[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-d336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary":3,"summaries-facets-categories":137,"summary-related-d336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary":7041},{"id":4,"title":5,"ai":6,"body":13,"categories":93,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":98,"navigation":116,"path":117,"published_at":118,"question":95,"scraped_at":119,"seo":120,"sitemap":121,"source_id":122,"source_name":123,"source_type":124,"source_url":125,"stem":126,"tags":127,"thumbnail_url":132,"tldr":133,"tweet":134,"unknown_tags":135,"__hash__":136},"summaries\u002Fsummaries\u002Fd336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary.md","Debugging AI Agents: Why Replayability Beats Determinism",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7309,733,4218,0.00292675,{"type":14,"value":15,"toc":86},"minimark",[16,21,30,34,37,40,62,66],[17,18,20],"h2",{"id":19},"the-fallacy-of-bitwise-determinism","The Fallacy of Bitwise Determinism",[22,23,24,25,29],"p",{},"Engineers often attempt to debug non-deterministic agent failures by setting model temperature to zero, hoping for consistent outputs. This is a fundamental misconception. Even at temperature zero, LLM outputs vary due to hardware-level non-determinism, floating-point math non-associativity, and batch-level routing in Mixture of Experts (MoE) architectures. Chasing bitwise determinism—where the same input always yields the same token output—is a losing battle that ignores the reality of distributed AI systems. Instead, teams should prioritize ",[26,27,28],"strong",{},"replayability",", which focuses on observability and the ability to re-validate a specific historical execution trace.",[17,31,33],{"id":32},"the-record-and-replay-pattern","The Record and Replay Pattern",[22,35,36],{},"To move beyond simple logging, implement a recording layer at the boundary of every node in your agentic workflow (e.g., tool calls, LLM invocations, RAG retrievals). By capturing the input\u002Foutput envelope of these nodes rather than just the raw prompt, you create a trace that represents the system's state transitions.",[22,38,39],{},"This approach, demonstrated via the \"Chronicle\" proof-of-concept, allows for:",[41,42,43,50,56],"ul",{},[44,45,46,49],"li",{},[26,47,48],{},"Deterministic Post-Mortems:"," You can inspect the exact state of an agent at the moment of failure, including metadata like model versions and sampling parameters.",[44,51,52,55],{},[26,53,54],{},"Isolated Debugging:"," By using these recorded traces, you can stub out specific nodes (like an LLM call) while running others (like a tool call) live. This allows you to test fixes for guardrails or logic errors without re-triggering the non-deterministic model generation.",[44,57,58,61],{},[26,59,60],{},"Cost-Effective Testing:"," Once a failure is recorded, that trace becomes a permanent test case. You can rerun the agent logic against the recorded trace with zero model calls, making your CI suite faster and cheaper.",[17,63,65],{"id":64},"architectural-best-practices","Architectural Best Practices",[41,67,68,74,80],{},[44,69,70,73],{},[26,71,72],{},"Capture the Full Envelope:"," Do not just log prompts. Record inputs, outputs, model versions, build IDs, and retrieved context chunks to ensure you have the full state context.",[44,75,76,79],{},[26,77,78],{},"Distinguish Testing Types:"," Use deterministic testing (via replay) for guardrails and tool logic, and behavioral testing (e.g., LLM-as-a-judge) for subjective quality metrics.",[44,81,82,85],{},[26,83,84],{},"Embrace Randomness:"," Do not pin temperature to zero in production. The variability in model output is often what provides the agent with its reasoning capabilities; your infrastructure should be robust enough to handle that variability rather than suppressing it.",{"title":87,"searchDepth":88,"depth":88,"links":89},"",2,[90,91,92],{"id":19,"depth":88,"text":20},{"id":32,"depth":88,"text":33},{"id":64,"depth":88,"text":65},[94],"Software Engineering",null,"md",false,{"content_references":99,"triage":111},[100,106],{"type":101,"title":102,"author":103,"url":104,"context":105},"tool","Chronicle","Tisha Chawla & Susheem Koul","https:\u002F\u002Fgithub.com\u002Ftishachawla-jg","recommended",{"type":107,"title":108,"author":109,"context":110},"other","Mozilla rr","Mozilla","cited",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":115},5,4,4.35,"Category: AI & LLMs. The article provides a deep dive into debugging AI agents, specifically focusing on the importance of replayability over determinism, which addresses a key pain point for developers working with LLMs. It offers actionable architectural best practices for implementing a recording layer, making it highly relevant and practical for the target audience.",true,"\u002Fsummaries\u002Fd336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary","2026-06-29 00:00:39","2026-06-29 12:56:34",{"title":5,"description":87},{"loc":117},"d336f6bf314bd5d5","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Lc8zRh9muoY","summaries\u002Fd336f6bf314bd5d5-debugging-ai-agents-why-replayability-beats-determ-summary",[128,129,130,131],"agents","llm","debugging","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FLc8zRh9muoY\u002Fhqdefault.jpg","Stop chasing bitwise determinism in LLMs. Instead, implement a 'record and replay' architecture to capture agent state transitions, enabling you to debug production failures by re-running traces with mocked nodes.","This talk argues that trying to force LLMs to be deterministic is a dead end for production debugging. Instead, the speakers propose a \"record and replay\" pattern—similar to [Mozilla rr](https:\u002F\u002Frr-project.org\u002F)—where you capture inputs and outputs at the boundaries of your agent’s nodes to reconstruct and step through failed execution traces without needing to re-run the model.",[130,131],"ZDzP6shSzKw8mIqjy60IR2C_IwRBEhTrPPQqpB71g4M",[138,141,144,146,149,151,154,157,159,161,163,165,167,169,171,173,175,178,180,182,184,186,189,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,241,243,245,247,249,251,253,255,257,259,261,263,265,267,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,311,313,315,317,319,321,323,325,327,329,331,333,335,337,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,405,407,409,411,413,415,417,419,421,423,425,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,461,463,465,467,469,471,473,475,477,479,481,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,543,545,547,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,589,591,593,595,597,599,601,603,605,607,609,611,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,901,903,905,907,909,912,914,916,918,920,922,924,926,928,930,932,934,936,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039],{"categories":139},[140],"AI & LLMs",{"categories":142},[143],"Developer Productivity",{"categories":145},[140],{"categories":147},[148],"Business & SaaS",{"categories":150},[140],{"categories":152},[153],"AI Automation",{"categories":155},[156],"Product Strategy",{"categories":158},[153],{"categories":160},[140],{"categories":162},[143],{"categories":164},[153],{"categories":166},[94],{"categories":168},[140],{"categories":170},[148],{"categories":172},[],{"categories":174},[140],{"categories":176},[177],"Inference & Serving",{"categories":179},[140],{"categories":181},[140],{"categories":183},[153],{"categories":185},[],{"categories":187},[188],"AI News & Trends",{"categories":190},[191],"Data Science & Visualization",{"categories":193},[153],{"categories":195},[140],{"categories":197},[140],{"categories":199},[148],{"categories":201},[143],{"categories":203},[140],{"categories":205},[153],{"categories":207},[188],{"categories":209},[140],{"categories":211},[153],{"categories":213},[153],{"categories":215},[140],{"categories":217},[140],{"categories":219},[153],{"categories":221},[140],{"categories":223},[140],{"categories":225},[140],{"categories":227},[153],{"categories":229},[188],{"categories":231},[140],{"categories":233},[140],{"categories":235},[140],{"categories":237},[],{"categories":239},[240],"Design & Frontend",{"categories":242},[191],{"categories":244},[188],{"categories":246},[140],{"categories":248},[140],{"categories":250},[140],{"categories":252},[],{"categories":254},[140],{"categories":256},[140],{"categories":258},[153],{"categories":260},[94],{"categories":262},[140],{"categories":264},[153],{"categories":266},[140],{"categories":268},[269],"Marketing & Growth",{"categories":271},[240],{"categories":273},[140],{"categories":275},[153],{"categories":277},[140],{"categories":279},[140],{"categories":281},[94],{"categories":283},[140],{"categories":285},[],{"categories":287},[],{"categories":289},[240],{"categories":291},[140],{"categories":293},[153],{"categories":295},[143],{"categories":297},[94],{"categories":299},[153],{"categories":301},[240],{"categories":303},[156],{"categories":305},[140],{"categories":307},[94],{"categories":309},[310],"DevOps & Cloud",{"categories":312},[153],{"categories":314},[156],{"categories":316},[188],{"categories":318},[140],{"categories":320},[],{"categories":322},[140],{"categories":324},[140],{"categories":326},[],{"categories":328},[153],{"categories":330},[94],{"categories":332},[],{"categories":334},[94],{"categories":336},[140],{"categories":338},[339],"Governance & Standards",{"categories":341},[148],{"categories":343},[],{"categories":345},[],{"categories":347},[140],{"categories":349},[140],{"categories":351},[153],{"categories":353},[140],{"categories":355},[140],{"categories":357},[153],{"categories":359},[140],{"categories":361},[140],{"categories":363},[140],{"categories":365},[],{"categories":367},[94],{"categories":369},[],{"categories":371},[],{"categories":373},[140],{"categories":375},[94],{"categories":377},[],{"categories":379},[94],{"categories":381},[140],{"categories":383},[140],{"categories":385},[269],{"categories":387},[140],{"categories":389},[140],{"categories":391},[140],{"categories":393},[240],{"categories":395},[240],{"categories":397},[140],{"categories":399},[94],{"categories":401},[153],{"categories":403},[404],"GovTech & Public-Sector Adoption",{"categories":406},[94],{"categories":408},[140],{"categories":410},[140],{"categories":412},[140],{"categories":414},[153],{"categories":416},[153],{"categories":418},[191],{"categories":420},[140],{"categories":422},[188],{"categories":424},[153],{"categories":426},[427],"Legal AI Tools",{"categories":429},[140],{"categories":431},[153],{"categories":433},[140],{"categories":435},[269],{"categories":437},[153],{"categories":439},[156],{"categories":441},[140],{"categories":443},[94],{"categories":445},[404],{"categories":447},[],{"categories":449},[153],{"categories":451},[],{"categories":453},[148],{"categories":455},[153],{"categories":457},[153],{"categories":459},[460],"RAG & Retrieval",{"categories":462},[148],{"categories":464},[140],{"categories":466},[94],{"categories":468},[94],{"categories":470},[310],{"categories":472},[240],{"categories":474},[153],{"categories":476},[140],{"categories":478},[140],{"categories":480},[],{"categories":482},[483],"Agents & Orchestration",{"categories":485},[94],{"categories":487},[140],{"categories":489},[],{"categories":491},[153],{"categories":493},[148],{"categories":495},[],{"categories":497},[140],{"categories":499},[],{"categories":501},[140],{"categories":503},[143],{"categories":505},[94],{"categories":507},[148],{"categories":509},[140],{"categories":511},[153],{"categories":513},[140],{"categories":515},[188],{"categories":517},[140],{"categories":519},[],{"categories":521},[140],{"categories":523},[],{"categories":525},[140],{"categories":527},[94],{"categories":529},[140],{"categories":531},[153],{"categories":533},[191],{"categories":535},[],{"categories":537},[140],{"categories":539},[240],{"categories":541},[542],"Models & Frontier Labs",{"categories":544},[],{"categories":546},[240],{"categories":548},[549],"Regulation & Governance of AI",{"categories":551},[156],{"categories":553},[153],{"categories":555},[],{"categories":557},[140],{"categories":559},[140],{"categories":561},[153],{"categories":563},[153],{"categories":565},[188],{"categories":567},[140],{"categories":569},[148],{"categories":571},[140],{"categories":573},[153],{"categories":575},[],{"categories":577},[94],{"categories":579},[153],{"categories":581},[140],{"categories":583},[156],{"categories":585},[140],{"categories":587},[588],"AI Policy & Regulation",{"categories":590},[],{"categories":592},[140],{"categories":594},[153],{"categories":596},[156],{"categories":598},[153],{"categories":600},[140],{"categories":602},[140],{"categories":604},[140],{"categories":606},[153],{"categories":608},[],{"categories":610},[191],{"categories":612},[613],"Evals & Reliability",{"categories":615},[140],{"categories":617},[140],{"categories":619},[],{"categories":621},[143],{"categories":623},[404],{"categories":625},[588],{"categories":627},[140],{"categories":629},[148],{"categories":631},[140],{"categories":633},[153],{"categories":635},[140],{"categories":637},[153],{"categories":639},[483],{"categories":641},[140],{"categories":643},[94],{"categories":645},[140],{"categories":647},[],{"categories":649},[240],{"categories":651},[],{"categories":653},[140],{"categories":655},[404],{"categories":657},[140],{"categories":659},[140],{"categories":661},[140],{"categories":663},[],{"categories":665},[140],{"categories":667},[240],{"categories":669},[94],{"categories":671},[],{"categories":673},[140],{"categories":675},[],{"categories":677},[153],{"categories":679},[140],{"categories":681},[240],{"categories":683},[],{"categories":685},[140],{"categories":687},[140],{"categories":689},[191],{"categories":691},[153],{"categories":693},[140],{"categories":695},[148],{"categories":697},[153],{"categories":699},[140],{"categories":701},[140],{"categories":703},[94],{"categories":705},[240],{"categories":707},[140],{"categories":709},[153],{"categories":711},[],{"categories":713},[94],{"categories":715},[153],{"categories":717},[191],{"categories":719},[],{"categories":721},[140],{"categories":723},[188],{"categories":725},[140],{"categories":727},[],{"categories":729},[140],{"categories":731},[140],{"categories":733},[140],{"categories":735},[148,269],{"categories":737},[],{"categories":739},[94],{"categories":741},[140],{"categories":743},[140],{"categories":745},[153],{"categories":747},[140],{"categories":749},[],{"categories":751},[],{"categories":753},[140],{"categories":755},[240],{"categories":757},[140],{"categories":759},[],{"categories":761},[140],{"categories":763},[310],{"categories":765},[],{"categories":767},[153],{"categories":769},[188],{"categories":771},[140],{"categories":773},[140],{"categories":775},[240],{"categories":777},[],{"categories":779},[188],{"categories":781},[140],{"categories":783},[177],{"categories":785},[140],{"categories":787},[140],{"categories":789},[153],{"categories":791},[188],{"categories":793},[542],{"categories":795},[140],{"categories":797},[269],{"categories":799},[],{"categories":801},[153],{"categories":803},[148],{"categories":805},[94],{"categories":807},[140],{"categories":809},[153],{"categories":811},[],{"categories":813},[140,310],{"categories":815},[140],{"categories":817},[140],{"categories":819},[140],{"categories":821},[153],{"categories":823},[140,94],{"categories":825},[191],{"categories":827},[140],{"categories":829},[140],{"categories":831},[140],{"categories":833},[94],{"categories":835},[140],{"categories":837},[153],{"categories":839},[153],{"categories":841},[588],{"categories":843},[269],{"categories":845},[140],{"categories":847},[153],{"categories":849},[140],{"categories":851},[140],{"categories":853},[153],{"categories":855},[],{"categories":857},[153],{"categories":859},[140],{"categories":861},[140],{"categories":863},[153],{"categories":865},[140],{"categories":867},[140,148],{"categories":869},[140],{"categories":871},[148],{"categories":873},[],{"categories":875},[240],{"categories":877},[240],{"categories":879},[140],{"categories":881},[],{"categories":883},[],{"categories":885},[140],{"categories":887},[188],{"categories":889},[],{"categories":891},[143],{"categories":893},[140],{"categories":895},[94],{"categories":897},[140],{"categories":899},[900],"Generative