{"categories":3829},[78],{"categories":3831},[222],{"categories":3833},[134],{"categories":3835},[170],{"categories":3837},[],{"categories":3839},[134],{"categories":3841},[129],{"categories":3843},[134],{"categories":3845},[222],{"categories":3847},[78],{"categories":3849},[78],{"categories":3851},[78],{"categories":3853},[465],{"categories":3855},[78],{"categories":3857},[134],{"categories":3859},[],{"categories":3861},[78],{"categories":3863},[78],{"categories":3865},[292],{"categories":3867},[170],{"categories":3869},[173],{"categories":3871},[570],{"categories":3873},[173],{"categories":3875},[173],{"categories":3877},[78],{"categories":3879},[],{"categories":3881},[],{"categories":3883},[],{"categories":3885},[134],{"categories":3887},[78],{"categories":3889},[134],{"categories":3891},[134],{"categories":3893},[148],{"categories":3895},[78],{"categories":3897},[442],{"categories":3899},[148],{"categories":3901},[134],{"categories":3903},[78],{"categories":3905},[78],{"categories":3907},[78],{"categories":3909},[78],{"categories":3911},[78],{"categories":3913},[134],{"categories":3915},[78],{"categories":3917},[],{"categories":3919},[],{"categories":3921},[78],{"categories":3923},[],{"categories":3925},[78],{"categories":3927},[134],{"categories":3929},[222],{"categories":3931},[78],{"categories":3933},[78],{"categories":3935},[],{"categories":3937},[134],{"categories":3939},[78],{"categories":3941},[78],{"categories":3943},[137],{"categories":3945},[78],{"categories":3947},[222],{"categories":3949},[78],{"categories":3951},[134],{"categories":3953},[129],{"categories":3955},[78],{"categories":3957},[78],{"categories":3959},[251],{"categories":3961},[134],{"categories":3963},[78],{"categories":3965},[78],{"categories":3967},[882],{"categories":3969},[78],{"categories":3971},[134],{"categories":3973},[78],{"categories":3975},[148],{"categories":3977},[78],{"categories":3979},[524],{"categories":3981},[222],{"categories":3983},[],{"categories":3985},[78],{"categories":3987},[78],{"categories":3989},[170],{"categories":3991},[465],{"categories":3993},[134],{"categories":3995},[78],{"categories":3997},[],{"categories":3999},[170],{"categories":4001},[386],{"categories":4003},[134],{"categories":4005},[134],{"categories":4007},[134],{"categories":4009},[78],{"categories":4011},[78],{"categories":4013},[134],{"categories":4015},[],{"categories":4017},[129],{"categories":4019},[78],{"categories":4021},[129],{"categories":4023},[134],{"categories":4025},[],{"categories":4027},[148],{"categories":4029},[78],{"categories":4031},[78],{"categories":4033},[124],{"categories":4035},[78],{"categories":4037},[170],{"categories":4039},[292],{"categories":4041},[159],{"categories":4043},[134],{"categories":4045},[134],{"categories":4047},[78],{"categories":4049},[78],{"categories":4051},[134],{"categories":4053},[78],{"categories":4055},[124],{"categories":4057},[],{"categories":4059},[134],{"categories":4061},[78],{"categories":4063},[78],{"categories":4065},[78],{"categories":4067},[134],{"categories":4069},[78],{"categories":4071},[],{"categories":4073},[78],{"categories":4075},[],{"categories":4077},[222],{"categories":4079},[134],{"categories":4081},[78,129],{"categories":4083},[134],{"categories":4085},[78],{"categories":4087},[],{"categories":4089},[124],{"categories":4091},[173],{"categories":4093},[129],{"categories":4095},[78],{"categories":4097},[148],{"categories":4099},[78],{"categories":4101},[78],{"categories":4103},[134],{"categories":4105},[78],{"categories":4107},[78],{"categories":4109},[78],{"categories":4111},[170],{"categories":4113},[1245],{"categories":4115},[134],{"categories":4117},[78],{"categories":4119},[],{"categories":4121},[],{"categories":4123},[78],{"categories":4125},[134],{"categories":4127},[78],{"categories":4129},[78],{"categories":4131},[292],{"categories":4133},[],{"categories":4135},[78],{"categories":4137},[134],{"categories":4139},[159],{"categories":4141},[134],{"categories":4143},[465],{"categories":4145},[],{"categories":4147},[409],{"categories":4149},[134],{"categories":4151},[78],{"categories":4153},[78],{"categories":4155},[251],{"categories":4157},[134],{"categories":4159},[78],{"categories":4161},[173],{"categories":4163},[137],{"categories":4165},[134],{"categories":4167},[78],{"categories":4169},[465],{"categories":4171},[78],{"categories":4173},[292],{"categories":4175},[129],{"categories":4177},[],{"categories":4179},[78],{"categories":4181},[78],{"categories":4183},[251],{"categories":4185},[222],{"categories":4187},[78],{"categories":4189},[78],{"categories":4191},[78],{"categories":4193},[],{"categories":4195},[251],{"categories":4197},[170],{"categories":4199},[78],{"categories":4201},[78],{"categories":4203},[78],{"categories":4205},[570],{"categories":4207},[124],{"categories":4209},[78],{"categories":4211},[137],{"categories":4213},[78],{"categories":4215},[],{"categories":4217},[],{"categories":4219},[222],{"categories":4221},[78],{"categories":4223},[173],{"categories":4225},[251],{"categories":4227},[134],{"categories":4229},[78],{"categories":4231},[78],{"categories":4233},[251],{"categories":4235},[170],{"categories":4237},[78],{"categories":4239},[],{"categories":4241},[78],{"categories":4243},[78],{"categories":4245},[],{"categories":4247},[78],{"categories":4249},[78],{"categories":4251},[595],{"categories":4253},[78],{"categories":4255},[78],{"categories":4257},[134],{"categories":4259},[148],{"categories":4261},[465],{"categories":4263},[78],{"categories":4265},[78],{"categories":4267},[78],{"categories":4269},[],{"categories":4271},[78,148],{"categories":4273},[170],{"categories":4275},[134],{"categories":4277},[148],{"categories":4279},[134],{"categories":4281},[920],{"categories":4283},[148],{"categories":4285},[148],{"categories":4287},[134],{"categories":4289},[78],{"categories":4291},[124],{"categories":4293},[],{"categories":4295},[],{"categories":4297},[134],{"categories":4299},[78],{"categories":4301},[148],{"categories":4303},[78],{"categories":4305},[124],{"categories":4307},[148],{"categories":4309},[148],{"categories":4311},[78],{"categories":4313},[251],{"categories":4315},[78],{"categories":4317},[148],{"categories":4319},[78],{"categories":4321},[],{"categories":4323},[78],{"categories":4325},[78],{"categories":4327},[222,78],{"categories":4329},[292],{"categories":4331},[124],{"categories":4333},[78],{"categories":4335},[],{"categories":4337},[78],{"categories":4339},[78],{"categories":4341},[129],{"categories":4343},[78],{"categories":4345},[129],{"categories":4347},[78],{"categories":4349},[78],{"categories":4351},[386],{"categories":4353},[78],{"categories":4355},[129],{"categories":4357},[148],{"categories":4359},[173],{"categories":4361},[134],{"categories":4363},[78],{"categories":4365},[148],{"categories":4367},[78],{"categories":4369},[78],{"categories":4371},[170],{"categories":4373},[251],{"categories":4375},[222],{"categories":4377},[78],{"categories":4379},[78],{"categories":4381},[78],{"categories":4383},[78],{"categories":4385},[124],{"categories":4387},[78],{"categories":4389},[134],{"categories":4391},[134],{"categories":4393},[148],{"categories":4395},[170],{"categories":4397},[148],{"categories":4399},[148],{"categories":4401},[78],{"categories":4403},[78],{"categories":4405},[],{"categories":4407},[],{"categories":4409},[173],{"categories":4411},[78],{"categories":4413},[148],{"categories":4415},[78],{"categories":4417},[222],{"categories":4419},[465],{"categories":4421},[409],{"categories":4423},[386],{"categories":4425},[78],{"categories":4427},[78],{"categories":4429},[78],{"categories":