[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-719f06d372a01958-why-rust-is-the-ideal-language-for-ai-driven-devel-summary":3,"summaries-facets-categories":106,"summary-related-719f06d372a01958-why-rust-is-the-ideal-language-for-ai-driven-devel-summary":7010},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":85,"path":86,"published_at":87,"question":65,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":94,"stem":95,"tags":96,"thumbnail_url":101,"tldr":102,"tweet":103,"unknown_tags":104,"__hash__":105},"summaries\u002Fsummaries\u002F719f06d372a01958-why-rust-is-the-ideal-language-for-ai-driven-devel-summary.md","Why Rust is the Ideal Language for AI-Driven Development",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6353,634,3772,0.00253925,{"type":14,"value":15,"toc":56},"minimark",[16,21,25,29,32,49,53],[17,18,20],"h2",{"id":19},"the-fallacy-of-easy-to-write-languages","The Fallacy of 'Easy-to-Write' Languages",[22,23,24],"p",{},"Conventional wisdom favors TypeScript, Python, and JavaScript for AI-assisted development because they are flexible, dynamic, and easy for LLMs to generate on the first try. However, this flexibility is a double-edged sword. Because LLMs are non-deterministic and fallible, they frequently introduce subtle bugs—such as data races or null pointer exceptions—that dynamic languages allow to compile and run. Relying on human review or secondary agents to catch these errors is inefficient and unreliable compared to a language that enforces correctness at the source.",[17,26,28],{"id":27},"rust-as-a-deterministic-guardrail","Rust as a Deterministic Guardrail",[22,30,31],{},"Rust shifts the burden of verification from the AI agent to the compiler. By enforcing strict invariants—such as memory safety, null safety, and thread safety—the Rust compiler acts as an automated, deterministic reviewer.",[33,34,35,43],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Fearless Concurrency:"," In languages like TypeScript, multi-threaded data races might only manifest as intermittent runtime failures. In Rust, the compiler identifies unsafe data sharing between threads at compile time, explicitly naming the problematic type and guiding the agent toward the correct thread-safe implementation.",[36,44,45,48],{},[39,46,47],{},"Actionable Feedback Loops:"," While Rust is objectively harder for an LLM to write correctly on the first attempt, this difficulty is an asset. The compiler provides descriptive error messages that serve as a high-fidelity feedback loop for autonomous agents. Every error the agent resolves during the compilation phase is a production bug that never reaches the end user.",[17,50,52],{"id":51},"rethinking-ai-development","Rethinking AI Development",[22,54,55],{},"We should stop optimizing for the language that is easiest for an AI to write and start optimizing for the language that is safest for an AI to maintain. Because AI agents operate in autonomous loops, they are uniquely equipped to handle the iterative process of fixing compiler errors. Using a language with strict constraints is faster and more reliable than relying on probabilistic review agents to catch bugs that the compiler could have prevented entirely.",{"title":57,"searchDepth":58,"depth":58,"links":59},"",2,[60,61,62],{"id":19,"depth":58,"text":20},{"id":27,"depth":58,"text":28},{"id":51,"depth":58,"text":52},[64],"Software Engineering",null,"md",false,{"content_references":69,"triage":80},[70,75],{"type":71,"title":72,"author":73,"context":74},"book","Nexus: A Brief History of Information Networks from the Stone Age to AI","Yuval Noah Harari","recommended",{"type":76,"title":77,"url":78,"context":79},"tool","Sentry","https:\u002F\u002Fsentry.io","mentioned",{"relevance":81,"novelty":82,"quality":81,"actionability":82,"composite":83,"reasoning":84},4,3,3.6,"Category: Software Engineering. The article discusses the advantages of using Rust for AI-driven development, addressing a specific pain point about production bugs in dynamic languages. It provides insights into how Rust's compiler can prevent runtime