UI & Design-to-Code",{"categories":902},[140],{"categories":904},[140],{"categories":906},[240],{"categories":908},[140],{"categories":910},[911],"Algorithmic Accountability",{"categories":913},[153],{"categories":915},[94],{"categories":917},[188],{"categories":919},[240],{"categories":921},[140],{"categories":923},[],{"categories":925},[156],{"categories":927},[140],{"categories":929},[140],{"categories":931},[140],{"categories":933},[140],{"categories":935},[153],{"categories":937},[938],"MLOps & Infrastructure",{"categories":940},[140],{"categories":942},[140],{"categories":944},[140],{"categories":946},[140],{"categories":948},[140],{"categories":950},[94],{"categories":952},[188],{"categories":954},[140],{"categories":956},[156],{"categories":958},[143],{"categories":960},[140],{"categories":962},[153],{"categories":964},[310],{"categories":966},[140],{"categories":968},[148],{"categories":970},[140],{"categories":972},[240],{"categories":974},[140],{"categories":976},[140],{"categories":978},[153],{"categories":980},[],{"categories":982},[],{"categories":984},[140],{"categories":986},[177],{"categories":988},[240],{"categories":990},[188],{"categories":992},[191],{"categories":994},[],{"categories":996},[140],{"categories":998},[140],{"categories":1000},[148],{"categories":1002},[153],{"categories":1004},[140],{"categories":1006},[140],{"categories":1008},[140],{"categories":1010},[140],{"categories":1012},[188],{"categories":1014},[177],{"categories":1016},[140],{"categories":1018},[240],{"categories":1020},[140],{"categories":1022},[],{"categories":1024},[153],{"categories":1026},[94],{"categories":1028},[],{"categories":1030},[140],{"categories":1032},[140],{"categories":1034},[153],{"categories":1036},[94],{"categories":1038},[140],{"categories":1040},[191],{"categories":1042},[240],{"categories":1044},[],{"categories":1046},[140],{"categories":1048},[],{"categories":1050},[140],{"categories":1052},[],{"categories":1054},[140],{"categories":1056},[140],{"categories":1058},[156],{"categories":1060},[148],{"categories":1062},[153],{"categories":1064},[153],{"categories":1066},[],{"categories":1068},[140],{"categories":1070},[143],{"categories":1072},[140],{"categories":1074},[140],{"categories":1076},[148],{"categories":1078},[188],{"categories":1080},[143],{"categories":1082},[],{"categories":1084},[140],{"categories":1086},[],{"categories":1088},[140],{"categories":1090},[],{"categories":1092},[188],{"categories":1094},[188],{"categories":1096},[],{"categories":1098},[483],{"categories":1100},[140],{"categories":1102},[240],{"categories":1104},[94],{"categories":1106},[],{"categories":1108},[427],{"categories":1110},[153],{"categories":1112},[148],{"categories":1114},[],{"categories":1116},[],{"categories":1118},[143],{"categories":1120},[191],{"categories":1122},[],{"categories":1124},[269],{"categories":1126},[153],{"categories":1128},[148],{"categories":1130},[153],{"categories":1132},[140],{"categories":1134},[148],{"categories":1136},[140],{"categories":1138},[94],{"categories":1140},[],{"categories":1142},[177],{"categories":1144},[156],{"categories":1146},[140],{"categories":1148},[240],{"categories":1150},[94],{"categories":1152},[148],{"categories":1154},[140],{"categories":1156},[94],{"categories":1158},[140],{"categories":1160},[153],{"categories":1162},[148],{"categories":1164},[140],{"categories":1166},[140],{"categories":1168},[140],{"categories":1170},[140],{"categories":1172},[140],{"categories":1174},[],{"categories":1176},[],{"categories":1178},[94],{"categories":1180},[191],{"categories":1182},[156],{"categories":1184},[140],{"categories":1186},[153],{"categories":1188},[94],{"categories":1190},[94],{"categories":1192},[140],{"categories":1194},[],{"categories":1196},[188],{"categories":1198},[156],{"categories":1200},[156],{"categories":1202},[94],{"categories":1204},[140],{"categories":1206},[613],{"categories":1208},[310],{"categories":1210},[],{"categories":1212},[153],{"categories":1214},[140],{"categories":1216},[],{"categories":1218},[143],{"categories":1220},[],{"categories":1222},[140],{"categories":1224},[140],{"categories":1226},[140],{"categories":1228},[240],{"categories":1230},[269],{"categories":1232},[140],{"categories":1234},[94],{"categories":1236},[140],{"categories":1238},[153],{"categories":1240},[],{"categories":1242},[94],{"categories":1244},[140],{"categories":1246},[143],{"categories":1248},[],{"categories":1250},[148],{"categories":1252},[140],{"categories":1254},[140],{"categories":1256},[188],{"categories":1258},[140,310],{"categories":1260},[140],{"categories":1262},[1263],"Design Systems for AI",{"categories":1265},[140],{"categories":1267},[140],{"categories":1269},[188],{"categories":1271},[140],{"categories":1273},[140],{"categories":1275},[140],{"categories":1277},[148],{"categories":1279},[140],{"categories":1281},[140],{"categories":1283},[140],{"categories":1285},[],{"categories":1287},[140],{"categories":1289},[140],{"categories":1291},[148],{"categories":1293},[140],{"categories":1295},[],{"categories":1297},[153],{"categories":1299},[153],{"categories":1301},[94],{"categories":1303},[188],{"categories":1305},[94],{"categories":1307},[140],{"categories":1309},[240],{"categories":1311},[188],{"categories":1313},[191],{"categories":1315},[140],{"categories":1317},[140],{"categories":1319},[153],{"categories":1321},[143],{"categories":1323},[588],{"categories":1325},[140],{"categories":1327},[153],{"categories":1329},[140],{"categories":1331},[94],{"categories":1333},[94],{"categories":1335},[],{"categories":1337},[],{"categories":1339},[140],{"categories":1341},[153],{"categories":1343},[156],{"categories":1345},[],{"categories":1347},[148],{"categories":1349},[140],{"categories":1351},[],{"categories":1353},[240],{"categories":1355},[94],{"categories":1357},[153],{"categories":1359},[94],{"categories":1361},[240],{"categories":1363},[140],{"categories":1365},[140],{"categories":1367},[240],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[188],{"categories":1375},[153],{"categories":1377},[153],{"categories":1379},[140],{"categories":1381},[140],{"categories":1383},[140],{"categories":1385},[140],{"categories":1387},[148],{"categories":1389},[140],{"categories":1391},[140],{"categories":1393},[],{"categories":1395},[94],{"categories":1397},[94],{"categories":1399},[140],{"categories":1401},[94],{"categories":1403},[148],{"categories":1405},[],{"categories":1407},[140],{"categories":1409},[140],{"categories":1411},[140],{"categories":1413},[140],{"categories":1415},[140],{"categories":1417},[153],{"categories":1419},[143],{"categories":1421},[148],{"categories":1423},[140],{"categories":1425},[153],{"categories":1427},[188],{"categories":1429},[153],{"categories":1431},[177],{"categories":1433},[269],{"categories":1435},[140],{"categories":1437},[153],{"categories":1439},[140],{"categories":1441},[140],{"categories":1443},[140],{"categories":1445},[],{"categories":1447},[240],{"categories":1449},[],{"categories":1451},[140],{"categories":1453},[140],{"categories":1455},[],{"categories":1457},[140],{"categories":1459},[94],{"categories":1461},[148],{"categories":1463},[1464],"Visual & Generative Media",{"categories":1466},[153],{"categories":1468},[],{"categories":1470},[140],{"categories":1472},[140],{"categories":1474},[94],{"categories":1476},[310],{"categories":1478},[140],{"categories":1480},[191],{"categories":1482},[588],{"categories":1484},[94],{"categories":1486},[269],{"categories":1488},[140],{"categories":1490},[240],{"categories":1492},[140],{"categories":1494},[140],{"categories":1496},[94],{"categories":1498},[153],{"categories":1500},[140],{"categories":1502},[],{"categories":1504},[],{"categories":1506},[153],{"categories":1508},[94],{"categories":1510},[143],{"categories":1512},[153],{"categories":1514},[542],{"categories":1516},[140],{"categories":1518},[156],{"categories":1520},[140],{"categories":1522},[148],{"categories":1524},[],{"categories":1526},[140],{"categories":1528},[156],{"categories":1530},[140],{"categories":1532},[140],{"categories":1534},[140],{"categories":1536},[156],{"categories":1538},[140],{"categories":1540},[140],{"categories":1542},[269],{"categories":1544},[140],{"categories":1546},[483],{"categories":1548},[140],{"categories":1550},[153],{"categories":1552},[140],{"categories":1554},[140],{"categories":1556},[140],{"categories":1558},[140],{"categories":1560},[240],{"categories":1562},[153],{"categories":1564},[],{"categories":1566},[153],{"categories":1568},[],{"categories":1570},[310],{"categories":1572},[94],{"categories":1574},[],{"categories":1576},[542],{"categories":1578},[140],{"categories":1580},[153],{"categories":1582},[153],{"categories":1584},[140],{"categories":1586},[240,140],{"categories":1588},[143],{"categories":1590},[140],{"categories":1592},[240],{"categories":1594},[],{"categories":1596},[140],{"categories":1598},[143],{"categories":1600},[140],{"categories":1602},[1603],"Medical Imaging & Radiology",{"categories":1605},[140],{"categories":1607},[140],{"categories":1609},[140],{"categories":1611},[240],{"categories":1613},[153],{"categories":1615},[94],{"categories":1617},[],{"categories":1619},[140],{"categories":1621},[140],{"categories":1623},[140],{"categories":1625},[],{"categories":1627},[],{"categories":1629},[140],{"categories":1631},[140],{"categories":1633},[483],{"categories":1635},[140],{"categories":1637},[143],{"categories":1639},[140],{"categories":1641},[140],{"categories":1643},[],{"categories":1645},[153],{"categories":1647},[140],{"categories":1649},[156],{"categories":1651},[94],{"categories":1653},[140],{"categories":1655},[153],{"categories":1657},[483],{"categories":1659},[140],{"categories":1661},[153],{"categories":1663},[140],{"categories":1665},[140],{"categories":1667},[140],{"categories":1669},[240],{"categories":1671},[153],{"categories":1673},[310],{"categories":1675},[240],{"categories":1677},[148],{"categories":1679},[153],{"categories":1681},[188],{"categories":1683},[140],{"categories":1685},[140],{"categories":1687},[156],{"categories":1689},[140],{"categories":1691},[140],{"categories":1693},[140],{"categories":1695},[140],{"categories":1697},[153],{"categories":1699},[140],{"categories":1701},[94],{"categories":1703},[94],{"categories":1705},[140],{"categories":1707},[156],{"categories":1709},[],{"categories":1711},[188],{"categories":1713},[],{"categories":1715},[156],{"categories":1717},[153],{"categories":1719},[140],{"categories":1721},[153],{"categories":1723},[1263],{"categories":1725},[1263],{"categories":1727},[240],{"categories":1729},[140],{"categories":1731},[140],{"categories":1733},[140],{"categories":1735},[153],{"categories":1737},[94],{"categories":1739},[240],{"categories":1741},[153],{"categories":1743},[188],{"categories":1745},[],{"categories":1747},[140],{"categories":1749},[],{"categories":1751},[140],{"categories":1753},[140],{"categories":1755},[140],{"categories":1757},[140],{"categories":1759},[153],{"categories":1761},[1762],"Contract Review & E-Discovery",{"categories":1764},[140],{"categories":1766},[240],{"categories":1768},[140],{"categories":1770},[143],{"categories":1772},[140],{"categories":1774},[188],{"categories":1776},[140],{"categories":1778},[140],{"categories":1780},[269],{"categories":1782},[94],{"categories":1784},[140],{"categories":1786},[140],{"categories":1788},[153],{"categories":1790},[153],{"categories":1792},[911],{"categories":1794},[140],{"categories":1796},[140],{"categories":1798},[153],{"categories":1800},[153],{"categories":1802},[140],{"categories":1804},[140],{"categories":1806},[140],{"categories":1808},[153],{"categories":1810},[140],{"categories":1812},[140],{"categories":1814},[483],{"categories":1816},[460],{"categories":1818},[140],{"categories":1820},[153],{"categories":1822},[140],{"categories":1824},[1825],"Law-Firm Practice & Adoption",{"categories":1827},[140],{"categories":1829},[153],{"categories":1831},[240],{"categories":1833},[140],{"categories":1835},[140],{"categories":1837},[140],{"categories":1839},[],{"categories":1841},[],{"categories":1843},[94],{"categories":1845},[140],{"categories":1847},[],{"categories":1849},[153],{"categories":1851},[143],{"categories":1853},[310],{"categories":1855},[140],{"categories":1857},[],{"categories":1859},[143],{"categories":1861},[148],{"categories":1863},[140],{"categories":1865},[269],{"categories":1867},[],{"categories":1869},[148],{"categories":1871},[153],{"categories":1873},[148],{"categories":1875},[],{"categories":1877},[140],{"categories":1879},[156],{"categories":1881},[140],{"categories":1883},[94],{"categories":1885},[],{"categories":1887},[],{"categories":1889},[],{"categories":1891},[],{"categories":1893},[140],{"categories":1895},[156],{"categories":1897},[153],{"categories":1899},[310],{"categories":1901},[140],{"categories":1903},[143],{"categories":1905},[94],{"categories":1907},[140],{"categories":1909},[140],{"categories":1911},[94],{"categories":1913},[156],{"categories":1915},[140],{"categories":1917},[140],{"categories":1919},[140],{"categories":1921},[938],{"categories":1923},[140],{"categories":1925},[94],{"categories":1927},[140],{"categories":1929},[269],{"categories":1931},[94],{"categories":1933},[148],{"categories":1935},[140],{"categories":1937},[140],{"categories":1939},[140],{"categories":1941},[240],{"categories":1943},[140],{"categories":1945},[140],{"categories":1947},[140],{"categories":1949},[140],{"categories":1951},[148],{"categories":1953},[153],{"categories":1955},[140,143],{"categories":1957},[483],{"categories":1959},[140],{"categories":1961},[140],{"categories":1963},[94],{"categories":1965},[94],{"categories":1967},[240],{"categories":1969},[153],{"categories":1971},[153],{"categories":1973},[94],{"categories":1975},[140],{"categories":1977},[140],{"categories":1979},[140],{"categories":1981},[],{"categories":1983},[],{"categories":1985},[140],{"categories":1987},[191],{"categories":1989},[140],{"categories":1991},[153],{"categories":1993},[],{"categories":1995},[140],{"categories":1997},[140],{"categories":1999},[94],{"categories":2001},[191],{"categories":2003},[188],{"categories":2005},[240],{"categories":2007},[140],{"categories":2009},[153],{"categories":2011},[140],{"categories":2013},[94],{"categories":2015},[],{"categories":2017},[153],{"categories":2019},[140],{"categories":2021},[140],{"categories":2023},[140],{"categories":2025},[140],{"categories":2027},[],{"categories":2029},[153],{"categories":2031},[140],{"categories":2033},[140],{"categories":2035},[140],{"categories":2037},[],{"categories":2039},[153],{"categories":2041},[140],{"categories":2043},[140],{"categories":2045},[148],{"categories":2047},[140],{"categories":2049},[140],{"categories":2051},[],{"categories":2053},[143],{"categories":2055},[140],{"categories":2057},[140],{"categories":2059},[140],{"categories":2061},[240],{"categories":2063},[140],{"categories":2065},[94],{"categories":2067},[140],{"categories":2069},[143],{"categories":2071},[140],{"categories":2073},[94],{"categories":2075},[269],{"categories":2077},[153],{"categories":2079},[153],{"categories":2081},[140],{"categories":2083},[140],{"categories":2085},[140,240],{"categories":2087},[140],{"categories":2089},[153],{"categories":2091},[188],{"categories":2093},[140],{"categories":2095},[188],{"categories":2097},[153],{"categories":2099},[240],{"categories":2101},[140],{"categories":2103},[],{"categories":2105},[94],{"categories":2107},[310],{"categories":2109},[240],{"categories":2111},[94],{"categories":2113},[140],{"categories":2115},[156],{"categories":2117},[140],{"categories":2119},[140],{"categories":2121},[153],{"categories":2123},[],{"categories":2125},[],{"categories":2127},[140],{"categories":2129},[],{"categories":2131},[],{"categories":2133},[156],{"categories":2135},[94],{"categories":2137},[140],{"categories":2139},[153],{"categories":2141},[153],{"categories":2143},[148],{"categories":2145},[153],{"categories":2147},[310],{"categories":2149},[140],{"categories":2151},[140],{"categories":2153},[140],{"categories":2155},[177],{"categories":2157},[140],{"categories":2159},[140],{"categories":2161},[140],{"categories":2163},[94],{"categories":2165},[153],{"categories":2167},[140],{"categories":2169},[140],{"categories":2171},[94],{"categories":2173},[427],{"categories":2175},[153],{"categories":2177},[911],{"categories":2179},[],{"categories":2181},[240],{"categories":2183},[1825],{"categories":2185},[94],{"categories":2187},[],{"categories":2189},[],{"categories":2191},[140],{"categories":2193},[153],{"categories":2195},[],{"categories":2197},[],{"categories":2199},[140],{"categories":2201},[269],{"categories":2203},[140],{"categories":2205},[269],{"categories":2207},[153],{"categories":2209},[140],{"categories":2211},[140],{"categories":2213},[94],{"categories":2215},[156],{"categories":2217},[],{"categories":2219},[140],{"categories":2221},[140],{"categories":2223},[94],{"categories":2225},[1762],{"categories":2227},[240],{"categories":2229},[240],{"categories":2231},[140],{"categories":2233},[153],{"categories":2235},[143],{"categories":2237},[140],{"categories":2239},[140],{"categories":2241},[140],{"categories":2243},[140],{"categories":2245},[240],{"categories":2247},[240],{"categories":2249},[153],{"categories":2251},[153],{"categories":2253},[153],{"categories":2255},[140],{"categories":2257},[140],{"categories":2259},[],{"categories":2261},[140],{"categories":2263},[],{"categories":2265},[2266],"Interaction & Product Design",{"categories":2268},[140],{"categories":2270},[153],{"categories":2272},[94],{"categories":2274},[339],{"categories":2276},[188],{"categories":2278},[94],{"categories":2280},[140],{"categories":2282},[140],{"categories":2284},[140],{"categories":2286},[94],{"categories":2288},[140],{"categories":2290},[143],{"categories":2292},[153],{"categories":2294},[140],{"categories":2296},[],{"categories":2298},[153],{"categories":2300},[153],{"categories":2302},[153],{"categories":2304},[],{"categories":2306},[94],{"categories":2308},[140],{"categories":2310},[153],{"categories":2312},[143],{"categories":2314},[2266],{"categories":2316},[140],{"categories":2318},[143],{"categories":2320},[143],{"categories":2322},[],{"categories":2324},[153],{"categories":2326},[94],{"categories":2328},[],{"categories":2330},[153],{"categories":2332},[188],{"categories":2334},[140],{"categories":2336},[153],{"categories":2338},[140],{"categories":2340},[153],{"categories":2342},[153],{"categories":2344},[140],{"categories":2346},[140],{"categories":2348},[188],{"categories":2350},[191],{"categories":2352},[140],{"categories":2354},[156],{"categories":2356},[94],{"categories":2358},[2359],"Coding Agents & Dev Productivity",{"categories":2361},[188],{"categories":2363},[240],{"categories":2365},[140],{"categories":2367},[140],{"categories":2369},[],{"categories":2371},[140],{"categories":2373},[911],{"categories":2375},[],{"categories":2377},[140],{"categories":2379},[140],{"categories":2381},[310],{"categories":2383},[140],{"categories":2385},[188],{"categories":2387},[],{"categories":2389},[],{"categories":2391},[140],{"categories":2393},[],{"categories":2395},[153],{"categories":2397},[140],{"categories":2399},[],{"categories":2401},[94],{"categories":2403},[94],{"categories":2405},[140],{"categories":2407},[191],{"categories":2409},[],{"categories":2411},[140],{"categories":2413},[140],{"categories":2415},[140],{"categories":2417},[191],{"categories":2419},[94],{"categories":2421},[153],{"categories":2423},[],{"categories":2425},[],{"categories":2427},[140],{"categories":2429},[140],{"categories":2431},[153],{"categories":2433},[153],{"categories":2435},[404],{"categories":2437},[94],{"categories":2439},[94],{"categories":2441},[153],{"categories":2443},[188],{"categories":2445},[188],{"categories":2447},[153],{"categories":2449},[153],{"categories":2451},[140],{"categories":2453},[143],{"categories":2455},[2266],{"categories":2457},[156],{"categories":2459},[140,310],{"categories":2461},[191],{"categories":2463},[],{"categories":2465},[240],{"categories":2467},[153],{"categories":2469},[94],{"categories":2471},[143],{"categories":2473},[140],{"categories":2475},[153],{"categories":2477},[2478],"The Designer's Role & Craft",{"categories":2480},[240],{"categories":2482},[],{"categories":2484},[153],{"categories":2486},[140],{"categories":2488},[153],{"categories":2490},[153],{"categories":2492},[140],{"categories":2494},[269],{"categories":2496},[140],{"categories":2498},[94],{"categories":2500},[140],{"categories":2502},[240],{"categories":2504},[140],{"categories":2506},[],{"categories":2508},[153],{"categories":2510},[240],{"categories":2512},[156],{"categories":2514},[140],{"categories":2516},[140],{"categories":2518},[140],{"categories":2520},[2521],"AI UX Patterns",{"categories":2523},[153],{"categories":2525},[153],{"categories":2527},[153],{"categories":2529},[153],{"categories":2531},[269],{"categories":2533},[191],{"categories":2535},[140],{"categories":2537},[153],{"categories":2539},[140],{"categories":2541},[1263],{"categories":2543},[],{"categories":2545},[269],{"categories":2547},[153],{"categories":2549},[188],{"categories":2551},[94],{"categories":2553},[140],{"categories":2555},[153],{"categories":2557},[],{"categories":2559},[],{"categories":2561},[140],{"categories":2563},[140],{"categories":2565},[153],{"categories":2567},[140],{"categories":2569},[153],{"categories":2571},[404],{"categories":2573},[240],{"categories":2575},[140],{"categories":2577},[188],{"categories":2579},[94],{"categories":2581},[140],{"categories":2583},[153],{"categories":2585},[153],{"categories":2587},[],{"categories":2589},[140],{"categories":2591},[],{"categories":2593},[140],{"categories":2595},[],{"categories":2597},[140],{"categories":2599},[140],{"categories":2601},[140],{"categories":2603},[153],{"categories":2605},[94],{"categories":2607},[],{"categories":2609},[],{"categories":2611},[191],{"categories":2613},[177],{"categories":2615},[140],{"categories":2617},[140],{"categories":2619},[140],{"categories":2621},[191],{"categories":2623},[140],{"categories":2625},[140],{"categories":2627},[188],{"categories":2629},[140],{"categories":2631},[140],{"categories":2633},[140],{"categories":2635},[153],{"categories":2637},[140],{"categories":2639},[153],{"categories":2641},[140],{"categories":2643},[140],{"categories":2645},[140],{"categories":2647},[153],{"categories":2649},[],{"categories":2651},[140],{"categories":2653},[],{"categories":2655},[140],{"categories":2657},[140],{"categories":2659},[310],{"categories":2661},[140],{"categories":2663},[],{"categories":2665},[],{"categories":2667},[240],{"categories":2669},[938],{"categories":2671},[153],{"categories":2673},[143],{"categories":2675},[2478],{"categories":2677},[],{"categories":2679},[],{"categories":2681},[140],{"categories":2683},[],{"categories":2685},[],{"categories":2687},[94],{"categories":2689},[188],{"categories":2691},[269],{"categories":2693},[153],{"categories":2695},[148],{"categories":2697},[140],{"categories":2699},[140],{"categories":2701},[148],{"categories":2703},[],{"categories":2705},[240],{"categories":2707},[156],{"categories":2709},[140],{"categories":2711},[140],{"categories":2713},[153],{"categories":2715},[148],{"categories":2717},[140],{"categories":2719},[140],{"categories":2721},[143],{"categories":2723},[140],{"categories":2725},[140],{"categories":2727},[],{"categories":2729},[143],{"categories":2731},[140],{"categories":2733},[269],{"categories":2735},[153],{"categories":2737},[188],{"categories":2739},[140],{"categories":2741},[94],{"categories":2743},[140],{"categories":2745},[140],{"categories":2747},[148],{"categories":2749},[140],{"categories":2751},[140],{"categories":2753},[140],{"categories":2755},[153],{"categories":2757},[140],{"categories":2759},[],{"categories":2761},[140],{"categories":2763},[94],{"categories":2765},[143],{"categories":2767},[140],{"categories":2769},[140],{"categories":2771},[140],{"categories":2773},[],{"categories":2775},[140],{"categories":2777},[483],{"categories":2779},[153],{"categories":2781},[148],{"categories":2783},[188],{"categories":2785},[140],{"categories":2787},[140],{"categories":2789},[],{"categories":2791},[148],{"categories":2793},[148],{"categories":2795},[140],{"categories":2797},[140],{"categories":2799},[156],{"categories":2801},[140],{"categories":2803},[140],{"categories":2805},[140],{"categories":2807},[140],{"categories":2809},[94],{"categories":2811},[94],{"categories":2813},[140],{"categories":2815},[],{"categories":2817},[94],{"categories":2819},[140],{"categories":2821},[94],{"categories":2823},[153],{"categories":2825},[588],{"categories":2827},[],{"categories":2829},[],{"categories":2831},[140],{"categories":2833},[188],{"categories":2835},[],{"categories":2837},[310],{"categories":2839},[140],{"categories":2841},[140],{"categories":2843},[140],{"categories":2845},[240],{"categories":2847},[900],{"categories":2849},[],{"categories":2851},[140],{"categories":2853},[140],{"categories":2855},[140],{"categories":2857},[94],{"categories":2859},[140],{"categories":2861},[140],{"categories":2863},[140,310],{"categories":2865},[140],{"categories":2867},[140],{"categories":2869},[240],{"categories":2871},[153],{"categories":2873},[],{"categories":2875},[153],{"categories":2877},[153],{"categories":2879},[140],{"categories":2881},[140],{"categories":2883},[140],{"categories":2885},[140],{"categories":2887},[191],{"categories":2889},[140],{"categories":2891},[2521],{"categories":2893},[143],{"categories":2895},[191],{"categories":2897},[143],{"categories":2899},[94],{"categories":2901},[240],{"categories":2903},[153],{"categories":2905},[140],{"categories":2907},[],{"categories":2909},[148],{"categories":2911},[140],{"categories":2913},[140],{"categories":2915},[188],{"categories":2917},[140],{"categories":2919},[140],{"categories":2921},[140],{"categories":2923},[153],{"categories":2925},[140],{"categories":2927},[140],{"categories":2929},[140],{"categories":2931},[148],{"categories":2933},[],{"categories":2935},[310],{"categories":2937},[140],{"categories":2939},[404],{"categories":2941},[240],{"categories":2943},[240],{"categories":2945},[94],{"categories":2947},[153],{"categories":2949},[140],{"categories":2951},[148],{"categories":2953},[188],{"categories":2955},[140],{"categories":2957},[140],{"categories":2959},[140],{"categories":2961},[240],{"categories":2963},[153],{"categories":2965},[153],{"categories":2967},[140],{"categories":2969},[140],{"categories":2971},[542],{"categories":2973},[153],{"categories":2975},[],{"categories":2977},[140],{"categories":2979},[140],{"categories":2981},[140],{"categories":2983},[],{"categories":2985},[],{"categories":2987},[140],{"categories":2989},[140],{"categories":2991},[153],{"categories":2993},[140],{"categories":2995},[140],{"categories":2997},[140],{"categories":2999},[94],{"categories":3001},[140],{"categories":3003},[140],{"categories":3005},[153],{"categories":3007},[140],{"categories":3009},[140],{"categories":3011},[140],{"categories":3013},[140],{"categories":3015},[140],{"categories":3017},[],{"categories":3019},[94],{"categories":3021},[191],{"categories":3023},[140],{"categories":3025},[153],{"categories":3027},[153],{"categories":3029},[140],{"categories":3031},[140],{"categories":3033},[],{"categories":3035},[],{"categories":3037},[140],{"categories":3039},[140],{"categories":3041},[140],{"categories":3043},[188],{"categories":3045},[191],{"categories":3047},[],{"categories":3049},[140],{"categories":3051},[240],{"categories":3053},[140],{"categories":3055},[310],{"categories":3057},[1825],{"categories":3059},[188],{"categories":3061},[94],{"categories":3063},[140],{"categories":3065},[94],{"categories":3067},[94],{"categories":3069},[140],{"categories":3071},[140],{"categories":3073},[94],{"categories":3075},[188],{"categories":3077},[188],{"categories":3079},[310],{"categories":3081},[153],{"categories":3083},[],{"categories":3085},[188],{"categories":3087},[140],{"categories":3089},[153],{"categories":3091},[143],{"categories":3093},[94],{"categories":3095},[140],{"categories":3097},[188],{"categories":3099},[],{"categories":3101},[140],{"categories":3103},[94],{"categories":3105},[94],{"categories":3107},[191],{"categories":3109},[140],{"categories":3111},[188],{"categories":3113},[140],{"categories":3115},[94],{"categories":3117},[153],{"categories":3119},[153],{"categories":3121},[188],{"categories":3123},[153],{"categories":3125},[310],{"categories":3127},[153],{"categories":3129},[140],{"categories":3131},[140],{"categories":3133},[140],{"categories":3135},[140],{"categories":3137},[94],{"categories":3139},[140],{"categories":3141},[],{"categories":3143},[153],{"categories":3145},[148],{"categories":3147},[94],{"categories":3149},[],{"categories":3151},[],{"categories":3153},[140],{"categories":3155},[153],{"categories":3157},[140],{"categories":3159},[140],{"categories":3161},[3162],"Frameworks & Tooling",{"categories":3164},[140],{"categories":3166},[140],{"categories":3168},[94],{"categories":3170},[140],{"categories":3172},[140],{"categories":3174},[],{"categories":3176},[191],{"categories":3178},[191],{"categories":3180},[143],{"categories":3182},[140],{"categories":3184},[153],{"categories":3186},[140],{"categories":3188},[240],{"categories":3190},[],{"categories":3192},[1825],{"categories":3194},[140],{"categories":3196},[94],{"categories":3198},[140],{"categories":3200},[310],{"categories":3202},[310],{"categories":3204},[],{"categories":3206},[153],{"categories":3208},[153],{"categories":3210},[140],{"categories":3212},[140],{"categories":3214},[188],{"categories":3216},[153],{"categories":3218},[188],{"categories":3220},[140],{"categories":3222},[153],{"categories":3224},[],{"categories":3226},[240],{"categories":3228},[140],{"categories":3230},[140],{"categories":3232},[],{"categories":3234},[140],{"categories":3236},[153],{"categories":3238},[140],{"categories":3240},[140],{"categories":3242},[140],{"categories":3244},[],{"categories":3246},[94],{"categories":3248},[140],{"categories":3250},[94],{"categories":3252},[310],{"categories":3254},[140],{"categories":3256},[140],{"categories":3258},[140],{"categories":3260},[94],{"categories":3262},[148],{"categories":3264},[140],{"categories":3266},[1825],{"categories":3268},[],{"categories":3270},[153],{"categories":3272},[143],{"categories":3274},[140],{"categories":3276},[143],{"categories":3278},[140],{"categories":3280},[],{"categories":3282},[153],{"categories":3284},[140],{"categories":3286},[140],{"categories":3288},[3289],"AI Design Tooling",{"categories":3291},[240],{"categories":3293},[140],{"categories":3295},[140],{"categories":3297},[94],{"categories":3299},[240],{"categories":3301},[140],{"categories":3303},[140],{"categories":3305},[94],{"categories":3307},[188],{"categories":3309},[156],{"categories":3311},[94],{"categories":3313},[140],{"categories":3315},[140],{"categories":3317},[140],{"categories":3319},[153],{"categories":3321},[140],{"categories":3323},[],{"categories":3325},[153],{"categories":3327},[140],{"categories":3329},[140],{"categories":3331},[153],{"categories":3333},[140],{"categories":3335},[140],{"categories":3337},[140],{"categories":3339},[153],{"categories":3341},[],{"categories":3343},[153],{"categories":3345},[3162],{"categories":3347},[140],{"categories":3349},[140],{"categories":3351},[153],{"categories":3353},[153],{"categories":3355},[94],{"categories":3357},[94],{"categories":3359},[140],{"categories":3361},[],{"categories":3363},[94],{"categories":3365},[140],{"categories":3367},[140],{"categories":3369},[153],{"categories":3371},[148],{"categories":3373},[140],{"categories":3375},[],{"categories":3377},[140],{"categories":3379},[140],{"categories":3381},[2266],{"categories":3383},[],{"categories":3385},[140],{"categories":3387},[140],{"categories":3389},[140],{"categories":3391},[140],{"categories":3393},[240],{"categories":3395},[140],{"categories":3397},[],{"categories":3399},[140],{"categories":3401},[140],{"categories":3403},[140],{"categories":3405},[140],{"categories":3407},[269],{"categories":3409},[188],{"categories":3411},[140],{"categories":3413},[140],{"categories":3415},[1825],{"categories":3417},[143],{"categories":3419},[140],{"categories":3421},[140],{"categories":3423},[191],{"categories":3425},[140],{"categories":3427},[140],{"categories":3429},[188],{"categories":3431},[153],{"categories":3433},[],{"categories":3435},[140],{"categories":3437},[140],{"categories":3439},[240],{"categories":3441},[140],{"categories":3443},[269],{"categories":3445},[153],{"categories":3447},[140],{"categories":3449},[153],{"categories":3451},[],{"categories":3453},[],{"categories":3455},[],{"categories":3457},[143],{"categories":3459},[188],{"categories":3461},[153],{"categories":3463},[140],{"categories":3465},[140],{"categories":3467},[140],{"categories":3469},[140],{"categories":3471},[427],{"categories":3473},[240],{"categories":3475},[153],{"categories":3477},[140],{"categories":3479},[],{"categories":3481},[153],{"categories":3483},[153],{"categories":3485},[],{"categories":3487},[140],{"categories":3489},[153],{"categories":3491},[140],{"categories":3493},[],{"categories":3495},[140],{"categories":3497},[140],{"categories":3499},[140],{"categories":3501},[188],{"categories":3503},[240],{"categories":3505},[153],{"categories":3507},[240],{"categories":3509},[153],{"categories":3511},[140],{"categories":3513},[148],{"categories":3515},[],{"categories":3517},[],{"categories":3519},[140],{"categories":3521},[140],{"categories":3523},[140],{"categories":3525},[143],{"categories":3527},[153],{"categories":3529},[188],{"categories":3531},[],{"categories":3533},[240],{"categories":3535},[],{"categories":3537},[94],{"categories":3539},[140],{"categories":3541},[94],{"categories":3543},[240],{"categories":3545},[94],{"categories":3547},[140],{"categories":3549},[],{"categories":3551},[140],{"categories":3553},[140],{"categories":3555},[],{"categories":3557},[140],{"categories":3559},[140],{"categories":3561},[269],{"categories":3563},[140],{"categories":3565},[140],{"categories":3567},[310],{"categories":3569},[94],{"categories":3571},[140],{"categories":3573},[],{"categories":3575},[153],{"categories":3577},[140],{"categories":3579},[143],{"categories":3581},[542],{"categories":3583},[140],{"categories":3585},[140],{"categories":3587},[153],{"categories":3589},[140],{"categories":3591},[153],{"categories":3593},[140],{"categories":3595},[140],{"categories":3597},[140],{"categories":3599},[140],{"categories":3601},[],{"categories":3603},[140],{"categories":3605},[143],{"categories":3607},[140],{"categories":3609},[148],{"categories":3611},[94],{"categories":3613},[240],{"categories":3615},[],{"categories":3617},[140],{"categories":3619},[],{"categories":3621},[153],{"categories":3623},[140],{"categories":3625},[],{"categories":3627},[153],{"categories":3629},[140],{"categories":3631},[94],{"categories":3633},[240],{"categories":3635},[188],{"categories":3637},[140],{"categories":3639},[188],{"categories":3641},[153],{"categories":3643},[240],{"categories":3645},[140],{"categories":3647},[],{"categories":3649},[140],{"categories":3651},[177],{"categories":3653},[153],{"categories":3655},[140],{"categories":3657},[240],{"categories":3659},[188],{"categories":3661},[148],{"categories":3663},[94],{"categories":3665},[140],{"categories":3667},[140],{"categories":3669},[140],{"categories":3671},[140],{"categories":3673},[188],{"categories":3675},[269],{"categories":3677},[],{"categories":3679},[],{"categories":3681},[191],{"categories":3683},[483],{"categories":3685},[140],{"categories":3687},[153],{"categories":3689},[140,94],{"categories":3691},[188],{"categories":3693},[140],{"categories":3695},[140],{"categories":3697},[140],{"categories":3699},[140],{"categories":3701},[140],{"categories":3703},[140],{"categories":3705},[140],{"categories":3707},[153],{"categories":3709},[140],{"categories":3711},[153],{"categories":3713},[140],{"categories":3715},[140],{"categories":3717},[140],{"categories":3719},[],{"categories":3721},[140],{"categories":3723},[1263],{"categories":3725},[94],{"categories":3727},[240],{"categories":3729},[140],{"categories":3731},[140],{"categories":3733},[140],{"categories":3735},[191],{"categories":3737},[153],{"categories":3739},[269],{"categories":3741},[310],{"categories":3743},[],{"categories":3745},[94],{"categories":3747},[140],{"categories":3749},[148],{"categories":3751},[153],{"categories":3753},[143],{"categories":3755},[153],{"categories":3757},[140],{"categories":3759},[153],{"categories":3761},[153],{"categories":3763},[156],{"categories":3765},[94],{"categories":3767},[140],{"categories":3769},[140],{"categories":3771},[],{"categories":3773},[],{"categories":3775},[],{"categories":3777},[310],{"categories":3779},[140],{"categories":3781},[188],{"categories":3783},[140],{"categories":3785},[140],{"categories":3787},[140],{"categories":3789},[140],{"categories":3791},[],{"categories":3793},[140],{"categories":3795},[191],{"categories":3797},[148],{"categories":3799},[153],{"categories":3801},[140],{"categories":3803},[],{"categories":3805},[140],{"categories":3807},[153],{"categories":3809},[140],{"categories":3811},[310],{"categories":3813},[],{"categories":3815},[240],{"categories":3817},[240],{"categories":3819},[140],{"categories":3821},[153],{"categories":3823},[],{"categories":3825},[94],{"categories":3827},[140],{"categories":3829},[240],{"categories":3831},[140],{"categories":3833},[148],{"categories":3835},[153],{"categories":3837},[140],{"categories":3839},[],{"categories":3841},[188],{"categories":3843},[140],{"categories":3845},[140],{"categories":3847},[140],{"categories":3849},[240],{"categories":3851},[153],{"categories":3853},[188],{"categories":3855},[],{"categories":3857},[153],{"categories":3859},[148],{"categories":3861},[153],{"categories":3863},[240],{"categories":3865},[140],{"categories":3867},[140],{"categories":3869},[140],{"categories":3871},[483],{"categories":3873},[140],{"categories":3875},[153],{"categories":3877},[],{"categories":3879},[140],{"categories":3881},[140],{"categories":3883},[310],{"categories":3885},[188],{"categories":3887},[191],{"categories":3889},[588],{"categories":3891},[191],{"categories":3893},[191],{"categories":3895},[140],{"categories":3897},[],{"categories":3899},[],{"categories":3901},[],{"categories":3903},[153],{"categories":3905},[140],{"categories":3907},[153],{"categories":3909},[153],{"categories":3911},[94],{"categories":3913},[140],{"categories":3915},[460],{"categories":3917},[94],{"categories":3919},[153],{"categories":3921},[140],{"categories":3923},[140],{"categories":3925},[140],{"categories":3927},[140],{"categories":3929},[140],{"categories":3931},[153],{"categories":3933},[140],{"categories":3935},[],{"categories":3937},[],{"categories":3939},[140],{"categories":3941},[],{"categories":3943},[140],{"categories":3945},[153],{"categories":3947},[240],{"categories":3949},[140],{"categories":3951},[140],{"categories":3953},[],{"categories":3955},[153],{"categories":3957},[140],{"categories":3959},[140],{"categories":3961},[156],{"categories":3963},[140],{"categories":3965},[240],{"categories":3967},[140],{"categories":3969},[153],{"categories":3971},[148],{"categories":3973},[140],{"categories":3975},[140],{"categories":3977},[269],{"categories":3979},[153],{"categories":3981},[140],{"categories":3983},[140],{"categories":3985},[900],{"categories":3987},[140],{"categories":3989},[153],{"categories":3991},[140],{"categories":3993},[94],{"categories":3995},[140],{"categories":3997},[542],{"categories":3999},[240],{"categories":4001},[],{"categories":4003},[140],{"categories":4005},[140],{"categories":4007},[188],{"categories":4009},[483],{"categories":4011},[153],{"categories":4013},[140],{"categories":4015},[],{"categories":4017},[188],{"categories":4019},[404],{"categories":4021},[153],{"categories":4023},[153],{"categories":4025},[153],{"categories":4027},[140],{"categories":4029},[140],{"categories":4031},[153],{"categories":4033},[],{"categories":4035},[148],{"categories":4037},[140],{"categories":4039},[148],{"categories":4041},[153],{"categories":4043},[],{"categories":4045},[94],{"categories":4047},[140],{"categories":4049},[140],{"categories":4051},[143],{"categories":4053},[140],{"categories":4055},[188],{"categories":4057},[310],{"categories":4059},[177],{"categories":4061},[153],{"categories":4063},[153],{"categories":4065},[140],{"categories":4067},[140],{"categories":4069},[153],{"categories":4071},[140],{"categories":4073},[143],{"categories":4075},[],{"categories":4077},[153],{"categories":4079},[140],{"categories":4081},[140],{"categories":4083},[140],{"categories":4085},[153],{"categories":4087},[140],{"categories":4089},[],{"categories":4091},[140],{"categories":4093},[],{"categories":4095},[240],{"categories":4097},[153],{"categories":4099},[140,148],{"categories":4101},[153],{"categories":4103},[140],{"categories":4105},[],{"categories":4107},[143],{"categories":4109},[191],{"categories":4111},[148],{"categories":4113},[140],{"categories":4115},[94],{"categories":4117},[140],{"categories":4119},[140],{"categories":4121},[153],{"categories":4123},[140],{"categories":4125},[140],{"categories":4127},[140],{"categories":4129},[188],{"categories":4131},[1263],{"categories":4133},[153],{"categories":4135},[140],{"categories":4137},[],{"categories":4139},[],{"categories":4141},[140],{"categories":4143},[153],{"categories":4145},[140],{"categories":4147},[140],{"categories":4149},[310],{"categories":4151},[],{"categories":4153},[140],{"categories":4155},[153],{"categories":4157},[177],{"categories":4159},[153],{"categories":4161},[483],{"categories":4163},[],{"categories":4165},[427],{"categories":4167},[153],{"categories":4169},[140],{"categories":4171},[140],{"categories":4173},[269],{"categories":4175},[153],{"categories":4177},[140],{"categories":4179},[191],{"categories":4181},[156],{"categories":4183},[153],{"categories":4185},[140],{"categories":4187},[483],{"categories":4189},[140],{"categories":4191},[310],{"categories":4193},[148],{"categories":4195},[],{"categories":4197},[140],{"categories":4199},[140],{"categories":4201},[269],{"categories":4203},[240],{"categories":