4431},[173],{"categories":4433},[78],{"categories":4435},[78],{"categories":4437},[78],{"categories":4439},[78],{"categories":4441},[78],{"categories":4443},[78],{"categories":4445},[78],{"categories":4447},[134],{"categories":4449},[124],{"categories":4451},[134],{"categories":4453},[78,129],{"categories":4455},[],{"categories":4457},[222],{"categories":4459},[],{"categories":4461},[137],{"categories":4463},[78],{"categories":4465},[170],{"categories":4467},[124],{"categories":4469},[78],{"categories":4471},[124],{"categories":4473},[134],{"categories":4475},[173],{"categories":4477},[134],{"categories":4479},[137],{"categories":4481},[134],{"categories":4483},[78],{"categories":4485},[78],{"categories":4487},[129],{"categories":4489},[134],{"categories":4491},[148],{"categories":4493},[251],{"categories":4495},[78],{"categories":4497},[78],{"categories":4499},[],{"categories":4501},[170],{"categories":4503},[78],{"categories":4505},[78],{"categories":4507},[78],{"categories":4509},[78],{"categories":4511},[78],{"categories":4513},[78],{"categories":4515},[148],{"categories":4517},[170],{"categories":4519},[148],{"categories":4521},[148],{"categories":4523},[78],{"categories":4525},[78],{"categories":4527},[78],{"categories":4529},[78],{"categories":4531},[409],{"categories":4533},[78],{"categories":4535},[134],{"categories":4537},[170],{"categories":4539},[78],{"categories":4541},[78],{"categories":4543},[78],{"categories":4545},[134],{"categories":4547},[78],{"categories":4549},[78],{"categories":4551},[78],{"categories":4553},[3144],{"categories":4555},[4556],"Clinical AI",{"categories":4558},[222],{"categories":4560},[78],{"categories":4562},[78],{"categories":4564},[78],{"categories":4566},[78],{"categories":4568},[292],{"categories":4570},[2503],{"categories":4572},[78],{"categories":4574},[137],{"categories":4576},[222],{"categories":4578},[78],{"categories":4580},[134],{"categories":4582},[78],{"categories":4584},[78],{"categories":4586},[170],{"categories":4588},[78],{"categories":4590},[134],{"categories":4592},[148],{"categories":4594},[251],{"categories":4596},[78],{"categories":4598},[78],{"categories":4600},[129],{"categories":4602},[78],{"categories":4604},[78],{"categories":4606},[524],{"categories":4608},[78],{"categories":4610},[],{"categories":4612},[134],{"categories":4614},[78],{"categories":4616},[148],{"categories":4618},[124],{"categories":4620},[78],{"categories":4622},[],{"categories":4624},[],{"categories":4626},[78],{"categories":4628},[],{"categories":4630},[129],{"categories":4632},[78],{"categories":4634},[78],{"categories":4636},[134],{"categories":4638},[78],{"categories":4640},[170],{"categories":4642},[170],{"categories":4644},[170],{"categories":4646},[170],{"categories":4648},[],{"categories":4650},[124],{"categories":4652},[134],{"categories":4654},[170],{"categories":4656},[78],{"categories":4658},[595],{"categories":4660},[137],{"categories":4662},[134],{"categories":4664},[78],{"categories":4666},[124],{"categories":4668},[78],{"categories":4670},[134],{"categories":4672},[78],{"categories":4674},[78],{"categories":4676},[78],{"categories":4678},[78,134],{"categories":4680},[134],{"categories":4682},[292],{"categories":4684},[170],{"categories":4686},[134],{"categories":4688},[170],{"categories":4690},[134],{"categories":4692},[78],{"categories":4694},[],{"categories":4696},[170],{"categories":4698},[251],{"categories":4700},[124],{"categories":4702},[78],{"categories":4704},[78],{"categories":4706},[],{"categories":4708},[148],{"categories":4710},[],{"categories":4712},[124],{"categories":4714},[134],{"categories":4716},[170],{"categories":4718},[78],{"categories":4720},[170],{"categories":4722},[124],{"categories":4724},[170],{"categories":4726},[170],{"categories":4728},[],{"categories":4730},[129],{"categories":4732},[134],{"categories":4734},[170],{"categories":4736},[170],{"categories":4738},[170],{"categories":4740},[170],{"categories":4742},[170],{"categories":4744},[170],{"categories":4746},[170],{"categories":4748},[170],{"categories":4750},[170],{"categories":4752},[170],{"categories":4754},[173],{"categories":4756},[124],{"categories":4758},[78],{"categories":4760},[78],{"categories":4762},[134],{"categories":4764},[134],{"categories":4766},[],{"categories":4768},[78],{"categories":4770},[78,124],{"categories":4772},[],{"categories":4774},[134],{"categories":4776},[78],{"categories":4778},[170],{"categories":4780},[134],{"categories":4782},[920],{"categories":4784},[78],{"categories":4786},[78],{"categories":4788},[78],{"categories":4790},[78],{"categories":4792},[78],{"categories":4794},[386],{"categories":4796},[78],{"categories":4798},[78],{"categories":4800},[134],{"categories":4802},[78],{"categories":4804},[78],{"categories":4806},[129],{"categories":4808},[137],{"categories":4810},[134],{"categories":4812},[134],{"categories":4814},[],{"categories":4816},[134],{"categories":4818},[222],{"categories":4820},[170],{"categories":4822},[78],{"categories":4824},[],{"categories":4826},[137],{"categories":4828},[],{"categories":4830},[148],{"categories":4832},[78],{"categories":4834},[134],{"categories":4836},[222],{"categories":4838},[78],{"categories":4840},[],{"categories":4842},[78],{"categories":4844},[78],{"categories":4846},[],{"categories":4848},[251],{"categories":4850},[78],{"categories":4852},[134],{"categories":4854},[],{"categories":4856},[],{"categories":4858},[170],{"categories":4860},[124],{"categories":4862},[78],{"categories":4864},[78],{"categories":4866},[129],{"categories":4868},[78],{"categories":4870},[78],{"categories":4872},[134],{"categories":4874},[78],{"categories":4876},[129],{"categories":4878},[129],{"categories":4880},[222],{"categories":4882},[],{"categories":4884},[78],{"categories":4886},[170],{"categories":4888},[],{"categories":4890},[78],{"categories":4892},[78],{"categories":4894},[222],{"categories":4896},[78],{"categories":4898},[78],{"categories":4900},[251],{"categories":4902},[78],{"categories":4904},[292],{"categories":4906},[],{"categories":4908},[134],{"categories":4910},[78],{"categories":4912},[251],{"categories":4914},[148],{"categories":4916},[],{"categories":4918},[78],{"categories":4920},[],{"categories":4922},[134],{"categories":4924},[222],{"categories":4926},[148],{"categories":4928},[],{"categories":4930},[3144],{"categories":4932},[129],{"categories":4934},[124],{"categories":4936},[78],{"categories":4938},[173],{"categories":4940},[134],{"categories":4942},[222],{"categories":4944},[78],{"categories":4946},[148],{"categories":4948},[],{"categories":4950},[],{"categories":4952},[78],{"categories":4954},[124],{"categories":4956},[78],{"categories":4958},[251],{"categories":4960},[],{"categories":4962},[134],{"categories":4964},[134],{"categories":4966},[78],{"categories":4968},[134],{"categories":4970},[78],{"categories":4972},[170],{"categories":4974},[148],{"categories":4976},[78],{"categories":4978},[134],{"categories":4980},[137],{"categories":4982},[78],{"categories":4984},[78],{"categories":4986},[78],{"categories":4988},[134],{"categories":4990},[78],{"categories":4992},[137],{"categories":4994},[251],{"categories":4996},[170],{"categories":4998},[],{"categories":5000},[251],{"categories":5002},[78],{"categories":5004},[],{"categories":5006},[148],{"categories":5008},[134],{"categories":5010},[],{"categories":5012},[78],{"categories":5014},[78],{"categories":5016},[78],{"categories":5018},[78],{"categories":5020},[78],{"categories":5022},[134],{"categories":5024},[129],{"categories":5026},[124],{"categories":5028},[134],{"categories":5030},[78],{"categories":5032},[222