failures, which is relevant for developers looking to build reliable AI-powered products.",true,"\u002Fsummaries\u002F719f06d372a01958-why-rust-is-the-ideal-language-for-ai-driven-devel-summary","2026-05-27 15:00:06","2026-05-30 14:00:46",{"title":5,"description":57},{"loc":86},"719f06d372a01958","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ugUeZ8-b-u0","summaries\u002F719f06d372a01958-why-rust-is-the-ideal-language-for-ai-driven-devel-summary",[97,98,99,100],"llm","agents","coding","rust","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FugUeZ8-b-u0\u002Fhqdefault.jpg","While dynamic languages like TypeScript are easier for LLMs to write, their lack of constraints leads to production bugs. Rust’s strict compiler acts as a deterministic guardrail, turning compile-time errors into a feedback loop that prevents runtime failures.","This talk argues that the \"vibe-coding\" preference for dynamic languages like TypeScript and Python is a mistake because it prioritizes ease of generation over correctness. The speaker contends that Rust’s strict compiler acts as a superior, deterministic feedback loop for AI agents, catching concurrency and memory bugs that would otherwise ship as intermittent production failures.",[100],"j3wg6eYtGORE_yzMHaqqBjVFKwxTYf6BWA0L3mXRcUM",[107,110,113,115,118,120,123,126,128,130,132,134,136,138,140,142,144,147,149,151,153,155,158,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,210,212,214,216,218,220,222,224,226,228,230,232,234,236,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,280,282,284,286,288,290,292,294,296,298,300,302,304,306,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,374,376,378,380,382,384,386,388,390,392,394,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,430,432,434,436,438,440,442,444,446,448,450,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,512,514,516,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,558,560,562,564,566,568,570,572,574,576,578,580,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,870,872,874,876,878,881,883,885,887,889,891,893,895,897,899,901,903,905,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008],{"categories":108},[109],"AI & LLMs",{"categories":111},[112],"Developer Productivity",{"categories":114},[109],{"categories":116},[117],"Business & SaaS",{"categories":119},[109],{"categories":121},[122],"AI Automation",{"categories":124},[125],"Product Strategy",{"categories":127},[122],{"categories":129},[109],{"categories":131},[112],{"categories":133},[122],{"categories":135},[64],{"categories":137},[109],{"categories":139},[117],{"categories":141},[],{"categories":143},[109],{"categories":145},[146],"Inference & Serving",{"categories":148},[109],{"categories":150},[109],{"categories":152},[122],{"categories":154},[],{"categories":156},[157],"AI News & Trends",{"categories":159},[160],"Data Science & Visualization",{"categories":162},[122],{"categories":164},[109],{"categories":166},[109],{"categories":168},[117],{"categories":170},[112],{"categories":172},[109],{"categories":174},[122],{"categories":176},[157],{"categories":178},[109],{"categories":180},[122],{"categories":182},[122],{"categories":184},[109],{"categories":186},[109],{"categories":188},[122],{"categories":190},[109],{"categories":192},[109],{"categories":194},[109],{"categories":196},[122],{"categories":198},[157],{"categories":200},[109],{"categories":202},[109],{"categories":204},[109],{"categories":206},[],{"categories":208},[209],"Design & Frontend",{"categories":211},[160],{"categories":213},[157],{"categories":215},[109],{"categories":217},[109],{"categories":219},[109],{"categories":221},[],{"categories":223},[109],{"categories":225},[109],{"categories":227},[122],{"categories":229},[64],{"categories":231},[109],{"categories":233},[122],{"categories":235},[109],{"categories":237},[238],"Marketing & Growth",{"categories":240},[209],{"categories":242},[109],{"categories":244},[122],{"categories":246},[109],{"categories":248},[109],{"categories":250},[64],{"categories":252},[109],{"categories":254},[],{"categories":256},[],{"categories":258},[209],{"categories":260},[109],{"categories":262},[122],{"categories":264},[112],{"categories":266},[64],{"categories":268},[122],{"categories":270},[209],{"categories":272},[125],{"categories":274},[109],{"categories":276},[64],{"categories":278},[279],"DevOps & Cloud",{"categories":281},[122],{"categories":283},[125],{"categories":285},[157],{"categories":287},[109],{"categories":289},[],{"categories":291},[109],{"categories":293},[109],{"categories":295},[],{"categories":297},[122],{"categories":299},[64],{"categories":301},[],{"categories":303},[64],{"categories":305},[109],{"categories":307},[308],"Governance & Standards",{"categories":310},[117],{"categories":312},[],{"categories":314},[],{"categories":316},[109],{"categories":318},[109],{"categories":320},[122],{"categories":322},[109],{"categories":324},[109],{"categories":326},[122],{"categories":328},[109],{"categories":330},[109],{"categories":332},[109],{"categories":334},[],{"categories":336},[64],{"categories":338},[],{"categories":340},[],{"categories":342},[109],{"categories":344},[64],{"categories":346},[],{"categories":348},[64],{"categories":350},[109],{"categories":352},[109],{"categories":354},[238],{"categories":356},[109],{"categories":358},[109],{"categories":360},[109],{"categories":362},[209],{"categories":364},[209],{"categories":366},[109],{"categories":368},[64],{"categories":370},[122],{"categories":372},[373],"GovTech & Public-Sector Adoption",{"categories":375},[64],{"categories":377},[109],{"categories":379},[109],{"categories":381},[109],{"categories":383},[122],{"categories":385},[122],{"categories":387},[160],{"categories":389},[109],{"categories":391},[157],{"categories":393},[122],{"categories":395},[396],"Legal AI Tools",{"categories":398},[109],{"categories":400},[122],{"categories":402},[109],{"categories":404},[238],{"categories":406},[122],{"categories":408},[125],{"categories":410},[109],{"categories":412},[64],{"categories":414},[373],{"categories":416},[],{"categories":418},[122],{"categories":420},[],{"categories":422},[117],{"categories":424},[122],{"categories":426},[122],{"categories":428},[429],"RAG & Retrieval",{"categories":431},[117],{"categories":433},[109],{"categories":435},[64],{"categories":437},[64],{"categories":439},[279],{"categories":441},[209],{"categories":443},[122],{"categories":445},[109],{"categories":447},[109],{"categories":449},[],{"categories":451},[452],"Agents & Orchestration",{"categories":454},[64],{"categories":456},[109],{"categories":458},[],{"categories":460},[122],{"categories":462},[117],{"categories":464},[],{"categories":466},[109],{"categories":468},[],{"categories":470},[109],{"categories":472},[112],{"categories":474},[64],{"categories":476},[117],{"categories":478},[109],{"categories":480},[122],{"categories":482},[109],{"categories":484},[157],{"categories":486},[109],{"categories":488},[],{"categories":490},[109],{"categories":492},[],{"categories":494},[109],{"categories":496},[64],{"categories":498},[109],{"categories":500},[122],{"categories":502},[160],{"categories":504},[],{"categories":506},[109],{"categories":508},[209],{"categories":510},[511],"Models & Frontier Labs",{"categories":513},[],{"categories":515},[209],{"categories":517},[518],"Regulation & Governance of AI",{"categories":520},[125],{"categories":522},[122],{"categories":524},[],{"categories":526},[109],{"categories":528},[109],{"categories":530},[122],{"categories":532},[122],{"categories":534},[157],{"categories":536},[109],{"categories":538},[117],{"categories":540},[109],{"categories":542},[122],{"categories":544},[],{"categories":546},[64],{"categories":548},[122],{"categories":550},[109],{"categories":552},[125],{"categories":554},[109],{"categories":556},[557],"AI Policy & Regulation",{"categories":559},[],{"categories":561},[109],{"categories":563},[122],{"categories":565},[125],{"categories":567},[122],{"categories":569},[109],{"categories":571},[109],{"categories":573},[109],{"categories":575},[122],{"categories":577},[],{"categories":579},[160],{"categories":581},[582],"Evals & Reliability",{"categories":584},[109],{"categories":586},[109],{"categories":588},[],{"categories":590},[112],{"categories":592},[373],{"categories":594},[557],{"categories":596},[109],{"categories":598},[117],{"categories":600},[109],{"categories":602},[122],{"categories":604},[109],{"categories":606},[122],{"categories":608},[452],{"categories":610},[109],{"categories":612},[64],{"categories":614},[109],{"categories":616},[],{"categories":618},[209],{"categories":620},[],{"categories":622},[109],{"categories":624},[373],{"categories":626},[109],{"categories":628},[109],{"categories":630},[109],{"categories":632},[],{"categories":634},[109],{"categories":636},[209],{"categories":638},[64],{"categories":640},[],{"categories":642},[109],{"categories":644},[],{"categories":646},[122],{"categories":648},[109],{"categories":650},[209],{"categories":652},[],{"categories":654},[109],{"categories":656},[109],{"categories":658},[160],{"categories":660},[122],{"categories":662},[109],{"categories":664},[117],{"categories":666},[122],{"categories":668},[109],{"categories":670},[109],{"categories":672},[64],{"categories":674},[209],{"categories":676},[109],{"categories":678},[122],{"categories":680},[],{"categories":682},[64],{"categories":684},[122],{"categories":686},[160],{"categories":688},[],{"categories":690},[109],{"categories":692},[157],{"categories":694},[109],{"categories":696},[],{"categories":698},[109],{"categories":700},[109],{"categories":702},[109],{"categories":704},[117,238],{"categories":706},[],{"categories":708},[64],{"categories":710},[109],{"categories":712},[109],{"categories":714},[122],{"categories":716},[109],{"categories":718},[],{"categories":720},[],{"categories":722},[109],{"categories":724},[209],{"categories":726},[109],{"categories":728},[],{"categories":730},[109],{"categories":732},[279],{"categories":734},[],{"categories":736},[122],{"categories":738},[157],{"categories":740},[109],{"categories":742},[109],{"categories":744},[209],{"categories":746},[],{"categories":748},[157],{"categories":750},[109],{"categories":752},[146],{"categories":754},[109],{"categories":756},[109],{"categories":758},[122],{"categories":760},[157],{"categories":762},[511],{"categories":764},[109],{"categories":766},[238],{"categories":768},[],{"categories":770},[122],{"categories":772},[117],{"categories":774},[64],{"categories":776},[109],{"categories":778},[122],{"categories":780},[],{"categories":782},[109,279],{"categories":784},[109],{"categories":786},[109],{"categories":788},[109],{"categories":790},[122],{"categories":792},[109,64],{"categories":794},[160],{"categories":796},[109],{"categories":798},[109],{"categories":800},[109],{"categories":802},[64],{"categories":804},[109],{"categories":806},[122],{"categories":808},[122],{"categories":810},[557],{"categories":812},[238],{"categories":814},[109],{"categories":816},[122],{"categories":818},[109],{"categories":820},[109],{"categories":822},[122],{"categories":824},[],{"categories":826},[122],{"categories":828},[109],{"categories":830},[109],{"categories":832},[122],{"categories":834},[109],{"categories":836},[109,117],{"categories":838},[109],{"categories":840},[117],{"categories":842},[],{"categories":844},[209],{"categories":846},[209],{"categories":848},[109],{"categories":850},[],{"categories":852},[],{"categories":854},[109],{"categories":856},[157],{"categories":858},[],{"categories":860},[112],{"categories":862},[109],{"categories":864},[64],{"categories":866},[109],{"categories":868},[869],"Generative UI & Design-to-Code",{"categories":871},[109],{"categories":873},[109],{"categories":875},[209],{"categories":877},[109],{"categories":879},[880],"Algorithmic Accountability",{"categories":882},[122],{"categories":884},[64],{"categories":886},[157],{"categories":888},[209],{"categories":890},[109],{"categories":892},[],{"categories":894},[125],{"categories":896},[109],{"categories":898},[109],{"categories":900},[109],{"categories":902},[109],{"categories":904},[122],{"categories":906},[907],"MLOps & Infrastructure",{"categories":909},[109],{"categories":911},[109],{"categories":913},[109],{"categories":915},[109],{"categories":917},[109],{"categories":919},[64],{"categories":921},[157],{"categories":923},[109],{"categories":925},[125],{"categories":927},[112],{"categories":929},[109],{"categories":931},[122],{"categories":933},[279],{"categories":935},[109],{"categories":937},[117],{"categories":939},[109],{"categories":941},[209],{"categories":943},[109],{"categories":945},[109],{"categories":947},[122],{"categories":949},[],{"categories":951},[],{"categories":953},[109],{"categories":955},[146],{"categories":957},[209],{"categories":959},[157],{"categories":961},[160],{"categories":963},[],{"categories":965},[109],{"categories":967},[109],{"categories":969},[117],{"categories":971},[122],{"categories":973},[109],{"categories":975},[109],{"categories":977},[109],{"categories":979},[109],{"categories":981},[157],{"categories":983},[146],{"categories":985},[109],{"categories":987},[209],{"categories":989},[109],{"categories":991},[],{"categories":993},[122],{"categories":995},[64],{"categories":997},[],{"categories":999},[109],{"categories":1001},[109],{"categories":1003},[122],{"categories":1005},[64],{"categories":1007},[109],{"categories":1009},[160],{"categories":1011},[209],{"categories":1013},[],{"categories":1015},[109],{"categories":1017},[],{"categories":1019},[109],{"categories":1021},[],{"categories":1023},[109],{"categories":1025},[109],{"categories":1027},[125],{"categories":1029},[117],{"categories":1031},[122],{"categories":1033},[122],{"categories":1035},[],{"categories":1037},[109],{"categories":1039},[112],{"categories":1041},[109],{"categories":1043},[109],{"categories":1045},[117],{"categories":1047},[157],{"categories":1049},[112],{"categories":1051},[],{"categories":1053},[109],{"categories":1055},[],{"categories":1057},[109],{"categories":1059},[],{"categories":1061},[157],{"categories":1063},[157],{"categories":1065},[],{"categories":1067},[452],{"categories":1069},[109],{"categories":1071},[209],{"categories":1073},[64],{"categories":1075},[],{"categories":1077},[396],{"categories":1079},[122],{"categories":1081},[117],{"categories":1083},[],{"categories":1085},[],{"categories":1087},[112],{"categories":1089},[160],{"categories":1091},[],{"categories":1093},[238],{"categories":1095},[122],{"categories":1097},[117],{"categories":1099},[122],{"categories":1101},[109],{"categories":1103},[117],{"categories":1105},[109],{"categories":1107},[64],{"categories":1109},[],{"categories":1111},[146],{"categories":1113},[125],{"categories":1115},[109],{"categories":1117},[209],{"categories":1119},[64],{"categories":1121},[117],{"categories":1123},[109],{"categories":1125},[64],{"categories":1127},[109],{"categories":1129},[122],{"categories":1131},[117],{"categories":1133},[109],{"categories":1135},[109],{"categories":1137},[109],{"categories":1139},[109],{"categories":1141},[109],{"categories":1143},[],{"categories":1145},[],{"categories":1147},[64],{"categories":1149},[160],{"categories":1151},[125],{"categories":1153},[109],{"categories":1155},[122],{"categories":1157},[64],{"categories":1159},[64],{"categories":1161},[109],{"categories":1163},[],{"categories":1165},[157],{"categories":1167},[125],{"categories":1169},[125],{"categories":1171},[64],{"categories":1173},[109],{"categories":1175},[582],{"categories":1177},[279],{"categories":1179},[],{"categories":1181},[122],{"categories":1183},[109],{"categories":1185},[],{"categories":1187},[112],{"categories":1189},[],{"categories":1191},[109],{"categories":1193},[109],{"categories":1195},[109],{"categories":1197},[209],{"categories":1199},[238],{"categories":1201},[109],{"categories":1203},[64],{"categories":1205},[109],{"categories":1207},[122],{"categories":1209},[],{"categories":1211},[64],{"categories":1213},[109],{"categories":1215},[112],{"categories":1217},[],{"categories":1219},[117],{"categories":1221},[109],{"categories":1223},[109],{"categories":1225},[157],{"categories":1227},[109,279],{"categories":1229},[109],{"categories":1231},[1232],"Design Systems for