4205},[140],{"categories":4207},[140],{"categories":4209},[140],{"categories":4211},[],{"categories":4213},[269],{"categories":4215},[188],{"categories":4217},[140],{"categories":4219},[140],{"categories":4221},[140],{"categories":4223},[588],{"categories":4225},[143],{"categories":4227},[140],{"categories":4229},[156],{"categories":4231},[140],{"categories":4233},[],{"categories":4235},[],{"categories":4237},[240],{"categories":4239},[140],{"categories":4241},[191],{"categories":4243},[269],{"categories":4245},[153],{"categories":4247},[140],{"categories":4249},[140],{"categories":4251},[269],{"categories":4253},[188],{"categories":4255},[140],{"categories":4257},[],{"categories":4259},[140],{"categories":4261},[140],{"categories":4263},[],{"categories":4265},[140],{"categories":4267},[140],{"categories":4269},[613],{"categories":4271},[140],{"categories":4273},[140],{"categories":4275},[153],{"categories":4277},[94],{"categories":4279},[483],{"categories":4281},[140],{"categories":4283},[140],{"categories":4285},[140],{"categories":4287},[],{"categories":4289},[140,94],{"categories":4291},[188],{"categories":4293},[153],{"categories":4295},[94],{"categories":4297},[153],{"categories":4299},[938],{"categories":4301},[94],{"categories":4303},[94],{"categories":4305},[153],{"categories":4307},[140],{"categories":4309},[143],{"categories":4311},[],{"categories":4313},[],{"categories":4315},[153],{"categories":4317},[140],{"categories":4319},[94],{"categories":4321},[140],{"categories":4323},[143],{"categories":4325},[94],{"categories":4327},[94],{"categories":4329},[140],{"categories":4331},[269],{"categories":4333},[140],{"categories":4335},[94],{"categories":4337},[140],{"categories":4339},[],{"categories":4341},[140],{"categories":4343},[140],{"categories":4345},[240,140],{"categories":4347},[310],{"categories":4349},[143],{"categories":4351},[140],{"categories":4353},[],{"categories":4355},[140],{"categories":4357},[140],{"categories":4359},[148],{"categories":4361},[140],{"categories":4363},[148],{"categories":4365},[140],{"categories":4367},[140],{"categories":4369},[404],{"categories":4371},[140],{"categories":4373},[148],{"categories":4375},[94],{"categories":4377},[191],{"categories":4379},[153],{"categories":4381},[140],{"categories":4383},[94],{"categories":4385},[140],{"categories":4387},[140],{"categories":4389},[188],{"categories":4391},[269],{"categories":4393},[240],{"categories":4395},[140],{"categories":4397},[140],{"categories":4399},[140],{"categories":4401},[140],{"categories":4403},[143],{"categories":4405},[140],{"categories":4407},[153],{"categories":4409},[153],{"categories":4411},[94],{"categories":4413},[188],{"categories":4415},[94],{"categories":4417},[94],{"categories":4419},[140],{"categories":4421},[140],{"categories":4423},[],{"categories":4425},[],{"categories":4427},[191],{"categories":4429},[140],{"categories":4431},[94],{"categories":4433},[140],{"categories":4435},[240],{"categories":4437},[483],{"categories":4439},[427],{"categories":4441},[404],{"categories":4443},[140],{"categories":4445},[140],{"categories":4447},[140],{"categories":4449},[191],{"categories":4451},[140],{"categories":4453},[140],{"categories":4455},[140],{"categories":4457},[140],{"categories":4459},[140],{"categories":4461},[140],{"categories":4463},[140],{"categories":4465},[153],{"categories":4467},[143],{"categories":4469},[153],{"categories":4471},[140,148],{"categories":4473},[],{"categories":4475},[240],{"categories":4477},[],{"categories":4479},[156],{"categories":4481},[140],{"categories":4483},[188],{"categories":4485},[143],{"categories":4487},[140],{"categories":4489},[143],{"categories":4491},[153],{"categories":4493},[191],{"categories":4495},[153],{"categories":4497},[156],{"categories":4499},[153],{"categories":4501},[140],{"categories":4503},[140],{"categories":4505},[148],{"categories":4507},[153],{"categories":4509},[94],{"categories":4511},[269],{"categories":4513},[140],{"categories":4515},[140],{"categories":4517},[],{"categories":4519},[188],{"categories":4521},[140],{"categories":4523},[140],{"categories":4525},[140],{"categories":4527},[140],{"categories":4529},[140],{"categories":4531},[140],{"categories":4533},[94],{"categories":4535},[188],{"categories":4537},[94],{"categories":4539},[94],{"categories":4541},[140],{"categories":4543},[140],{"categories":4545},[140],{"categories":4547},[140],{"categories":4549},[427],{"categories":4551},[140],{"categories":4553},[153],{"categories":4555},[188],{"categories":4557},[140],{"categories":4559},[140],{"categories":4561},[140],{"categories":4563},[153],{"categories":4565},[140],{"categories":4567},[140],{"categories":4569},[140],{"categories":4571},[3162],{"categories":4573},[4574],"Clinical AI",{"categories":4576},[240],{"categories":4578},[140],{"categories":4580},[140],{"categories":4582},[140],{"categories":4584},[140],{"categories":4586},[310],{"categories":4588},[2521],{"categories":4590},[140],{"categories":4592},[156],{"categories":4594},[240],{"categories":4596},[140],{"categories":4598},[153],{"categories":4600},[140],{"categories":4602},[140],{"categories":4604},[188],{"categories":4606},[140],{"categories":4608},[153],{"categories":4610},[94],{"categories":4612},[269],{"categories":4614},[140],{"categories":4616},[140],{"categories":4618},[148],{"categories":4620},[140],{"categories":4622},[140],{"categories":4624},[542],{"categories":4626},[140],{"categories":4628},[],{"categories":4630},[153],{"categories":4632},[140],{"categories":4634},[94],{"categories":4636},[143],{"categories":4638},[140],{"categories":4640},[],{"categories":4642},[],{"categories":4644},[140],{"categories":4646},[],{"categories":4648},[148],{"categories":4650},[140],{"categories":4652},[140],{"categories":4654},[153],{"categories":4656},[140],{"categories":4658},[188],{"categories":4660},[188],{"categories":4662},[188],{"categories":4664},[188],{"categories":4666},[],{"categories":4668},[143],{"categories":4670},[153],{"categories":4672},[188],{"categories":4674},[140],{"categories":4676},[613],{"categories":4678},[156],{"categories":4680},[153],{"categories":4682},[140],{"categories":4684},[143],{"categories":4686},[140],{"categories":4688},[153],{"categories":4690},[140],{"categories":4692},[140],{"categories":4694},[140],{"categories":4696},[140,153],{"categories":4698},[153],{"categories":4700},[310],{"categories":4702},[188],{"categories":4704},[153],{"categories":4706},[188],{"categories":4708},[153],{"categories":4710},[140],{"categories":4712},[],{"categories":4714},[188],{"categories":4716},[269],{"categories":4718},[143],{"categories":4720},[140],{"categories":4722},[140],{"categories":4724},[],{"categories":4726},[94],{"categories":4728},[],{"categories":4730},[143],{"categories":4732},[153],{"categories":4734},[188],{"categories":4736},[140],{"categories":4738},[188],{"categories":4740},[143],{"categories":4742},[188],{"categories":4744},[188],{"categories":4746},[],{"categories":4748},[148],{"categories":4750},[153],{"categories":4752},[188],{"categories":4754},[188],{"categories":4756},[188],{"categories":4758},[188],{"categories":4760},[188],{"categories":4762},[188],{"categories":4764},[188],{"categories":4766},[188],{"categories":4768},[188],{"categories":4770},[188],{"categories":4772},[191],{"categories":4774},[143],{"categories":4776},[140],{"categories":4778},[140],{"categories":4780},[153],{"categories":4782},[153],{"categories":4784},[],{"categories":4786},[140],{"categories":4788},[140,143],{"categories":4790},[],{"categories":4792},[153],{"categories":4794},[140],{"categories":4796},[188],{"categories":4798},[153],{"categories":4800},[938],{"categories":4802},[140],{"categories":4804},[140],{"categories":4806},[140],{"categories":4808},[140],{"categories":4810},[140],{"categories":4812},[404],{"categories":4814},[140],{"categories":4816},[140],{"categories":4818},[153],{"categories":4820},[140],{"categories":4822},[140],{"categories":4824},[148],{"categories":4826},[156],{"categories":4828},[153],{"categories":4830},[153],{"categories":4832},[],{"categories":4834},[153],{"categories":4836},[240],{"categories":4838},[188],{"categories":4840},[140],{"categories":4842},[],{"categories":4844},[156],{"categories":4846},[],{"categories":4848},[94],{"categories":4850},[140],{"categories":4852},[153],{"categories":4854},[240],{"categories":4856},[140],{"categories":4858},[],{"categories":4860},[140],{"categories":4862},[140],{"categories":4864},[],{"categories":4866},[269],{"categories":4868},[140],{"categories":4870},[153],{"categories":4872},[],{"categories":4874},[],{"categories":4876},[188],{"categories":4878},[143],{"categories":4880},[140],{"categories":4882},[140],{"categories":4884},[148],{"categories":4886},[140],{"categories":4888},[140],{"categories":4890},[153],{"categories":4892},[140],{"categories":4894},[148],{"categories":4896},[148],{"categories":4898},[240],{"categories":4900},[],{"categories":4902},[140],{"categories":4904},[188],{"categories":4906},[],{"categories":4908},[140],{"categories":4910},[140],{"categories":4912},[240],{"categories":4914},[140],{"categories":4916},[140],{"categories":4918},[269],{"categories":4920},[140],{"categories":4922},[310],{"categories":4924},[],{"categories":4926},[153],{"categories":4928},[140],{"categories":4930},[269],{"categories":4932},[94],{"categories":4934},[],{"categories":4936},[140],{"categories":4938},[],{"categories":4940},[153],{"categories":4942},[240],{"categories":4944},[94],{"categories":4946},[],{"categories":4948},[3162],{"categories":4950},[148],{"categories":4952},[143],{"categories":4954},[140],{"categories":4956},[191],{"categories":4958},[153],{"categories":4960},[240],{"categories":4962},[140],{"categories":4964},[94],{"categories":4966},[],{"categories":4968},[],{"categories":4970},[140],{"categories":4972},[143],{"categories":4974},[140],{"categories":4976},[269],{"categories":4978},[],{"categories":4980},[153],{"categories":4982},[153],{"categories":4984},[140],{"categories":4986},[153],{"categories":4988},[140],{"categories":4990},[188],{"categories":4992},[94],{"categories":4994},[140],{"categories":4996},[153],{"categories":4998},[156],{"categories":5000},[140],{"categories":5002},[140],{"categories":5004},[140],{"categories":5006},[153],{"categories":5008},[140],{"categories":5010},[156],{"categories":5012},[269],{"categories":5014},[188],{"categories":5016},[],{"categories":5018},[269],{"categories":5020},[140],{"categories":5022},[],{"categories":5024},[94],{"categories":5026},[153],{"categories":5028},[],{"categories":5030},[140],{"categories":5032},[140],{"categories":5034},[140],{"categories":5036},[140],{"categories":5038},[140],{"categories":5040},[153],{"categories":5042},[148],{"categories":5044},[143],{"categories":5046},[153],{"categories":5048},[140],{"categories":5050},[240],{"categories":5052},[94],{"categories":5054},[94],{"categories":5056},[140],{"categories":5058},[191],{"categories":5060},[153],{"categories":5062},[140],{"categories":5064},[140],{"categories":5066},[153],{"categories":5068},[140],{"categories":5070},[140],{"categories":5072},[153],{"categories":5074},[148],{"categories":5076},[140],{"categories":5078},[240],{"categories":5080},[94],{"categories":5082},[153],{"categories":5084},[140],{"categories":5086},[156],{"categories":5088},[140],{"categories":5090},[153],{"categories":5092},[140],{"categories":5094},[140],{"categories":5096},[188],{"categories":5098},[140],{"categories":5100},[],{"categories":5102},[143],{"categories":5104},[140],{"categories":5106},[140],{"categories":5108},[140],{"categories":5110},[94],{"categories":5112},[94],{"categories":5114},[140],{"categories":5116},[94],{"categories":5118},[140],{"categories":5120},[153],{"categories":5122},[140],{"categories":5124},[140],{"categories":5126},[140],{"categories":5128},[140],{"categories":5130},[140],{"categories":5132},[],{"categories":5134},[140],{"categories":5136},[240],{"categories":5138},[153],{"categories":5140},[148],{"categories":5142},[188],{"categories":5144},[140],{"categories":5146},[153],{"categories":5148},[140],{"categories":5150},[153],{"categories":5152},[140],{"categories":5154},[140],{"categories":5156},[240],{"categories":5158},[153],{"categories":5160},[140],{"categories":5162},[269],{"categories":5164},[140],{"categories":5166},[191],{"categories":5168},[140],{"categories":5170},[140],{"categories":5172},[188],{"categories":5174},[140],{"categories":5176},[140],{"categories":5178},[140],{"categories":5180},[140],{"categories":5182},[153],{"categories":5184},[310],{"categories":5186},[140],{"categories":5188},[94],{"categories":5190},[153],{"categories":5192},[191],{"categories":5194},[],{"categories":5196},[153],{"categories":5198},[94],{"categories":5200},[140],{"categories":5202},[140],{"categories":5204},[2359],{"categories":5206},[240],{"categories":5208},[339],{"categories":5210},[140],{"categories":5212},[140],{"categories":5214},[140],{"categories":5216},[140],{"categories":5218},[143],{"categories":5220},[140],{"categories":5222},[140],{"categories":5224},[94],{"categories":5226},[148],{"categories":5228},[140],{"categories":5230},[94],{"categories":5232},[140],{"categories":5234},[],{"categories":5236},[153],{"categories":5238},[153],{"categories":5240},[140],{"categories":5242},[140],{"categories":5244},[140],{"categories":5246},[191],{"categories":5248},[],{"categories":5250},[188],{"categories":5252},[],{"categories":5254},[188],{"categories":5256},[140],{"categories":5258},[140],{"categories":5260},[153],{"categories":5262},[140],{"categories":5264},[153],{"categories":5266},[153],{"categories":5268},[],{"categories":5270},[140],{"categories":5272},[188],{"categories":5274},[140],{"categories":5276},[],{"categories":5278},[140],{"categories":5280},[140],{"categories":5282},[],{"categories":5284},[140],{"categories":5286},[140],{"categories":5288},[240],{"categories":5290},[94],{"categories":5292},[153],{"categories":5294},[140],{"categories":5296},[140],{"categories":5298},[140],{"categories":5300},[140],{"categories":5302},[269],{"categories":5304},[140],{"categories":5306},[140],{"categories":5308},[140],{"categories":5310},[143],{"categories":5312},[140],{"categories":5314},[140],{"categories":5316},[],{"categories":5318},[140],{"categories":5320},[140],{"categories":5322},[140],{"categories":5324},[],{"categories":5326},[143],{"categories":5328},[140],{"categories":5330},[140],{"categories":5332},[188],{"categories":5334},[94],{"categories":5336},[156],{"categories":5338},[153],{"categories":5340},[483],{"categories":5342},[140],{"categories":5344},[140],{"categories":5346},[140],{"categories":5348},[94],{"categories":5350},[188],{"categories":5352},[240],{"categories":5354},[140],{"categories":5356},[140],{"categories":5358},[140],{"categories":5360},[140],{"categories":5362},[188],{"categories":5364},[140],{"categories":5366},[240],{"categories":5368},[140],{"categories":5370},[140],{"categories":5372},[188],{"categories":5374},[240],{"categories":5376},[140],{"categories":5378},[188],{"categories":5380},[140],{"categories":5382},[153],{"categories":5384},[153],{"categories":5386},[153],{"categories":5388},[94],{"categories":5390},[188],{"categories":5392},[153],{"categories":5394},[153],{"categories":5396},[140],{"categories":5398},[94],{"categories":5400},[240],{"categories":5402},[140],{"categories":5404},[140],{"categories":5406},[153],{"categories":5408},[140],{"categories":5410},[],{"categories":5412},[153],{"categories":5414},[],{"categories":5416},[140],{"categories":5418},[140],{"categories":5420},[],{"categories":5422},[],{"categories":5424},[153],{"categories":5426},[148],{"categories":5428},[153],{"categories":5430},[5431],"Liability & Ethics",{"categories":5433},[140],{"categories":5435},[140],{"categories":5437},[140],{"categories":5439},[153],{"categories":5441},[143],{"categories":5443},[153],{"categories":5445},[148],{"categories":5447},[269],{"categories":5449},[153],{"categories":5451},[140],{"categories":5453},[140],{"categories":5455},[],{"categories":5457},[588],{"categories":5459},[153],{"categories":5461},[],{"categories":5463},[140],{"categories":5465},[143],{"categories":5467},[153],{"categories":5469},[],{"categories":5471},[153],{"categories":5473},[140],{"categories":5475},[140],{"categories":5477},[94],{"categories":5479},[140],{"categories":5481},[188],{"categories":5483},[140],{"categories":5485},[140],{"categories":5487},[156],{"categories":5489},[153],{"categories":5491},[140],{"categories":5493},[140],{"categories":5495},[140],{"categories":5497},[188],{"categories":5499},[153],{"categories":5501},[94],{"categories":5503},[240],{"categories":5505},[143],{"categories":5507},[140],{"categories":5509},[140],{"categories":5511},[140],{"categories":5513},[],{"categories":5515},[153],{"categories":5517},[153],{"categories":5519},[153],{"categories":5521},[483],{"categories":5523},[240],{"categories":5525},[153],{"categories":5527},[310],{"categories":5529},[94],{"categories":5531},[188],{"categories":5533},[140],{"categories":5535},[240],{"categories":5537},[140],{"categories":5539},[143],{"categories":5541},[],{"categories":5543},[153],{"categories":5545},[140],{"categories":5547},[140],{"categories":5549},[140],{"categories":5551},[140],{"categories":5553},[153],{"categories":5555},[140],{"categories":5557},[140],{"categories":5559},[240],{"categories":5561},[],{"categories":5563},[153],{"categories":5565},[156],{"categories":5567},[188],{"categories":5569},[153],{"categories":5571},[148],{"categories":5573},[],{"categories":5575},[140],{"categories":5577},[140],{"categories":5579},[156],{"categories":5581},[140],{"categories":5583},[153],{"categories":5585},[188],{"categories":5587},[143],{"categories":5589},[310],{"categories":5591},[140],{"categories":5593},[140],{"categories":5595},[140],{"categories":5597},[188],{"categories":5599},[148],{"categories":5601},[140],{"categories":5603},[240],{"categories":5605},[188],{"categories":5607},[310],{"categories":5609},[140],{"categories":5611},[153],{"categories":5613},[],{"categories":5615},[542],{"categories":5617},[],{"categories":5619},[140],{"categories":5621},[310],{"categories":5623},[140],{"categories":5625},[191],{"categories":5627},[140],{"categories":5629},[153],{"categories":5631},[153],{"categories":5633},[5634],"Design News & Tools",{"categories":5636},[140],{"categories":5638},[140],{"categories":5640},[188],{"categories":5642},[140],{"categories":5644},[140],{"categories":5646},[143],{"categories":5648},[153],{"categories":5650},[140],{"categories":5652},[240],{"categories":5654},[153],{"categories":5656},[153],{"categories":5658},[240],{"categories":5660},[140],{"categories":5662},[140],{"categories":5664},[483],{"categories":5666},[153],{"categories":5668},[140],{"categories":5670},[140],{"categories":5672},[483],{"categories":5674},[140],{"categories":5676},[269],{"categories":5678},[140],{"categories":5680},[153],{"categories":5682},[],{"categories":5684},[140],{"categories":5686},[140],{"categories":5688},[140],{"categories":5690},[188],{"categories":5692},[140],{"categories":5694},[143],{"categories":5696},[],{"categories":5698},[140],{"categories":5700},[140],{"categories":5702},[140],{"categories":5704},[94],{"categories":5706},[613],{"categories":5708},[94],{"categories":5710},[240],{"categories":5712},[140],{"categories":5714},[140,153],{"categories":5716},[269,148],{"categories":5718},[94],{"categories":5720},[140],{"categories":5722},[140],{"categories":5724},[140],{"categories":5726},[140],{"categories":5728},[],{"categories":5730},[153],{"categories":5732},[140],{"categories":5734},[],{"categories":5736},[140],{"categories":5738},[94],{"categories":5740},[140],{"categories":5742},[94],{"categories":5744},[],{"categories":5746},[153],{"categories":5748},[140],{"categories":5750},[148],{"categories":5752},[140],{"categories":5754},[188],{"categories":5756},[140],{"categories":5758},[],{"categories":5760},[153],{"categories":5762},[140],{"categories":5764},[],{"categories":5766},[240],{"categories":5768},[140],{"categories":5770},[140],{"categories":5772},[153],{"categories":5774},[140],{"categories":5776},[140],{"categories":5778},[143],{"categories":5780},[153],{"categories":5782},[140],{"categories":5784},[],{"categories":5786},[140],{"categories":5788},[310],{"categories":5790},[269],{"categories":5792},[148],{"categories":5794},[148],{"categories":5796},[140],{"categories":5798},[143],{"categories":5800},[143],{"categories":5802},[140],{"categories":5804},[153],{"categories":5806},[140],{"categories":5808},[140],{"categories":5810},[140],{"categories":5812},[140],{"categories":5814},[94],{"categories":5816},[140],{"categories":5818},[143],{"categories":5820},[140],{"categories":5822},[140],{"categories":5824},[153],{"categories":5826},[140],{"categories":5828},[269],{"categories":5830},[140],{"categories":5832},[188],{"categories":5834},[140],{"categories":5836},[140],{"categories":5838},[153],{"categories":5840},[156],{"categories":5842},[140],{"categories":5844},[140],{"categories":5846},[153],{"categories":5848},[],{"categories":5850},[94],{"categories":5852},[],{"categories":5854},[94],{"categories":5856},[153],{"categories":5858},[143],{"categories":5860},[140],{"categories":5862},[],{"categories":5864},[191],{"categories":5866},[310],{"categories":5868},[140],{"categories":5870},[94],{"categories":5872},[140],{"categories":5874},[],{"categories":5876},[188],{"categories":5878},[153],{"categories":5880},[94],{"categories":5882},[240],{"categories":5884},[148],{"categories":5886},[140],{"categories":5888},[140],{"categories":5890},[153],{"categories":5892},[94],{"categories":5894},[153],{"categories":5896},[188],{"categories":5898},[140],{"categories":5900},[156],{"categories":5902},[143],{"categories":5904},[156],{"categories":5906},[188],{"categories":5908},[140],{"categories":5910},[94],{"categories":5912},[140],{"categories":5914},[240],{"categories":5916},[148],{"categories":5918},[140],{"categories":5920},[140],{"categories":5922},[140],{"categories":5924},[140],{"categories":5926},[140],{"categories":5928},[140],{"categories":5930},[153],{"categories":5932},[140],{"categories":5934},[153],{"categories":5936},[140],{"categories":5938},[140],{"categories":5940},[143],{"categories":5942},[140],{"categories":5944},[153],{"categories":5946},[153],{"categories":5948},[240],{"categories":5950},[153],{"categories":5952},[153],{"categories":5954},[140],{"categories":5956},[143],{"categories":5958},[153],{"categories":5960},[240],{"categories":5962},[],{"categories":5964},[140],{"categories":5966},[191],{"categories":5968},[483],{"categories":5970},[140],{"categories":5972},[153],{"categories":5974},[140],{"categories":5976},[140],{"categories":5978},[94],{"categories":5980},[140],{"categories":5982},[],{"categories":5984},[140],{"categories":5986},[153],{"categories":5988},[140],{"categories":5990},[269],{"categories":5992},[140],{"categories":5994},[94],{"categories":5996},[140],{"categories":5998},[188],{"categories":6000},[153],{"categories":6002},[140],{"categories":6004},[269],{"categories":6006},[153],{"categories":6008},[148],{"categories":6010},[148],{"categories":6012},[140],{"categories":6014},[140],{"categories":6016},[140],{"categories":6018},[140],{"categories":6020},[140],{"categories":6022},[140],{"categories":6024},[143],{"categories":6026},[],{"categories":6028},[140],{"categories":6030},[140],{"categories":6032},[153],{"categories":6034},[153],{"categories":6036},[140],{"categories":6038},[140],{"categories":6040},[140],{"categories":6042},[140],{"categories":6044},[140],{"categories":6046},[94],{"categories":6048},[],{"categories":6050},[143],{"categories":6052},[140],{"categories":6054},[140],{"categories":6056},[153],{"categories":6058},[153],{"categories":6060},[],{"categories":6062},[94],{"categories":6064},[94],{"categories":6066},[140],{"categories":6068},[269],{"categories":6070},[148],{"categories":6072},[240],{"categories":6074},[],{"categories":6076},[140],{"categories":6078},[153],{"categories":6080},[143],{"categories":6082},[140],{"categories":6084},[140],{"categories":6086},[94],{"categories":6088},[143],{"categories":6090},[140],{"categories":6092},[140],{"categories":6094},[188],{"categories":6096},[191],{"categories":6098},[140],{"categories":6100},[188],{"categories":6102},[153],{"categories":6104},[140],{"categories":6106},[],{"categories":6108},[188],{"categories":6110},[153],{"categories":6112},[240],{"categories":6114},[191],{"categories":6116},[140],{"categories":6118},[140],{"categories":6120},[],{"categories":6122},[153],{"categories":6124},[153],{"categories":6126},[153],{"categories":6128},[3162],{"categories":6130},[188],{"categories":6132},[140],{"categories":6134},[94],{"categories":6136},[140],{"categories":6138},[140],{"categories":6140},[140],{"categories":6142},[140],{"categories":6144},[140],{"categories":6146},[148],{"categories":6148},[140],{"categories":6150},[143],{"categories":6152},[1825],{"categories":6154},[310],{"categories":6156},[143],{"categories":6158},[],{"categories":6160},[140],{"categories":6162},[],{"categories":6164},[188],{"categories":6166},[153],{"categories":6168},[240],{"categories":6170},[140],{"categories":6172},[140],{"categories":6174},[140],{"categories":6176},[188],{"categories":6178},[],{"categories":6180},[153],{"categories":6182},[140],{"categories":6184},[153],{"categories":6186},[153],{"categories":6188},[],{"categories":6190},[140],{"categories":6192},[],{"categories":6194},[188],{"categories":6196},[143],{"categories":6198},[240],{"categories":6200},[140],{"categories":6202},[153],{"categories":6204},[188],{"categories":6206},[140],{"categories":6208},[188],{"categories":6210},[],{"categories":6212},[188],{"categories":6214},[140],{"categories":6216},[143],{"categories":6218},[483],{"categories":6220},[153],{"categories":6222},[140],{"categories":6224},[],{"categories":6226},[94],{"categories":6228},[153],{"categories":6230},[156],{"categories":6232},[153],{"categories":6234},[143],{"categories":6236},[140],{"categories":6238},[140],{"categories":6240},[],{"categories":6242},[],{"categories":6244},[],{"categories":6246},[240],{"categories":6248},[140],{"categories":6250},[153],{"categories":6252},[140],{"categories":6254},[140],{"categories":6256},[],{"categories":6258},[],{"categories":6260},[],{"categories":6262},[140],{"categories":6264},[153],{"categories":6266},[240],{"categories":6268},[140],{"categories":6270},[],{"categories":6272},[153],{"categories":6274},[140],{"categories":6276},[140],{"categories":6278},[143],{"categories":6280},[],{"categories":6282},[],{"categories":6284},[140],{"categories":6286},[140],{"categories":6288},[153],{"categories":6290},[240],{"categories":6292},[140],{"categories":6294},[188],{"categories":6296},[],{"categories":6298},[140],{"categories":6300},[140],{"categories":6302},[269],{"categories":6304},[188],{"categories":6306},[269],{"categories":6308},[191],{"categories":6310},[140],{"categories":6312},[140],{"categories":6314},[],{"categories":6316},[],{"categories":6318},[153],{"categories":6320},[],{"categories":6322},[140],{"categories":6324},[483],{"categories":6326},[140],{"categories":6328},[140],{"categories":6330},[140],{"categories":6332},[140],{"categories":6334},[],{"categories":6336},[153],{"categories":6338},[140],{"categories":6340},[140],{"categories":6342},[],{"categories":6344},[153],{"categories":6346},[140],{"categories":6348},[188],{"categories":6350},[140],{"categories":6352},[269],{"categories":6354},[148],{"categories":6356},[156],{"categories":6358},[140],{"categories":6360},[140],{"categories":6362},[153],{"categories":6364},[191],{"categories":6366},[153],{"categories":6368},[153],{"categories":6370},[],{"categories":6372},[140],{"categories":6374},[153],{"categories":6376},[],{"categories":6378},[140],{"categories":6380},[],{"categories":6382},[188],{"categories":6384},[148],{"categories":6386},[],{"categories":6388},[140],{"categories":6390},[140],{"categories":6392},[140],{"categories":6394},[],{"categories":6396},[153],{"categories":6398},[240],{"categories":6400},[143],{"categories":6402},[140],{"categories":6404},[],{"categories":6406},[148],{"categories":6408},[269],{"categories":6410},[140],{"categories":6412},[94],{"categories":6414},[143],{"categories":6416},[191],{"categories":6418},[148],{"categories":6420},[94],{"categories":6422},[153],{"categories":6424},[94],{"categories":6426},[],{"categories":6428},[140],{"categories":6430},[156],{"categories":6432},[140],{"categories":6434},[],{"categories":6436},[153],{"categories":6438},[143],{"categories":6440},[240],{"categories":6442},[140],{"categories":6444},[143],{"categories":6446},[153],{"categories":6448},[310],{"categories":6450},[140],{"categories":6452},[140],{"categories":6454},[140],{"categories":6456},[140],{"categories":6458},[140],{"categories":6460},[143],{"categories":6462},[140],{"categories":6464},[94],{"categories":6466},[191],{"categories":6468},[153],{"categories":6470},[],{"categories":6472},[140],{"categories":6474},[140],{"categories":6476},[140],{"categories":6478},[94],{"categories":6480},[153],{"categories":6482},[188],{"categories":6484},[94],{"categories":6486},[140],{"categories":6488},[156],{"categories":6490},[],{"categories":6492},[240],{"categories":6494},[94],{"categories":6496},[188],