],{"categories":5034},[148],{"categories":5036},[148],{"categories":5038},[78],{"categories":5040},[173],{"categories":5042},[134],{"categories":5044},[78],{"categories":5046},[78],{"categories":5048},[134],{"categories":5050},[78],{"categories":5052},[78],{"categories":5054},[134],{"categories":5056},[129],{"categories":5058},[78],{"categories":5060},[222],{"categories":5062},[148],{"categories":5064},[134],{"categories":5066},[78],{"categories":5068},[137],{"categories":5070},[78],{"categories":5072},[134],{"categories":5074},[78],{"categories":5076},[78],{"categories":5078},[170],{"categories":5080},[78],{"categories":5082},[],{"categories":5084},[124],{"categories":5086},[78],{"categories":5088},[78],{"categories":5090},[78],{"categories":5092},[148],{"categories":5094},[148],{"categories":5096},[78],{"categories":5098},[148],{"categories":5100},[78],{"categories":5102},[134],{"categories":5104},[78],{"categories":5106},[78],{"categories":5108},[78],{"categories":5110},[78],{"categories":5112},[78],{"categories":5114},[],{"categories":5116},[78],{"categories":5118},[222],{"categories":5120},[134],{"categories":5122},[129],{"categories":5124},[170],{"categories":5126},[78],{"categories":5128},[134],{"categories":5130},[78],{"categories":5132},[134],{"categories":5134},[78],{"categories":5136},[78],{"categories":5138},[222],{"categories":5140},[134],{"categories":5142},[78],{"categories":5144},[251],{"categories":5146},[78],{"categories":5148},[173],{"categories":5150},[78],{"categories":5152},[78],{"categories":5154},[170],{"categories":5156},[78],{"categories":5158},[78],{"categories":5160},[78],{"categories":5162},[78],{"categories":5164},[134],{"categories":5166},[292],{"categories":5168},[78],{"categories":5170},[148],{"categories":5172},[134],{"categories":5174},[173],{"categories":5176},[],{"categories":5178},[134],{"categories":5180},[148],{"categories":5182},[78],{"categories":5184},[78],{"categories":5186},[2341],{"categories":5188},[222],{"categories":5190},[321],{"categories":5192},[78],{"categories":5194},[78],{"categories":5196},[78],{"categories":5198},[78],{"categories":5200},[124],{"categories":5202},[78],{"categories":5204},[78],{"categories":5206},[148],{"categories":5208},[129],{"categories":5210},[78],{"categories":5212},[148],{"categories":5214},[78],{"categories":5216},[],{"categories":5218},[134],{"categories":5220},[134],{"categories":5222},[78],{"categories":5224},[78],{"categories":5226},[78],{"categories":5228},[173],{"categories":5230},[],{"categories":5232},[170],{"categories":5234},[],{"categories":5236},[170],{"categories":5238},[78],{"categories":5240},[78],{"categories":5242},[134],{"categories":5244},[78],{"categories":5246},[134],{"categories":5248},[134],{"categories":5250},[],{"categories":5252},[78],{"categories":5254},[170],{"categories":5256},[78],{"categories":5258},[],{"categories":5260},[78],{"categories":5262},[78],{"categories":5264},[],{"categories":5266},[78],{"categories":5268},[78],{"categories":5270},[222],{"categories":5272},[148],{"categories":5274},[134],{"categories":5276},[78],{"categories":5278},[78],{"categories":5280},[78],{"categories":5282},[78],{"categories":5284},[251],{"categories":5286},[78],{"categories":5288},[78],{"categories":5290},[78],{"categories":5292},[124],{"categories":5294},[78],{"categories":5296},[78],{"categories":5298},[],{"categories":5300},[78],{"categories":5302},[78],{"categories":5304},[78],{"categories":5306},[],{"categories":5308},[124],{"categories":5310},[78],{"categories":5312},[78],{"categories":5314},[170],{"categories":5316},[148],{"categories":5318},[137],{"categories":5320},[134],{"categories":5322},[465],{"categories":5324},[78],{"categories":5326},[78],{"categories":5328},[78],{"categories":5330},[148],{"categories":5332},[170],{"categories":5334},[222],{"categories":5336},[78],{"categories":5338},[78],{"categories":5340},[78],{"categories":5342},[78],{"categories":5344},[170],{"categories":5346},[78],{"categories":5348},[222],{"categories":5350},[78],{"categories":5352},[78],{"categories":5354},[170],{"categories":5356},[222],{"categories":5358},[78],{"categories":5360},[170],{"categories":5362},[78],{"categories":5364},[134],{"categories":5366},[134],{"categories":5368},[134],{"categories":5370},[148],{"categories":5372},[170],{"categories":5374},[134],{"categories":5376},[134],{"categories":5378},[78],{"categories":5380},[148],{"categories":5382},[222],{"categories":5384},[78],{"categories":5386},[78],{"categories":5388},[134],{"categories":5390},[78],{"categories":5392},[],{"categories":5394},[134],{"categories":5396},[],{"categories":5398},[78],{"categories":5400},[78],{"categories":5402},[],{"categories":5404},[],{"categories":5406},[134],{"categories":5408},[129],{"categories":5410},[134],{"categories":5412},[5413],"Liability & Ethics",{"categories":5415},[78],{"categories":5417},[78],{"categories":5419},[78],{"categories":5421},[134],{"categories":5423},[124],{"categories":5425},[134],{"categories":5427},[129],{"categories":5429},[251],{"categories":5431},[134],{"categories":5433},[78],{"categories":5435},[78],{"categories":5437},[],{"categories":5439},[570],{"categories":5441},[134],{"categories":5443},[],{"categories":5445},[78],{"categories":5447},[124],{"categories":5449},[134],{"categories":5451},[],{"categories":5453},[134],{"categories":5455},[78],{"categories":5457},[78],{"categories":5459},[148],{"categories":5461},[78],{"categories":5463},[170],{"categories":5465},[78],{"categories":5467},[78],{"categories":5469},[137],{"categories":5471},[134],{"categories":5473},[78],{"categories":5475},[78],{"categories":5477},[78],{"categories":5479},[170],{"categories":5481},[134],{"categories":5483},[148],{"categories":5485},[222],{"categories":5487},[124],{"categories":5489},[78],{"categories":5491},[78],{"categories":5493},[78],{"categories":5495},[],{"categories":5497},[134],{"categories":5499},[134],{"categories":5501},[134],{"categories":5503},[465],{"categories":5505},[222],{"categories":5507},[134],{"categories":5509},[292],{"categories":5511},[148],{"categories":5513},[170],{"categories":5515},[78],{"categories":5517},[222],{"categories":5519},[78],{"categories":5521},[124],{"categories":5523},[],{"categories":5525},[134],{"categories":5527},[78],{"categories":5529},[78],{"categories":5531},[78],{"categories":5533},[78],{"categories":5535},[134],{"categories":5537},[78],{"categories":5539},[78],{"categories":5541},[222],{"categories":5543},[],{"categories":5545},[134],{"categories":5547},[137],{"categories":5549},[170],{"categories":5551},[134],{"categories":5553},[129],{"categories":5555},[],{"categories":5557},[78],{"categories":5559},[78],{"categories":5561},[137],{"categories":5563},[78],{"categories":5565},[134],{"categories":5567},[170],{"categories":5569},[124],{"categories":5571},[292],{"categories":5573},[78],{"categories":5575},[78],{"categories":5577},[78],{"categories":5579},[170],{"categories":5581},[129],{"categories":5583},[78],{"categories":5585},[222],{"categories":5587},[170],{"categories":5589},[292],{"categories":5591},[78],{"categories":5593},[134],{"categories":5595},[],{"categories":5597},[524],{"categories":5599},[],{"categories":5601},[78],{"categories":5603},[292],{"categories":5605},[78],{"categories":5607},[173],{"categories":5609},[78],{"categories":5611},[134],{"categories":5613},[134],{"categories":5615},[5616],"Design News & Tools",{"categories":5618},[78],{"categories":5620},[78],{"categories":5622},[170],{"categories":5624},[78],{"categories":5626},[78],{"categories":5628},[124],{"categories":5630},[134],{"categories":5632},[78],{"categories":5634},[222],{"categories":5636},[134],{"categories":5638},[134],{"categories":5640},[222],{"categories":5642},[78],{"categories":5644},[78],{"categories":5646},[465],{"categories":5648},[134],{"categories":5650},[78],{"categories":5652},[78],{"categories":5654},[465],{"categories":5656},[78],{"categories":5658},[251],{"categories":5660},[78],{"categories":5662},[134],{"categories":5664},[],{"categories":5666},[78],{"categories":5668},[78],{"categories":5670},[78],{"categories":5672},[170],{"categories":5674},[78],{"categories":5676},[124],{"categories":5678},[],{"categories":5680},[78],{"categories":5682},[78],{"categories":5684},[78],{"categories":5686},[148],{"categories":5688},[595],{"categories":5690},[148],{"categories":5692},[222],{"categories":5694},[78],{"categories":5696},[78,134],{"categories":5698},[251,129],{"categories":5700},[148],{"categories":5702},[78],{"categories":5704},[78],{"categories":5706},[78],{"categories":5708},[78],{"categories":5710},[],{"categories":5712},[134],{"categories":5714},[78],{"categories":5716},[],{"categories":5718},[78],{"categories":5720},[148],{"categories":5722},[78],{"categories":5724},[148],{"categories":5726},[],{"categories":5728},[134],{"categories":5730},[78],{"categories":5732},[129],{"categories":5734},[78],{"categories":5736},[170],{"categories":5738},[78],{"categories":5740},[],{"categories":5742},[134],{"categories":5744},[78],{"categories":5746},[],{"categories":5748},[222],{"categories":5750},[78],{"categories":5752},[78],{"categories":5754},[134],{"categories":5756},[78],{"categories":5758},[78],{"categories":5760},[124],{"categories":5762},[134],{"categories":5764},[78],{"categories":5766},[],{"categories":5768},[78],{"categories":5770},[292],{"categories":5772},[251],{"categories":5774},[129],{"categories":5776},[129],{"categories":5778},[78],{"categories":5780},[124],{"categories":5782},[124],{"categories":5784},[78],{"categories":5786},[134],{"categories":5788},[78],{"categories":5790},[78],{"categories":5792},[78],{"categories":5794},[78],{"categories":5796},[148],{"categories":5798},[78],{"categories":5800},[124],{"categories":5802},[78],{"categories":5804},[78],{"categories":5806},[134],{"categories":5808},[78],{"categories":5810},[251],{"categories":5812},[78],{"categories":5814},[170],{"categories":5816},[78],{"categories":5818},[78],{"categories":5820},[134],{"categories":5822},[137],{"categories":5824},[78],{"categories":5826},[78],{"categories":5828},[134],{"categories":5830},[],{"categories":5832},[148],{"categories":5834},[],{"categories":5836},[148],{"categories":5838},[134],{"categories":5840},[124],{"categories":5842},[78],{"categories":5844},[],{"categories":5846},[173],{"categories":5848},[292],{"categories":5850},[78],{"categories":5852},[148],{"categories":5854},[78],{"categories":5856},[],{"categories":5858},[170],{"categories":5860},[134],{"categories":5862},[148],{"categories":5864},[222],{"categories":5866},[129],{"categories":5868},[78],{"categories":5870},[78],{"categories":5872},[134],{"categories":5874},[148],{"categories":5876},[134],{"categories":5878},[170],{"categories":5880},[78],{"categories":5882},[137],{"categories":5884},[124],{"categories":5886},[137],{"categories":5888},[170],{"categories":5890},[78],{"categories":5892},[148],{"categories":5894},[78],{"categories":5896},[222],{"categories":5898},[129],{"categories":5900},[78],{"categories":5902},[78],{"categories":5904},[78],{"categories":5906},[78],{"categories":5908},[78],{"categories":5910},[78],{"categories":5912},[134],{"categories":5914},[78],{"categories":5916},[134],{"categories":5918},[78],{"categories":5920},[78],{"categories":5922},[124],{"categories":5924},[78],{"categories":5926},[134],{"categories":5928},[134],{"categories":5930},[222],{"categories":5932},[134],{"categories":5934},[134],{"categories":5936},[78],{"categories":5938},[124],{"categories":5940},[134],{"categories":5942},[222],{"categories":5944},[],{"categories":5946},[78],{"categories":5948},[173],{"categories":5950},[465],{"categories":5952},[78],{"categories":5954},[134],{"categories":5956},[78],{"categories":5958},[78],{"categories":5960},[148],{"categories":5962},[78],{"categories":5964},[],{"categories":5966},[78],{"categories":5968},[134],{"categories":5970},[78],{"categories":5972},[251],{"categories":5974},[78],{"categories":5976},[148],{"categories":5978},[78],{"categories":5980},[170],{"categories":5982},[134],{"categories":5984},[78],{"categories":5986},[251],{"categories":5988},[134],{"categories":5990},[129],{"categories":5992},[129],{"categories":5994},[78],{"categories":5996},[78],{"categories":5998},[78],{"categories":6000},[78],{"categories":6002},[78],{"categories":6004},[78],{"categories":6006},[124],{"categories":6008},[],{"categories":6010},[78],{"categories":6012},[78],{"categories":6014},[134],{"categories":6016},[134],{"categories":6018},[78],{"categories":6020},[78],{"categories":6022},[78],{"categories":6024},[78],{"categories":6026},[78],{"categories":6028},[148],{"categories":6030},[],{"categories":6032},[124],{"categories":6034},[78],{"categories":6036},[78],{"categories":6038},[134],{"categories":6040},[134],{"categories":6042},[],{"categories":6044},[148],{"categories":6046},[148],{"categories":6048},[78],{"categories":6050},[251],{"categories":6052},[129],{"categories":6054},[222],{"categories":6056},[],{"categories":6058},[78],{"categories":6060},[134],{"categories":6062},[124],{"categories":6064},[78],{"categories":6066},[78],{"categories":6068},[148],{"categories":6070},[124],{"categories":6072},[78],{"categories":6074},[78],{"categories":6076},[170],{"categories":6078},[173],{"categories":6080},[78],{"categories":6082},[170],{"categories":6084},[134],{"categories":6086},[78],{"categories":6088},[],{"categories":6090},[170],{"categories":6092},[134],{"categories":6094},[222],{"categories":6096},[173],{"categories":6098},[78],{"categories":6100},[78],{"categories":6102},[],{"categories":6104},[134],{"categories":6106},[134],{"categories":6108},[134],{"categories":6110},[3144],{"categories":6112},[170],{"categories":6114},[78],{"categories":6116},[148],{"categories":6118},[78],{"categories":6120},[78],{"categories":6122},[78],{"categories":6124},[78],{"categories":6126},[78],{"categories":6128},[129],{"categories":6130},[78],{"categories":6132},[124],{"categories":6134},[1807],{"categories":6136},[292],{"categories":6138},[124],{"categories":6140},[],{"categories":6142},[78],{"categories":6144},[],{"categories":6146},[170],{"categories":6148},[134],{"categories":6150},[222],{"categories":6152},[78],{"categories":6154},[78],{"categories":6156},[78],{"categories":6158},[170],{"categories":6160},[],{"categories":6162},[134],{"categories":6164},[78],{"categories":6166},[134],{"categories":6168},[134],{"categories":6170},[],{"categories":6172},[78],{"categories":6174},[],{"categories":6176},[170],{"categories":6178},[124],{"categories":6180},[222],{"categories":6182},[78],{"categories":6184},[134],{"categories":6186},[170],{"categories":6188},[78],{"categories":6190},[170],{"categories":6192},[],{"categories":6194},[170],{"categories":6196},[78],{"categories":6198},[124],{"categories":6200},[465],{"categories":6202},[134],{"categories":6204},[78],{"categories":6206},[],{"categories":6208},[148],{"categories":6210},[134],{"categories":6212},[137],{"categories":6214},[134],{"categories":6216},[124],{"categories":6218},[78],{"categories":6220},[78],{"categories":6222},[],{"categories":6224},[],{"categories":6226},[],{"categories":6228},[222],{"categories":6230},[78],{"categories":6232},[134],{"categories":6234},[78],{"categories":