AI",{"categories":1234},[109],{"categories":1236},[109],{"categories":1238},[157],{"categories":1240},[109],{"categories":1242},[109],{"categories":1244},[109],{"categories":1246},[117],{"categories":1248},[109],{"categories":1250},[109],{"categories":1252},[109],{"categories":1254},[],{"categories":1256},[109],{"categories":1258},[109],{"categories":1260},[117],{"categories":1262},[109],{"categories":1264},[],{"categories":1266},[122],{"categories":1268},[122],{"categories":1270},[64],{"categories":1272},[157],{"categories":1274},[64],{"categories":1276},[109],{"categories":1278},[209],{"categories":1280},[157],{"categories":1282},[160],{"categories":1284},[109],{"categories":1286},[109],{"categories":1288},[122],{"categories":1290},[112],{"categories":1292},[557],{"categories":1294},[109],{"categories":1296},[122],{"categories":1298},[109],{"categories":1300},[64],{"categories":1302},[64],{"categories":1304},[],{"categories":1306},[],{"categories":1308},[109],{"categories":1310},[122],{"categories":1312},[125],{"categories":1314},[],{"categories":1316},[117],{"categories":1318},[109],{"categories":1320},[],{"categories":1322},[209],{"categories":1324},[64],{"categories":1326},[122],{"categories":1328},[64],{"categories":1330},[209],{"categories":1332},[109],{"categories":1334},[109],{"categories":1336},[209],{"categories":1338},[],{"categories":1340},[],{"categories":1342},[157],{"categories":1344},[122],{"categories":1346},[122],{"categories":1348},[109],{"categories":1350},[109],{"categories":1352},[109],{"categories":1354},[109],{"categories":1356},[117],{"categories":1358},[109],{"categories":1360},[109],{"categories":1362},[],{"categories":1364},[64],{"categories":1366},[64],{"categories":1368},[109],{"categories":1370},[64],{"categories":1372},[117],{"categories":1374},[],{"categories":1376},[109],{"categories":1378},[109],{"categories":1380},[109],{"categories":1382},[109],{"categories":1384},[109],{"categories":1386},[122],{"categories":1388},[112],{"categories":1390},[117],{"categories":1392},[109],{"categories":1394},[122],{"categories":1396},[157],{"categories":1398},[122],{"categories":1400},[146],{"categories":1402},[238],{"categories":1404},[109],{"categories":1406},[122],{"categories":1408},[109],{"categories":1410},[109],{"categories":1412},[109],{"categories":1414},[],{"categories":1416},[209],{"categories":1418},[],{"categories":1420},[109],{"categories":1422},[109],{"categories":1424},[],{"categories":1426},[109],{"categories":1428},[64],{"categories":1430},[117],{"categories":1432},[1433],"Visual & Generative Media",{"categories":1435},[122],{"categories":1437},[],{"categories":1439},[109],{"categories":1441},[109],{"categories":1443},[64],{"categories":1445},[279],{"categories":1447},[109],{"categories":1449},[160],{"categories":1451},[557],{"categories":1453},[64],{"categories":1455},[238],{"categories":1457},[109],{"categories":1459},[209],{"categories":1461},[109],{"categories":1463},[109],{"categories":1465},[64],{"categories":1467},[122],{"categories":1469},[109],{"categories":1471},[],{"categories":1473},[],{"categories":1475},[122],{"categories":1477},[64],{"categories":1479},[112],{"categories":1481},[122],{"categories":1483},[511],{"categories":1485},[109],{"categories":1487},[125],{"categories":1489},[109],{"categories":1491},[117],{"categories":1493},[],{"categories":1495},[109],{"categories":1497},[125],{"categories":1499},[109],{"categories":1501},[109],{"categories":1503},[109],{"categories":1505},[125],{"categories":1507},[109],{"categories":1509},[109],{"categories":1511},[238],{"categories":1513},[109],{"categories":1515},[452],{"categories":1517},[109],{"categories":1519},[122],{"categories":1521},[109],{"categories":1523},[109],{"categories":1525},[109],{"categories":1527},[109],{"categories":1529},[209],{"categories":1531},[122],{"categories":1533},[],{"categories":1535},[122],{"categories":1537},[],{"categories":1539},[279],{"categories":1541},[64],{"categories":1543},[],{"categories":1545},[511],{"categories":1547},[109],{"categories":1549},[122],{"categories":1551},[122],{"categories":1553},[109],{"categories":1555},[209,109],{"categories":1557},[112],{"categories":1559},[109],{"categories":1561},[209],{"categories":1563},[],{"categories":1565},[109],{"categories":1567},[112],{"categories":1569},[109],{"categories":1571},[1572],"Medical