{"categories":6498},[140],{"categories":6500},[143],{"categories":6502},[153],{"categories":6504},[140],{"categories":6506},[140],{"categories":6508},[153],{"categories":6510},[156],{"categories":6512},[140],{"categories":6514},[153],{"categories":6516},[140],{"categories":6518},[148],{"categories":6520},[153],{"categories":6522},[153,310],{"categories":6524},[140],{"categories":6526},[140],{"categories":6528},[153],{"categories":6530},[94],{"categories":6532},[140],{"categories":6534},[140],{"categories":6536},[191],{"categories":6538},[153],{"categories":6540},[269],{"categories":6542},[153],{"categories":6544},[148],{"categories":6546},[],{"categories":6548},[153],{"categories":6550},[140],{"categories":6552},[148],{"categories":6554},[],{"categories":6556},[],{"categories":6558},[94],{"categories":6560},[140],{"categories":6562},[140],{"categories":6564},[153],{"categories":6566},[191],{"categories":6568},[269],{"categories":6570},[140],{"categories":6572},[140],{"categories":6574},[140],{"categories":6576},[153],{"categories":6578},[],{"categories":6580},[153],{"categories":6582},[188],{"categories":6584},[140],{"categories":6586},[153],{"categories":6588},[153],{"categories":6590},[140],{"categories":6592},[],{"categories":6594},[188],{"categories":6596},[94],{"categories":6598},[3162],{"categories":6600},[143],{"categories":6602},[94],{"categories":6604},[140],{"categories":6606},[153],{"categories":6608},[140],{"categories":6610},[140],{"categories":6612},[269],{"categories":6614},[94],{"categories":6616},[191],{"categories":6618},[],{"categories":6620},[188],{"categories":6622},[140],{"categories":6624},[140],{"categories":6626},[],{"categories":6628},[153],{"categories":6630},[140],{"categories":6632},[140],{"categories":6634},[140],{"categories":6636},[140],{"categories":6638},[153],{"categories":6640},[140],{"categories":6642},[140],{"categories":6644},[140],{"categories":6646},[156],{"categories":6648},[140],{"categories":6650},[153],{"categories":6652},[140],{"categories":6654},[140],{"categories":6656},[140],{"categories":6658},[140],{"categories":6660},[140],{"categories":6662},[140],{"categories":6664},[140],{"categories":6666},[148],{"categories":6668},[],{"categories":6670},[156],{"categories":6672},[188],{"categories":6674},[153],{"categories":6676},[140],{"categories":6678},[94],{"categories":6680},[],{"categories":6682},[94],{"categories":6684},[94],{"categories":6686},[153],{"categories":6688},[94],{"categories":6690},[140],{"categories":6692},[140],{"categories":6694},[140],{"categories":6696},[153],{"categories":6698},[94],{"categories":6700},[140],{"categories":6702},[140],{"categories":6704},[140],{"categories":6706},[153],{"categories":6708},[188],{"categories":6710},[140],{"categories":6712},[140],{"categories":6714},[140],{"categories":6716},[148],{"categories":6718},[140],{"categories":6720},[153],{"categories":6722},[240],{"categories":6724},[],{"categories":6726},[140],{"categories":6728},[191],{"categories":6730},[153],{"categories":6732},[140],{"categories":6734},[140],{"categories":6736},[],{"categories":6738},[140],{"categories":6740},[140],{"categories":6742},[188],{"categories":6744},[140],{"categories":6746},[140],{"categories":6748},[153],{"categories":6750},[269],{"categories":6752},[],{"categories":6754},[],{"categories":6756},[94],{"categories":6758},[140],{"categories":6760},[140],{"categories":6762},[188],{"categories":6764},[140],{"categories":6766},[94],{"categories":6768},[188],{"categories":6770},[140],{"categories":6772},[140],{"categories":6774},[269],{"categories":6776},[191],{"categories":6778},[140],{"categories":6780},[140],{"categories":6782},[143],{"categories":6784},[153],{"categories":6786},[140],{"categories":6788},[140],{"categories":6790},[153],{"categories":6792},[148],{"categories":6794},[153],{"categories":6796},[94],{"categories":6798},[140],{"categories":6800},[148],{"categories":6802},[],{"categories":6804},[140],{"categories":6806},[191],{"categories":6808},[140],{"categories":6810},[140],{"categories":6812},[],{"categories":6814},[188],{"categories":6816},[140],{"categories":6818},[153],{"categories":6820},[191],{"categories":6822},[140],{"categories":6824},[94],{"categories":6826},[94],{"categories":6828},[94],{"categories":6830},[140],{"categories":6832},[153],{"categories":6834},[153],{"categories":6836},[140],{"categories":6838},[153],{"categories":6840},[140],{"categories":6842},[140],{"categories":6844},[240],{"categories":6846},[191],{"categories":6848},[191],{"categories":6850},[],{"categories":6852},[188],{"categories":6854},[140],{"categories":6856},[140],{"categories":6858},[94],{"categories":6860},[],{"categories":6862},[188],{"categories":6864},[188],{"categories":6866},[188],{"categories":6868},[],{"categories":6870},[153],{"categories":6872},[140],{"categories":6874},[],{"categories":6876},[143],{"categories":6878},[148],{"categories":6880},[],{"categories":6882},[140],{"categories":6884},[140],{"categories":6886},[],{"categories":6888},[94],{"categories":6890},[],{"categories":6892},[],{"categories":6894},[],{"categories":6896},[],{"categories":6898},[140],{"categories":6900},[188],{"categories":6902},[],{"categories":6904},[],{"categories":6906},[140],{"categories":6908},[140],{"categories":6910},[140],{"categories":6912},[191],{"categories":6914},[140],{"categories":6916},[191],{"categories":6918},[],{"categories":6920},[191],{"categories":6922},[191],{"categories":6924},[310],{"categories":6926},[153],{"categories":6928},[94],{"categories":6930},[],{"categories":6932},[],{"categories":6934},[191],{"categories":6936},[94],{"categories":6938},[94],{"categories":6940},[94],{"categories":6942},[],{"categories":6944},[143],{"categories":6946},[94],{"categories":6948},[94],{"categories":6950},[143],{"categories":6952},[94],{"categories":6954},[148],{"categories":6956},[94],{"categories":6958},[94],{"categories":6960},[94],{"categories":6962},[191],{"categories":6964},[188],{"categories":6966},[188],{"categories":6968},[140],{"categories":6970},[94],{"categories":6972},[191],{"categories":6974},[310],{"categories":6976},[191],{"categories":6978},[191],{"categories":6980},[191],{"categories":6982},[],{"categories":6984},[148],{"categories":6986},[],{"categories":6988},[310],{"categories":6990},[94],{"categories":6992},[94],{"categories":6994},[94],{"categories":6996},[153],{"categories":6998},[188,148],{"categories":7000},[191],{"categories":7002},[],{"categories":7004},[],{"categories":7006},[191],{"categories":7008},[],{"categories":7010},[191],{"categories":7012},[188],{"categories":7014},[153],{"categories":7016},[],{"categories":7018},[94],{"categories":7020},[140],{"categories":7022},[240],{"categories":7024},[],{"categories":7026},[140],{"categories":7028},[],{"categories":7030},[188],{"categories":7032},[143],{"categories":7034},[191],{"categories":7036},[],{"categories":7038},[94],{"categories":7040},[188],[7042,7093,7221,7376],{"id":7043,"title":7044,"ai":7045,"body":7051,"categories":7074,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":7075,"navigation":116,"path":7079,"published_at":7080,"question":95,"scraped_at":7081,"seo":7082,"sitemap":7083,"source_id":7084,"source_name":7085,"source_type":7086,"source_url":7087,"stem":7088,"tags":7089,"thumbnail_url":95,"tldr":7090,"tweet":95,"unknown_tags":7091,"__hash__":7092},"summaries\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary.md","Programming Stacks Map to LLM Agents for Smarter Builds",{"provider":7,"model":7046,"input_tokens":7047,"output_tokens":7048,"processing_time_ms":7049,"cost_usd":7050},"x-ai\u002Fgrok-4.1-fast",3863,1003,11090,0.0012516,{"type":14,"value":7052,"toc":7070},[7053,7057,7060,7063,7067],[17,7054,7056],{"id":7055},"analogy-equips-you-to-build-maintainable-agentic-systems","Analogy Equips You to Build Maintainable Agentic Systems",[22,7058,7059],{},"Traditional software engineering maps closely to LLM-based agentic systems, revealing why current stacks often fail at scale. Treat the LLM itself (e.g., Qwen, Llama, Claude) as your core programming language—it handles execution of instructions. MCP servers (like libraries such as NumPy or Textual) provide reusable capabilities without bloating the base model. Individual skills act as discrete programs, composed atop these for specific tasks. Context windows function like RAM: fast but volatile and size-limited, forcing careful state management. RAG serves as disk\u002Fdatabase: persistent, slower retrieval for grounding without overwhelming short-term memory.",[22,7061,7062],{},"This mapping isn't perfect—LLMs introduce non-determinism and hallucination risks absent in deterministic languages—but it holds enough to guide architecture. It breaks where LLMs lack compile-time checks or true modularity, yet applying software principles (e.g., minimize context bloat like RAM overuse, version MCPs like library deps) yields more reliable agents.",[17,7064,7066],{"id":7065},"practical-implications-shift-your-agent-stack","Practical Implications Shift Your Agent Stack",[22,7068,7069],{},"Adopt this lens to escape ad-hoc prompting: design agents as layered software stacks. Start with a capable LLM 'language,' plug in specialized MCP 'libraries' for domain logic, author focused 'skills' as composable units, manage context like volatile memory (evict aggressively), and offload facts to RAG for persistence. Result: systems that scale like apps, not brittle prompt chains—easier to debug, version, and extend. Hands-on builders gain a mental model for production agents, prioritizing composition over raw model power.",{"title":87,"searchDepth":88,"depth":88,"links":7071},[7072,7073],{"id":7055,"depth":88,"text":7056},{"id":7065,"depth":88,"text":7066},[140],{"content_references":7076,"triage":7077},[],{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7078},"Category: AI & LLMs. The article provides a detailed analogy between traditional software engineering and LLM-based systems, addressing the audience's need for practical applications in building AI-powered products. It offers actionable insights on structuring agentic systems, which is directly relevant to developers and founders looking to implement AI effectively.","\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary","2026-04-29 01:52:13","2026-05-03 17:00:53",{"title":7044,"description":87},{"loc":7079},"788e0faff32168e3","Generative AI","article","https:\u002F\u002Fgenerativeai.pub\u002Fthe-hidden-analogy-between-programming-languages-and-llms-that-will-change-how-you-build-agentic-a344fa26dc09?source=rss----440100e76000---4","summaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary",[129,128,131],"Map LLMs to programming languages, MCP servers to libraries, skills to programs, context windows to RAM, and RAG to disk—use this analogy to compose and maintain agentic systems like traditional software.",[131],"_g6isC4Txgg9eOHjkCG4cbpzGLv4o7EVwKaZv6zkg2o",{"id":7094,"title":7095,"ai":7096,"body":7101,"categories":7199,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":7200,"navigation":116,"path":7207,"published_at":7208,"question":95,"scraped_at":7209,"seo":7210,"sitemap":7211,"source_id":7212,"source_name":123,"source_type":124,"source_url":7213,"stem":7214,"tags":7215,"thumbnail_url":95,"tldr":7217,"tweet":7218,"unknown_tags":7219,"__hash__":7220},"summaries\u002Fsummaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary.md","Architecting Production-Ready AI Agents: Lessons from Codeex",{"provider":7,"model":8,"input_tokens":7097,"output_tokens":7098,"processing_time_ms":7099,"cost_usd":7100},7448,649,2960,0.0028355,{"type":14,"value":7102,"toc":7193},[7103,7107,7118,7122,7125,7145,7149,7161,7168,7172,7175],[17,7104,7106],{"id":7105},"protocol-driven-agent-architecture","Protocol-Driven Agent Architecture",[22,7108,7109,7110,7113,7114,7117],{},"Building scalable agents requires decoupling the UI from the inference engine. The Codeex harness utilizes two primary protocols: the ",[26,7111,7112],{},"App Server protocol"," (managing UI-to-harness communication) and the ",[26,7115,7116],{},"Responses API"," (handling harness-to-inference communication). This architecture allows for an open ecosystem where developers can build custom interfaces or integrate with tools like Cloud Code or even game engines like Doom, while leveraging standardized capabilities like web search and image generation.",[17,7119,7121],{"id":7120},"context-management-and-performance","Context Management and Performance",[22,7123,7124],{},"To maintain performance and cost-efficiency in long-running agents, context management is critical. Codeex employs three specific strategies:",[41,7126,7127,7133,7139],{},[44,7128,7129,7132],{},[26,7130,7131],{},"Deferred Tool Loading:"," Tools are marked as deferred and excluded from the initial context window, becoming available only via tool search to save tokens.",[44,7134,7135,7138],{},[26,7136,7137],{},"Dynamic Capping:"," Available skills are capped at 2% of the context window, with descriptions truncated as the window grows.",[44,7140,7141,7144],{},[26,7142,7143],{},"Websocket Mode:"," Moving from HTTP\u002FServer-Sent Events to persistent WebSockets allows for stateful communication, sending only the delta of changes (e.g., tool call results) rather than re-transmitting the entire history.",[17,7146,7148],{"id":7147},"agentic-actions-and-security","Agentic Actions and Security",[22,7150,7151,7152,7156,7157,7160],{},"Agents require sophisticated interaction patterns to perform real-world tasks. Codeex uses a sandbox layer (utilizing ",[7153,7154,7155],"code",{},"seatbelt"," on macOS, ",[7153,7158,7159],{},"bubblewrap"," on Linux, and a custom open-source sandbox for Windows) to execute file system and browser interactions.",[22,7162,7163,7164,7167],{},"To solve \"approval fatigue\" while maintaining security, the system implements ",[26,7165,7166],{},"Auto-Review",". When an agent attempts a sensitive action (e.g., file deletion), it triggers a secondary, read-only \"Auto-Review\" sub-agent. This sub-agent evaluates the action against the user's original intent, the current transcript, and a risk taxonomy to decide whether to approve the action automatically or escalate it to the human user.",[17,7169,7171],{"id":7170},"long-running-task-management","Long-Running Task Management",[22,7173,7174],{},"For tasks spanning hours or days, the harness manages state through:",[41,7176,7177,7187],{},[44,7178,7179,7182,7183,7186],{},[26,7180,7181],{},"Goal-Oriented Loops:"," Rather than long-form prompts, agents use concrete, verifiable goals. The harness injects continuation prompts until the agent calls an ",[7153,7184,7185],{},"update_goal"," tool.",[44,7188,7189,7192],{},[26,7190,7191],{},"Auto-Compaction:"," The system automatically triggers context compaction, condensing long transcripts into a summarized state that preserves necessary information while keeping the context window performant for subsequent turns.",{"title":87,"searchDepth":88,"depth":88,"links":7194},[7195,7196,7197,7198],{"id":7105,"depth":88,"text":7106},{"id":7120,"depth":88,"text":7121},{"id":7147,"depth":88,"text":7148},{"id":7170,"depth":88,"text":7171},[140],{"content_references":7201,"triage":7205},[7202],{"type":101,"title":7203,"url":7204,"context":105},"Codeex Harness","https:\u002F\u002Fgithub.com\u002Fcodeex-harness",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7206},"Category: AI & LLMs. The article provides in-depth insights into architecting production-ready AI agents, addressing specific pain points like context management and security, which are crucial for developers building AI features. It offers actionable strategies such as deferred tool loading and dynamic capping, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary","2026-08-10 16:00:06","2026-08-11 03:21:19",{"title":7095,"description":87},{"loc":7207},"a99d0a99a7e4cd29","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=shRR1e2HXMk","summaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary",[128,129,7216,131],"automation","Building robust AI agents requires moving beyond basic prompts to implementing stateful protocols, intelligent context management, and automated security review systems.","This is a technical deep dive into the architecture of the [Continue](https:\u002F\u002Fcontinue.dev) (formerly Codeium\u002FCodeEx) agent harness. The speaker explains how their open-source Rust-based framework manages context, handles tool discovery, and implements sandboxed file system and browser interactions.",[131],"0IE5ePi-CwE2qeWsvD0wxIoPrw1PeTHf_tQsAV9jg9E",{"id":7222,"title":7223,"ai":7224,"body":7229,"categories":7347,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":7348,"navigation":116,"path":7361,"published_at":7362,"question":95,"scraped_at":7363,"seo":7364,"sitemap":7365,"source_id":7366,"source_name":123,"source_type":124,"source_url":7367,"stem":7368,"tags":7369,"thumbnail_url":7371,"tldr":7372,"tweet":7373,"unknown_tags":7374,"__hash__":7375},"summaries\u002Fsummaries\u002F1a2c251c00ae8ae7-the-evolution-of-coding-agents-from-implementation-summary.md","The Evolution of Coding Agents: From Implementation to Strategy",{"provider":7,"model":8,"input_tokens":7225,"output_tokens":7226,"processing_time_ms":7227,"cost_usd":7228},8954,1151,5773,0.003965,{"type":14,"value":7230,"toc":7339},[7231,7235,7238,7242,7245,7249,7252,7256,7259,7263,7310,7314],[17,7232,7234],{"id":7233},"the-shift-from-implementation-to-product-strategy","The Shift from Implementation to Product Strategy",[22,7236,7237],{},"The role of the software engineer is undergoing a fundamental transformation. As coding agents like Claude Code and Fable become more capable, the daily workflow has shifted away from manual, line-by-line implementation toward higher-level product strategy. Engineers are now tasked with managing and refining outputs rather than writing the code itself. This evolution allows teams to move from months-long planning cycles to rapid, week-long iteration, placing a premium on product taste and business sense over raw execution speed.",[17,7239,7241],{"id":7240},"proactive-collaboration-with-claude-tag","Proactive Collaboration with Claude Tag",[22,7243,7244],{},"Anthropic’s introduction of Claude Tag marks a shift toward multiplayer, agentic workflows. By integrating directly into Slack, Claude Tag acts as a proactive team member that monitors bug reports, drafts pull requests, and retains team memory. Unlike traditional tools that wait for human input, Claude Tag operates autonomously, currently handling over 65% of product PRs for Anthropic’s engineering team. This multiplayer environment allows designers, product managers, and engineers to collaborate in real-time, observing how others use the agent to establish new social norms for effective interaction.",[17,7246,7248],{"id":7247},"rethinking-engineering-norms-the-case-for-rewrites","Rethinking Engineering Norms: The Case for Rewrites",[22,7250,7251],{},"Traditional software engineering wisdom—such as the prohibition against rewrites—is being challenged. The speakers argue that in an era of high-quality automated test suites, rewrites are not only acceptable but beneficial. A codebase serves as a living specification; when an agent can generate multiple implementations, developers can test them against a robust suite and select the most accurate version. This approach encourages prototyping and rapid experimentation, allowing teams to tackle more ambitious projects that were previously considered too resource-intensive.",[17,7253,7255],{"id":7254},"building-trust-through-infrastructure","Building Trust Through Infrastructure",[22,7257,7258],{},"As models become more advanced, the challenge shifts to maintaining quality and safety. Anthropic utilizes a multi-pronged approach to code review, combining human oversight for critical core components with fully automated reviews for outer-layer changes. This transition is managed through rigorous evaluation sets (evals). When a new model is introduced, it must pass a comprehensive suite of internal and external tests to ensure it is strictly better than its predecessor. This infrastructure provides the confidence to \"drop in\" new models without regressing performance or security, including protection against prompt injection and data exfiltration in long-running agentic tasks.",[17,7260,7262],{"id":7261},"key-takeaways","Key Takeaways",[41,7264,7265,7280,7286,7292,7298,7304],{},[44,7266,7267,7270,7271,7275,7276,7279],{},[26,7268,7269],{},"Prioritize Product Sense:"," As implementation becomes cheaper, your value as an engineer shifts toward deciding ",[7272,7273,7274],"em",{},"what"," to build rather than just ",[7272,7277,7278],{},"how"," to write the code.",[44,7281,7282,7285],{},[26,7283,7284],{},"Embrace Rewrites:"," Use agents to generate multiple versions of a feature and test them against a robust suite to find the best implementation.",[44,7287,7288,7291],{},[26,7289,7290],{},"Adopt Proactive Agents:"," Move beyond reactive coding assistants by using tools that monitor channels, track bugs, and draft PRs automatically.",[44,7293,7294,7297],{},[26,7295,7296],{},"Build Trust via Evals:"," Don't rely on intuition for model performance; build a comprehensive suite of internal evals to catch regressions before they hit production.",[44,7299,7300,7303],{},[26,7301,7302],{},"Dog-fooding is Essential:"," Use your own tools to build your products. If a feature is frustrating to use internally, it is not ready for the public.",[44,7305,7306,7309],{},[26,7307,7308],{},"Stop Negotiating Against Yourself:"," Because implementation is now faster, aim for higher levels of ambition in your product roadmap.",[17,7311,7313],{"id":7312},"notable-quotes","Notable Quotes",[41,7315,7316,7322,7328,7333],{},[44,7317,7318,7319],{},"\"I think one of the biggest shifts that we're seeing in the ENG skill set is... an increase in value on product taste and business sense and a bit lower on execution in most product domains.\" — ",[26,7320,7321],{},"Cat Wu",[44,7323,7324,7325],{},"\"What people undercount is like a codebase is a spec and maybe it's the only copy of the spec that you have... I'm a pro-rewriting now.\" — ",[26,7326,7327],{},"Thariq Shihipar",[44,7329,7330,7331],{},"\"In the beginning we would have human review for everything and then increasingly we would say okay for code changes that touch these files code review is catching a 100% of the issues there so we actually don't need a human to be manually reviewing those.\" — ",[26,7332,7321],{},[44,7334,7335,7336],{},"\"Software engineering is getting harder because the level of ambition of the stuff we can take on has gone up.\" — ",[26,7337,7338],{},"Simon Willison",{"title":87,"searchDepth":88,"depth":88,"links":7340},[7341,7342,7343,7344,7345,7346],{"id":7233,"depth":88,"text":7234},{"id":7240,"depth":88,"text":7241},{"id":7247,"depth":88,"text":7248},{"id":7254,"depth":88,"text":7255},{"id":7261,"depth":88,"text":7262},{"id":7312,"depth":88,"text":7313},[140],{"content_references":7349,"triage":7359},[7350,7353,7355],{"type":101,"title":7351,"url":7352,"context":105},"Claude Code","https:\u002F\u002Fwww.anthropic.com\u002Fclaude-code",{"type":101,"title":7354,"context":105},"Claude Tag",{"type":101,"title":7356,"url":7357,"context":7358},"Datasette","https:\u002F\u002Fdatasette.io\u002F","mentioned",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7360},"Category: AI & LLMs. The article discusses the transformative role of coding agents in software engineering, addressing how they shift focus from manual coding to strategic product development, which is a core concern for the target audience. It provides insights into practical applications of these agents, such as proactive collaboration and rapid iteration, making it actionable for builders looking to integrate AI into their workflows.","\u002Fsummaries\u002F1a2c251c00ae8ae7-the-evolution-of-coding-agents-from-implementation-summary","2026-07-15 15:05:06","2026-07-17 18:00:49",{"title":7223,"description":87},{"loc":7361},"1a2c251c00ae8ae7","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=uU5Gv2h8-9g","summaries\u002F1a2c251c00ae8ae7-the-evolution-of-coding-agents-from-implementation-summary",[129,128,7370,131],"product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FuU5Gv2h8-9g\u002Fhqdefault.jpg","Coding agents like Claude Code are shifting software engineering from manual implementation to high-level product strategy, enabling faster iteration, proactive team collaboration, and a new reliance on automated code review.","This is a candid, conversational deep dive into how Anthropic’s internal team uses their own agentic tools, [Claude Code](https:\u002F\u002Fx.com\u002Ftrq212) and Claude Tag, to shift from manual coding to high-level product strategy. The speakers discuss the cultural shift toward rapid prototyping, the benefits of frequent rewrites, and the practical realities of managing proactive, \"multiplayer\" AI agents in a production environment.",[131],"7OKziFtWQ7JvYXgvavTU4TwSSa1HskYY9h1cxID6klM",{"id":7377,"title":7378,"ai":7379,"body":7384,"categories":7421,"created_at":95,"date_modified":95,"description":87,"extension":96,"faq":95,"featured":97,"kicker_label":95,"meta":7422,"navigation":116,"path":7431,"published_at":7432,"question":95,"scraped_at":7432,"seo":7433,"sitemap":7434,"source_id":7435,"source_name":7436,"source_type":7086,"source_url":7428,"stem":7437,"tags":7438,"thumbnail_url":95,"tldr":7440,"tweet":95,"unknown_tags":7441,"__hash__":7442},"summaries\u002Fsummaries\u002Ffc8e9df3a4af179f-contract2tool-improving-llm-agent-reliability-via-summary.md","Contract2Tool: Improving LLM Agent Reliability via Formal Contracts",{"provider":7,"model":8,"input_tokens":7380,"output_tokens":7381,"processing_time_ms":7382,"cost_usd":7383},4064,510,3408,0.001781,{"type":14,"value":7385,"toc":7417},[7386,7390,7393,7397,7400,7414],[17,7387,7389],{"id":7388},"the-reliability-gap-in-tool-augmented-agents","The Reliability Gap in Tool-Augmented Agents",[22,7391,7392],{},"Modern LLM agents often struggle with tool selection and execution because they lack a formal understanding of the operational requirements for the tools they use. When an agent treats a tool as a black box, it frequently fails to satisfy necessary preconditions (e.g., required input formats, state dependencies) or misinterprets the side effects of an action. Contract2Tool addresses this by introducing a framework that learns and enforces formal 'contracts'—preconditions and effects—for each tool, ensuring that the agent only invokes functions when it is safe and logical to do so.",[17,7394,7396],{"id":7395},"learning-and-enforcing-operational-contracts","Learning and Enforcing Operational Contracts",[22,7398,7399],{},"The core of the Contract2Tool approach is the transition from implicit prompt-based tool descriptions to explicit, learned constraints. By analyzing historical execution data and tool documentation, the system derives a structured contract for each tool.",[41,7401,7402,7408],{},[44,7403,7404,7407],{},[26,7405,7406],{},"Preconditions:"," These define the state or input requirements that must be met before a tool is triggered. By explicitly checking these, the agent avoids runtime errors and invalid API calls.",[44,7409,7410,7413],{},[26,7411,7412],{},"Effects:"," These define the expected state changes following a successful execution. This allows the agent to verify whether an action achieved the desired outcome, enabling better planning and error recovery.",[22,7415,7416],{},"By integrating these contracts into the agent's reasoning loop, the system significantly reduces 'hallucinated' tool usage and improves the robustness of multi-step task completion. This shift moves agent architecture toward a more deterministic, software-engineering-focused paradigm where tool interaction is treated as a contract-based interface rather than a probabilistic guess.",{"title":87,"searchDepth":88,"depth":88,"links":7418},[7419,7420],{"id":7388,"depth":88,"text":7389},{"id":7395,"depth":88,"text":7396},[140],{"content_references":7423,"triage":7429},[7424],{"type":7425,"title":7426,"author":7427,"url":7428,"context":110},"paper","Contract2Tool: Learning Preconditions and Effects for Reliable Tool-Augmented LLM Agents","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.07904",{"relevance":112,"novelty":113,"quality":113,"actionability":113,"composite":114,"reasoning":7430},"Category: AI & LLMs. The article directly addresses the reliability of LLM agents in tool usage, a core concern for developers integrating AI into products. It presents a novel framework for improving agent performance through formal contracts, which is actionable for those looking to enhance AI tool interactions.","\u002Fsummaries\u002Ffc8e9df3a4af179f-contract2tool-improving-llm-agent-reliability-via-summary","2026-06-09 12:58:19",{"title":7378,"description":87},{"loc":7431},"fc8e9df3a4af179f","arXiv cs.AI","summaries\u002Ffc8e9df3a4af179f-contract2tool-improving-llm-agent-reliability-via-summary",[129,128,7439,131],"ai-tools","Contract2Tool enhances LLM agent reliability by learning explicit preconditions and effects for tools, reducing execution errors and improving task success rates.",[131],"iN4xYIMCp3jfZdBtfdDVcr_1nXbJbmSAGExyNrzdnH0"]