6236},[78],{"categories":6238},[],{"categories":6240},[],{"categories":6242},[],{"categories":6244},[78],{"categories":6246},[134],{"categories":6248},[222],{"categories":6250},[78],{"categories":6252},[],{"categories":6254},[134],{"categories":6256},[78],{"categories":6258},[78],{"categories":6260},[124],{"categories":6262},[],{"categories":6264},[],{"categories":6266},[78],{"categories":6268},[78],{"categories":6270},[134],{"categories":6272},[222],{"categories":6274},[78],{"categories":6276},[170],{"categories":6278},[],{"categories":6280},[78],{"categories":6282},[78],{"categories":6284},[251],{"categories":6286},[170],{"categories":6288},[251],{"categories":6290},[173],{"categories":6292},[78],{"categories":6294},[78],{"categories":6296},[],{"categories":6298},[],{"categories":6300},[134],{"categories":6302},[],{"categories":6304},[78],{"categories":6306},[465],{"categories":6308},[78],{"categories":6310},[78],{"categories":6312},[78],{"categories":6314},[78],{"categories":6316},[],{"categories":6318},[134],{"categories":6320},[78],{"categories":6322},[78],{"categories":6324},[],{"categories":6326},[134],{"categories":6328},[78],{"categories":6330},[170],{"categories":6332},[78],{"categories":6334},[251],{"categories":6336},[129],{"categories":6338},[137],{"categories":6340},[78],{"categories":6342},[78],{"categories":6344},[134],{"categories":6346},[173],{"categories":6348},[134],{"categories":6350},[134],{"categories":6352},[],{"categories":6354},[78],{"categories":6356},[134],{"categories":6358},[],{"categories":6360},[78],{"categories":6362},[],{"categories":6364},[170],{"categories":6366},[129],{"categories":6368},[],{"categories":6370},[78],{"categories":6372},[78],{"categories":6374},[78],{"categories":6376},[],{"categories":6378},[134],{"categories":6380},[222],{"categories":6382},[124],{"categories":6384},[78],{"categories":6386},[],{"categories":6388},[129],{"categories":6390},[251],{"categories":6392},[78],{"categories":6394},[148],{"categories":6396},[124],{"categories":6398},[173],{"categories":6400},[129],{"categories":6402},[148],{"categories":6404},[134],{"categories":6406},[148],{"categories":6408},[],{"categories":6410},[78],{"categories":6412},[137],{"categories":6414},[78],{"categories":6416},[],{"categories":6418},[134],{"categories":6420},[124],{"categories":6422},[222],{"categories":6424},[78],{"categories":6426},[124],{"categories":6428},[134],{"categories":6430},[292],{"categories":6432},[78],{"categories":6434},[78],{"categories":6436},[78],{"categories":6438},[78],{"categories":6440},[78],{"categories":6442},[124],{"categories":6444},[78],{"categories":6446},[148],{"categories":6448},[173],{"categories":6450},[134],{"categories":6452},[],{"categories":6454},[78],{"categories":6456},[78],{"categories":6458},[78],{"categories":6460},[148],{"categories":6462},[134],{"categories":6464},[170],{"categories":6466},[148],{"categories":6468},[78],{"categories":6470},[137],{"categories":6472},[],{"categories":6474},[222],{"categories":6476},[148],{"categories":6478},[170],{"categories":6480},[78],{"categories":6482},[124],{"categories":6484},[134],{"categories":6486},[78],{"categories":6488},[78],{"categories":6490},[134],{"categories":6492},[137],{"categories":6494},[78],{"categories":6496},[134],{"categories":6498},[78],{"categories":6500},[129],{"categories":6502},[134],{"categories":6504},[134,292],{"categories":6506},[78],{"categories":6508},[78],{"categories":6510},[134],{"categories":6512},[148],{"categories":6514},[78],{"categories":6516},[78],{"categories":6518},[173],{"categories":6520},[134],{"categories":6522},[251],{"categories":6524},[134],{"categories":6526},[129],{"categories":6528},[],{"categories":6530},[134],{"categories":6532},[78],{"categories":6534},[129],{"categories":6536},[],{"categories":6538},[],{"categories":6540},[148],{"categories":6542},[78],{"categories":6544},[78],{"categories":6546},[134],{"categories":6548},[173],{"categories":6550},[251],{"categories":6552},[78],{"categories":6554},[78],{"categories":6556},[78],{"categories":6558},[134],{"categories":6560},[],{"categories":6562},[134],{"categories":6564},[170],{"categories":6566},[78],{"categories":6568},[134],{"categories":6570},[134],{"categories":6572},[78],{"categories":6574},[],{"categories":6576},[170],{"categories":6578},[148],{"categories":6580},[3144],{"categories":6582},[124],{"categories":6584},[148],{"categories":6586},[78],{"categories":6588},[134],{"categories":6590},[78],{"categories":6592},[78],{"categories":6594},[251],{"categories":6596},[148],{"categories":6598},[173],{"categories":6600},[],{"categories":6602},[170],{"categories":6604},[78],{"categories":6606},[78],{"categories":6608},[],{"categories":6610},[134],{"categories":6612},[78],{"categories":6614},[78],{"categories":6616},[78],{"categories":6618},[78],{"categories":6620},[134],{"categories":6622},[78],{"categories":6624},[78],{"categories":6626},[78],{"categories":6628},[137],{"categories":6630},[78],{"categories":6632},[134],{"categories":6634},[78],{"categories":6636},[78],{"categories":6638},[78],{"categories":6640},[78],{"categories":6642},[78],{"categories":6644},[78],{"categories":6646},[78],{"categories":6648},[129],{"categories":6650},[],{"categories":6652},[137],{"categories":6654},[170],{"categories":6656},[134],{"categories":6658},[78],{"categories":6660},[148],{"categories":6662},[],{"categories":6664},[148],{"categories":6666},[148],{"categories":6668},[134],{"categories":6670},[148],{"categories":6672},[78],{"categories":6674},[78],{"categories":6676},[78],{"categories":6678},[134],{"categories":6680},[148],{"categories":6682},[78],{"categories":6684},[78],{"categories":6686},[78],{"categories":6688},[134],{"categories":6690},[170],{"categories":6692},[78],{"categories":6694},[78],{"categories":6696},[78],{"categories":6698},[129],{"categories":6700},[78],{"categories":6702},[134],{"categories":6704},[222],{"categories":6706},[],{"categories":6708},[78],{"categories":6710},[173],{"categories":6712},[134],{"categories":6714},[78],{"categories":6716},[78],{"categories":6718},[],{"categories":6720},[78],{"categories":6722},[78],{"categories":6724},[170],{"categories":6726},[78],{"categories":6728},[78],{"categories":6730},[134],{"categories":6732},[251],{"categories":6734},[],{"categories":6736},[],{"categories":6738},[148],{"categories":6740},[78],{"categories":6742},[78],{"categories":6744},[170],{"categories":6746},[78],{"categories":6748},[148],{"categories":6750},[170],{"categories":6752},[78],{"categories":6754},[78],{"categories":6756},[251],{"categories":6758},[173],{"categories":6760},[78],{"categories":6762},[78],{"categories":6764},[124],{"categories":6766},[134],{"categories":6768},[78],{"categories":6770},[78],{"categories":6772},[134],{"categories":6774},[129],{"categories":6776},[134],{"categories":6778},[148],{"categories":6780},[78],{"categories":6782},[129],{"categories":6784},[],{"categories":6786},[78],{"categories":6788},[173],{"categories":6790},[78],{"categories":6792},[78],{"categories":6794},[],{"categories":6796},[170],{"categories":6798},[78],{"categories":6800},[134],{"categories":6802},[173],{"categories":6804},[78],{"categories":6806},[148],{"categories":6808},[148],{"categories":6810},[148],{"categories":6812},[78],{"categories":6814},[134],{"categories":6816},[134],{"categories":6818},[78],{"categories":6820},[134],{"categories":6822},[78],{"categories":6824},[78],{"categories":6826},[222],{"categories":6828},[173],{"categories":6830},[173],{"categories":6832},[],{"categories":6834},[170],{"categories":6836},[78],{"categories":6838},[78],{"categories":6840},[148],{"categories":6842},[],{"categories":6844},[170],{"categories":6846},[170],{"categories":6848},[170],{"categories":6850},[],{"categories":6852},[134],{"categories":6854},[78],{"categories":6856},[],{"categories":6858},[124],{"categories":6860},[129],{"categories":6862},[],{"categories":6864},[78],{"categories":6866},[78],{"categories":6868},[],{"categories":6870},[148],{"categories":6872},[],{"categories":6874},[],{"categories":6876},[],{"categories":6878},[],{"categories":6880},[78],{"categories":6882},[170],{"categories":6884},[],{"categories":6886},[],{"categories":6888},[78],{"categories":6890},[78],{"categories":6892},[78],{"categories":6894},[173],{"categories":6896},[78],{"categories":6898},[173],{"categories":6900},[],{"categories":6902},[173],{"categories":6904},[173],{"categories":6906},[292],{"categories":6908},[134],{"categories":6910},[148],{"categories":6912},[],{"categories":6914},[],{"categories":6916},[173],{"categories":6918},[148],{"categories":6920},[148],{"categories":6922},[148],{"categories":6924},[],{"categories":6926},[124],{"categories":6928},[148],{"categories":6930},[148],{"categories":6932},[124],{"categories":6934},[148],{"categories":6936},[129],{"categories":6938},[148],{"categories":6940},[148],{"categories":6942},[148],{"categories":6944},[173],{"categories":6946},[170],{"categories":6948},[170],{"categories":6950},[78],{"categories":6952},[148],{"categories":6954},[173],{"categories":6956},[292],{"categories":6958},[173],{"categories":6960},[173],{"categories":6962},[173],{"categories":6964},[],{"categories":6966},[129],{"categories":6968},[],{"categories":6970},[292],{"categories":6972},[148],{"categories":6974},[148],{"categories":6976},[148],{"categories":6978},[134],{"categories":6980},[170,129],{"categories":6982},[173],{"categories":6984},[],{"categories":6986},[],{"categories":6988},[173],{"categories":6990},[],{"categories":6992},[173],{"categories":6994},[170],{"categories":6996},[134],{"categories":6998},[],{"categories":7000},[148],{"categories":7002},[78],{"categories":7004},[222],{"categories":7006},[],{"categories":7008},[78],{"categories":7010},[],{"categories":7012},[170],{"categories":7014},[124],{"categories":7016},[173],{"categories":7018},[],{"categories":7020},[148],{"categories":7022},[170],[7024,7164,7239,7344],{"id":7025,"title":7026,"ai":7027,"body":7032,"categories":7124,"created_at":79,"date_modified":79,"description":71,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":7125,"navigation":101,"path":7151,"published_at":7152,"question":79,"scraped_at":7153,"seo":7154,"sitemap":7155,"source_id":7156,"source_name":7157,"source_type":108,"source_url":7158,"stem":7159,"tags":7160,"thumbnail_url":79,"tldr":7161,"tweet":79,"unknown_tags":7162,"__hash__":7163},"summaries\u002Fsummaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary.md","Audit Your Coding Agent Configuration",{"provider":7,"model":8,"input_tokens":7028,"output_tokens":7029,"processing_time_ms":7030,"cost_usd":7031},8392,905,4363,0.0034555,{"type":14,"value":7033,"toc":7119},[7034,7038,7049,7053,7056,7070,7074,7077],[17,7035,7037],{"id":7036},"the-problem-of-configuration-bloat","The Problem of Configuration Bloat",[22,7039,7040,7041,7044,7045,7048],{},"Coding agents often suffer from performance degradation due to bloated configuration files (e.g., ",[66,7042,7043],{},"CLAUDE.md",", ",[66,7046,7047],{},"AGENTS.md","). Developers frequently add rules to these files in response to specific errors, leading to \"knowledge base\" files that exceed recommended lengths (often 200+ lines). Research indicates that this context bloat, along with skill and lint leakage, is widespread. Anthropic’s own experience with Claude 5 generation models showed that removing over 80% of the system prompt resulted in no measurable loss in coding performance, suggesting that much of our manual steering is redundant or outdated.",[17,7050,7052],{"id":7051},"rethinking-skills-and-context","Rethinking Skills and Context",[22,7054,7055],{},"While personalized skills are popular, recent research suggests they are not a silver bullet. A study found that personalization based on individual history performed no better than generic community-sourced skills.",[43,7057,7058,7064],{},[46,7059,7060,7063],{},[49,7061,7062],{},"Context Files:"," These are most effective when they provide information the model cannot infer from the code itself, such as project-specific safety rules, expensive command warnings, or architectural boundaries. They are poor substitutes for actual code; the model is significantly more likely to answer behavioral questions by reading the source code directly rather than a prose summary.",[46,7065,7066,7069],{},[49,7067,7068],{},"Hygiene:"," Treat your agent configuration as a decision guide rather than a comprehensive manual. If a rule is critical, encode it into a test, hook, or permission rather than relying on prose instructions that the model may ignore or misinterpret.",[17,7071,7073],{"id":7072},"practical-audit-strategy","Practical Audit Strategy",[22,7075,7076],{},"To maintain agent performance, adopt a regular cadence (every 2–4 weeks) for auditing your environment:",[7078,7079,7080,7093,7103,7109],"ol",{},[46,7081,7082,7085,7086,7089,7090,7092],{},[49,7083,7084],{},"Run Diagnostic Tools:"," Use built-in commands like ",[66,7087,7088],{},"\u002Fdoctor"," (in Claude Code) to identify unused skills, plugins, and configuration cruft. Note that ",[66,7091,7088],{}," inside a session is for configuration, while shell-level commands may only check installation status.",[46,7094,7095,7098,7099,7102],{},[49,7096,7097],{},"Review Memory:"," Use ",[66,7100,7101],{},"\u002Fmemory"," separately from your configuration files, as auto-memory can retain stale preferences even after project files have been cleaned.",[46,7104,7105,7108],{},[49,7106,7107],{},"Test Removal:"," Periodically attempt to complete tasks without local skills to see if the model and harness have improved enough to handle the work natively. This helps overcome the \"crutch\" mentality where developers keep outdated skills out of fear of quality drops.",[46,7110,7111,7114,7115,7118],{},[49,7112,7113],{},"Prioritize Quality:"," When evaluating skills, focus on those with clear descriptions, triggers, and concrete examples. Use community tools to audit the quality of ",[66,7116,7117],{},"SKILL.md"," files rather than simply accumulating more of them.",{"title":71,"searchDepth":72,"depth":72,"links":7120},[7121,7122,7123],{"id":7036,"depth":72,"text":7037},{"id":7051,"depth":72,"text":7052},{"id":7072,"depth":72,"text":7073},[78],{"group":7126,"content_references":7127,"triage":7148},"addy-osmani",[7128,7132,7136,7142],{"type":85,"title":7129,"author":7130,"url":7131,"context":88},"Agent Skills","Addy Osmani","https:\u002F\u002Fgithub.com\u002Faddyosmani\u002Fagent-skills",{"type":85,"title":7133,"author":7134,"url":7135,"context":88},"Impeccable","Paul Bakaus","https:\u002F\u002Fimpeccable.style\u002F",{"type":7137,"title":7138,"publisher":7139,"url":7140,"context":7141},"paper","The new rules of context engineering for Claude 5 generation models","Anthropic","https:\u002F\u002Fclaude.com\u002Fblog\u002Fthe-new-rules-of-context-engineering-for-claude-5-generation-models","cited",{"type":7143,"title":7144,"publisher":7145,"url":7146,"context":7147},"other","Agent Loop Decoded","Oracle","https:\u002F\u002Ffandf.co\u002F4q1byDX","recommended",{"relevance":96,"novelty":97,"quality":97,"actionability":97,"composite":7149,"reasoning":7150},4.35,"Category: AI & LLMs. The article provides a deep dive into the issue of configuration bloat in coding agents, which is a critical concern for developers integrating AI tools. It offers a practical audit strategy with specific tools like '\u002Fdoctor' that developers can implement to improve their agent configurations.","\u002Fsummaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary","2026-08-27 14:31:10","2026-08-28 03:12:27",{"title":7026,"description":71},{"loc":7151},"5c896047cb8def1d","Elevate (Addy Osmani Substack)","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Faudit-your-agent-files","summaries\u002F5c896047cb8def1d-audit-your-coding-agent-configuration-summary",[115,112,113,114],"Agent configuration files like CLAUDE.md and custom skills suffer from 'rot' and bloat. Regular audits using tools like \u002Fdoctor are essential to remove stale instructions, as modern models often perform better with leaner, more focused context.",[],"ggoqvNP2QLD_Y-aoHsri7KLMqi1bBZQsptNTJDDROIM",{"id":7165,"title":7166,"ai":7167,"body":7172,"categories":7217,"created_at":79,"date_modified":79,"description":71,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":7218,"navigation":101,"path":7226,"published_at":7227,"question":79,"scraped_at":7228,"seo":7229,"sitemap":7230,"source_id":7231,"source_name":7232,"source_type":108,"source_url":7233,"stem":7234,"tags":7235,"thumbnail_url":79,"tldr":7236,"tweet":79,"unknown_tags":7237,"__hash__":7238},"summaries\u002Fsummaries\u002F79a8b9128fba52b9-anthropic-enables-auto-mode-by-default-in-claude-c-summary.md","Anthropic Enables Auto Mode by Default in Claude Code",{"provider":7,"model":8,"input_tokens":7168,"output_tokens":7169,"processing_time_ms":7170,"cost_usd":7171},5733,447,2308,0.00210375,{"type":14,"value":7173,"toc":7212},[7174,7178,7181,7185,7188,7192,7195,7209],[17,7175,7177],{"id":7176},"the-shift-to-autonomous-execution","The Shift to Autonomous Execution",[22,7179,7180],{},"Starting August 14, Anthropic is transitioning Claude Code to use \"auto mode\" by default for Pro, Max, and Team accounts. This feature allows the AI agent to execute sequences of commands without requiring explicit human approval at every step. The agent will only pause for human intervention if an action is flagged as destructive, irreversible, or directed outside the local environment.",[17,7182,7184],{"id":7183},"why-automation-outperforms-manual-review","Why Automation Outperforms Manual Review",[22,7186,7187],{},"Anthropic’s decision is driven by data suggesting that human oversight in coding agents is often ineffective due to \"approval fatigue.\" In a study involving 1,053 paid testers, human reviewers caught only 13.6% of harmful actions, whereas auto mode successfully identified 89%. This discrepancy is attributed to the tendency of users to habitually approve permission prompts, with data showing that users historically approved 97% of all requests presented to them.",[17,7189,7191],{"id":7190},"safety-and-control-mechanisms","Safety and Control Mechanisms",[22,7193,7194],{},"To mitigate the risks associated with increased autonomy, Anthropic has implemented several guardrails alongside the default auto mode:",[43,7196,7197,7203],{},[46,7198,7199,7202],{},[49,7200,7201],{},"Prompt Injection Screening:"," Built-in checks to prevent malicious inputs from compromising the agent.",[46,7204,7205,7208],{},[49,7206,7207],{},"Customizable Deny Rules:"," Users can define specific constraints to prevent the agent from accessing sensitive data or performing unauthorized operations.",[22,7210,7211],{},"Boris Cherny, Head of Claude Code, noted that the internal team has transitioned to using auto mode exclusively, suggesting that the reduction in friction significantly improves the developer experience without sacrificing security.",{"title":71,"searchDepth":72,"depth":72,"links":7213},[7214,7215,7216],{"id":7176,"depth":72,"text":7177},{"id":7183,"depth":72,"text":7184},{"id":7190,"depth":72,"text":7191},[78],{"content_references":7219,"triage":7223},[7220],{"type":85,"title":7221,"url":7222,"context":88},"Claude Code","https:\u002F\u002Fclaude.com\u002Fblog\u002Fauto-mode-default-in-claude-code",{"relevance":97,"novelty":98,"quality":97,"actionability":98,"composite":7224,"reasoning":7225},3.6,"Category: AI & LLMs. The article discusses a significant change in the functionality of Claude Code, which directly relates to AI tools and automation in coding. It provides insights into the effectiveness of auto mode versus manual review, which addresses a pain point for developers regarding oversight and efficiency.","\u002Fsummaries\u002F79a8b9128fba52b9-anthropic-enables-auto-mode-by-default-in-claude-c-summary","2026-08-09 19:20:32","2026-08-10 03:21:30",{"title":7166,"description":71},{"loc":7226},"79a8b9128fba52b9","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F09\u002Fanthropic-is-turning-claude-codes-auto-mode-on-by-default\u002F","summaries\u002F79a8b9128fba52b9-anthropic-enables-auto-mode-by-default-in-claude-c-summary",[115,114,113,112],"Starting August 14, Anthropic will make 'auto mode' the default for Claude Code, citing higher safety efficacy compared to manual human review.",[],"xjG8EqOud2Bcqlz5xZZhNTBrwKBbTyH4CRBGb_u2guU",{"id":7240,"title":7241,"ai":7242,"body":7247,"categories":7319,"created_at":79,"date_modified":79,"description":71,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":7320,"navigation":101,"path":7328,"published_at":7329,"question":79,"scraped_at":7330,"seo":7331,"sitemap":7332,"source_id":7333,"source_name":7334,"source_type":7335,"source_url":7336,"stem":7337,"tags":7338,"thumbnail_url":7339,"tldr":7340,"tweet":7341,"unknown_tags":7342,"__hash__":7343},"summaries\u002Fsummaries\u002Fd429111ee57dc79a-agentic-engineering-patterns-from-the-claude-certi-summary.md","Agentic Engineering Patterns from the Claude Certified Architect Exam",{"provider":7,"model":8,"input_tokens":7243,"output_tokens":7244,"processing_time_ms":7245,"cost_usd":7246},7206,635,2902,0.002754,{"type":14,"value":7248,"toc":7314},[7249,7253,7256,7263,7277,7281,7284,7287,7307,7311],[17,7250,7252],{"id":7251},"designing-robust-agentic-loops","Designing Robust Agentic Loops",[22,7254,7255],{},"The core of agentic engineering is not just writing loops, but designing them to handle the realities of LLM behavior. A common anti-pattern is treating an LLM as an autonomous executor that can run tools directly. In reality, the LLM is a probabilistic predictor that only outputs parameters for your code to execute.",[22,7257,7258,7259,7262],{},"To build reliable systems, you must branch your logic based on the ",[66,7260,7261],{},"stop_reason"," provided by the model. This is critical for two reasons:",[7078,7264,7265,7271],{},[46,7266,7267,7270],{},[49,7268,7269],{},"Tool Execution:"," You must detect when the model has stopped specifically to request a tool, execute that tool in your own code, and feed the result back into the loop.",[46,7272,7273,7276],{},[49,7274,7275],{},"Token Limits:"," You must monitor for partial responses caused by token exhaustion. If the model stops due to a limit, you must handle the incomplete output rather than assuming it is a finished task.",[17,7278,7280],{"id":7279},"context-discipline-and-specialization","Context Discipline and Specialization",[22,7282,7283],{},"Avoid the \"carpenter with every tool\" anti-pattern, where a single agent is overloaded with every available tool. This leads to confusion and poor performance. Instead, follow the principle of specialization: create sub-agents that perform one specific task with only the one or two tools they require.",[22,7285,7286],{},"Furthermore, maintain strict context hygiene to save costs and improve accuracy:",[43,7288,7289,7295,7301],{},[46,7290,7291,7294],{},[49,7292,7293],{},"Isolation:"," Fork sub-task outputs into separate threads. Only return the final summary to the main context to prevent \"context pollution.\"",[46,7296,7297,7300],{},[49,7298,7299],{},"Avoid Groupthink:"," When using a critic agent, provide only the claim and the evidence. Withholding the original reasoning prevents the agents from converging on a single, potentially flawed idea through a process similar to human groupthink.",[46,7302,7303,7306],{},[49,7304,7305],{},"Compaction:"," Implement token count checks. Once a threshold (e.g., 150,000 tokens) is reached, trigger compaction algorithms to condense the context window.",[17,7308,7310],{"id":7309},"production-efficiency","Production Efficiency",[22,7312,7313],{},"For CI\u002FCD pipelines, ensure agents are configured for non-interactive modes to prevent the system from pausing for human permission. Finally, leverage batch processing for non-urgent tasks. By running workloads in batch mode, you can achieve a 50% reduction in token costs, provided you can accommodate a 24-hour turnaround time.",{"title":71,"searchDepth":72,"depth":72,"links":7315},[7316,7317,7318],{"id":7251,"depth":72,"text":7252},{"id":7279,"depth":72,"text":7280},{"id":7309,"depth":72,"text":7310},[78],{"content_references":7321,"triage":7326},[7322,7325],{"type":85,"title":7323,"publisher":7139,"context":7324},"Claude Certified Architect Exam","reviewed",{"type":85,"title":7221,"publisher":7139,"context":88},{"relevance":96,"novelty":97,"quality":97,"actionability":97,"composite":7149,"reasoning":7327},"Category: AI & LLMs. The article provides in-depth insights into designing robust AI agents, addressing specific pain points like managing context and handling execution failures, which are crucial for product builders. It offers actionable strategies such as creating specialized sub-agents and maintaining context hygiene, making it highly relevant and practical.","\u002Fsummaries\u002Fd429111ee57dc79a-agentic-engineering-patterns-from-the-claude-certi-summary","2026-08-08 16:00:06","2026-08-09 03:08:34",{"title":7241,"description":71},{"loc":7328},"d429111ee57dc79a","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Z-c11pV_uvU","summaries\u002Fd429111ee57dc79a-agentic-engineering-patterns-from-the-claude-certi-summary",[112,113,115,114],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZ-c11pV_uvU\u002Fhqdefault.jpg","Build robust AI agents by treating them as specialized, isolated units, managing context strictly, and designing loops that handle stop reasons rather than assuming successful execution.","This video breaks down the [Claude Certified Architect exam](https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-certified-architect) by framing its production scenarios as a series of \"anti-patterns\" to avoid in agentic engineering. It focuses on practical architectural constraints—such as branching on stop reasons, maintaining specialized sub-agents, and managing context isolation—rather than just prompting tips.",[],"A7or30p27mCidPE6HNBVbxZYh74qQ44qbzLtEZeT3bg",{"id":7345,"title":7346,"ai":7347,"body":7352,"categories":7399,"created_at":79,"date_modified":79,"description":71,"extension":80,"faq":79,"featured":81,"kicker_label":79,"meta":7400,"navigation":101,"path":7409,"published_at":7410,"question":79,"scraped_at":7410,"seo":7411,"sitemap":7412,"source_id":7413,"source_name":107,"source_type":108,"source_url":7414,"stem":7415,"tags":7416,"thumbnail_url":79,"tldr":7417,"tweet":79,"unknown_tags":7418,"__hash__":7419},"summaries\u002Fsummaries\u002F455f9d32d497541c-z-ai-releases-glm-5-2-with-1m-token-context-for-co-summary.md","Z.ai Releases GLM-5.2 with 1M-Token Context for Coding Agents",{"provider":7,"model":8,"input_tokens":7348,"output_tokens":7349,"processing_time_ms":7350,"cost_usd":7351},6852,543,2740,0.0025275,{"type":14,"value":7353,"toc":7394},[7354,7358,7361,7365,7383,7387],[17,7355,7357],{"id":7356},"_1m-token-context-and-agentic-workflow","1M-Token Context and Agentic Workflow",[22,7359,7360],{},"Z.ai has released GLM-5.2, a significant update to its flagship coding model line. The standout feature is a 1,000,000-token context window, which represents a 5x increase over the previous GLM-5.1 release. This capacity is designed specifically for agentic coding workflows, allowing the model to ingest entire mid-sized repositories—including source code, tests, and configuration files—into its working memory. By eliminating the need for frequent summarization, the model maintains higher coherence during complex, multi-file refactoring or debugging tasks.",[17,7362,7364],{"id":7363},"thinking-effort-levels","Thinking-Effort Levels",[22,7366,7367,7368,7371,7372,7044,7375,7378,7379,7382],{},"GLM-5.2 introduces two distinct \"thinking-effort\" modes: High and Max. These settings allow developers to calibrate the model's reasoning depth based on task complexity. Z.ai recommends the \"Max\" effort setting for multi-step coding operations. In tools like Claude Code, this is integrated via the ",[66,7369,7370],{},"\u002Feffort"," command, where settings such as ",[66,7373,7374],{},"xhigh",[66,7376,7377],{},"max",", and ",[66,7380,7381],{},"ultracode"," are now mapped to the model's Max effort level.",[17,7384,7386],{"id":7385},"implementation-and-compatibility","Implementation and Compatibility",[22,7388,7389,7390,7393],{},"Despite the lack of public benchmark scores at launch, Z.ai has prioritized immediate integration with existing developer tooling. The model is compatible with eight agentic coding platforms, including Claude Code, Cline, OpenCode, and OpenClaw. Developers can implement the model by updating their ",[66,7391,7392],{},"~\u002F.claude\u002Fsettings.json"," or by configuring environment variables to point to the Z.ai API endpoint. The model is available to all users on the GLM Coding Plan, ranging from Lite to Team tiers.",{"title":71,"searchDepth":72,"depth":72,"links":7395},[7396,7397,7398],{"id":7356,"depth":72,"text":7357},{"id":7363,"depth":72,"text":7364},{"id":7385,"depth":72,"text":7386},[78],{"content_references":7401,"triage":7407},[7402,7404],{"type":85,"title":7221,"url":7403,"context":88},"https:\u002F\u002Fclaude.ai",{"type":85,"title":7405,"url":7406,"context":88},"Cline","https:\u002F\u002Fcline.bot",{"relevance":97,"novelty":98,"quality":97,"actionability":98,"composite":7224,"reasoning":7408},"Category: AI & LLMs. The article discusses the release of GLM-5.2, which directly relates to AI engineering and coding agents, addressing the audience's interest in practical applications of AI models. It provides some new features like the 1M-token context and thinking-effort levels, but lacks detailed implementation examples that would enhance actionability.","\u002Fsummaries\u002F455f9d32d497541c-z-ai-releases-glm-5-2-with-1m-token-context-for-co-summary","2026-06-15 12:56:58",{"title":7346,"description":71},{"loc":7409},"455f9d32d497541c","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F14\u002Fz-ai-launches-glm-5-2-with-a-usable-1m-token-context-two-thinking-effort-levels-and-no-benchmarks-at-launch\u002F","summaries\u002F455f9d32d497541c-z-ai-releases-glm-5-2-with-1m-token-context-for-co-summary",[112,113,114,115],"Z.ai's new GLM-5.2 model introduces a 1M-token context window and variable 'thinking-effort' levels, enabling coding agents to process entire mid-sized repositories without needing constant summarization.",[],"UAmjxz1Il8si3S9go7r9Lqk62Ap0b5IZ9UXWRmuFYLI"]