Imaging & Radiology",{"categories":1574},[109],{"categories":1576},[109],{"categories":1578},[109],{"categories":1580},[209],{"categories":1582},[122],{"categories":1584},[64],{"categories":1586},[],{"categories":1588},[109],{"categories":1590},[109],{"categories":1592},[109],{"categories":1594},[],{"categories":1596},[],{"categories":1598},[109],{"categories":1600},[109],{"categories":1602},[452],{"categories":1604},[109],{"categories":1606},[112],{"categories":1608},[109],{"categories":1610},[109],{"categories":1612},[],{"categories":1614},[122],{"categories":1616},[109],{"categories":1618},[125],{"categories":1620},[64],{"categories":1622},[109],{"categories":1624},[122],{"categories":1626},[452],{"categories":1628},[109],{"categories":1630},[122],{"categories":1632},[109],{"categories":1634},[109],{"categories":1636},[109],{"categories":1638},[209],{"categories":1640},[122],{"categories":1642},[279],{"categories":1644},[209],{"categories":1646},[117],{"categories":1648},[122],{"categories":1650},[157],{"categories":1652},[109],{"categories":1654},[109],{"categories":1656},[125],{"categories":1658},[109],{"categories":1660},[109],{"categories":1662},[109],{"categories":1664},[109],{"categories":1666},[122],{"categories":1668},[109],{"categories":1670},[64],{"categories":1672},[64],{"categories":1674},[109],{"categories":1676},[125],{"categories":1678},[],{"categories":1680},[157],{"categories":1682},[],{"categories":1684},[125],{"categories":1686},[122],{"categories":1688},[109],{"categories":1690},[122],{"categories":1692},[1232],{"categories":1694},[1232],{"categories":1696},[209],{"categories":1698},[109],{"categories":1700},[109],{"categories":1702},[109],{"categories":1704},[122],{"categories":1706},[64],{"categories":1708},[209],{"categories":1710},[122],{"categories":1712},[157],{"categories":1714},[],{"categories":1716},[109],{"categories":1718},[],{"categories":1720},[109],{"categories":1722},[109],{"categories":1724},[109],{"categories":1726},[109],{"categories":1728},[122],{"categories":1730},[1731],"Contract Review & E-Discovery",{"categories":1733},[109],{"categories":1735},[209],{"categories":1737},[109],{"categories":1739},[112],{"categories":1741},[109],{"categories":1743},[157],{"categories":1745},[109],{"categories":1747},[109],{"categories":1749},[238],{"categories":1751},[64],{"categories":1753},[109],{"categories":1755},[109],{"categories":1757},[122],{"categories":1759},[122],{"categories":1761},[880],{"categories":1763},[109],{"categories":1765},[109],{"categories":1767},[122],{"categories":1769},[122],{"categories":1771},[109],{"categories":1773},[109],{"categories":1775},[109],{"categories":1777},[122],{"categories":1779},[109],{"categories":1781},[109],{"categories":1783},[452],{"categories":1785},[429],{"categories":1787},[109],{"categories":1789},[122],{"categories":1791},[109],{"categories":1793},[1794],"Law-Firm Practice & Adoption",{"categories":1796},[109],{"categories":1798},[122],{"categories":1800},[209],{"categories":1802},[109],{"categories":1804},[109],{"categories":1806},[109],{"categories":1808},[],{"categories":1810},[],{"categories":1812},[64],{"categories":1814},[109],{"categories":1816},[],{"categories":1818},[122],{"categories":1820},[112],{"categories":1822},[279],{"categories":1824},[109],{"categories":1826},[],{"categories":1828},[112],{"categories":1830},[117],{"categories":1832},[109],{"categories":1834},[238],{"categories":1836},[],{"categories":1838},[117],{"categories":1840},[122],{"categories":1842},[117],{"categories":1844},[],{"categories":1846},[109],{"categories":1848},[125],{"categories":1850},[109],{"categories":1852},[64],{"categories":1854},[],{"categories":1856},[],{"categories":1858},[],{"categories":1860},[],{"categories":1862},[109],{"categories":1864},[125],{"categories":1866},[122],{"categories":1868},[279],{"categories":1870},[109],{"categories":1872},[112],{"categories":1874},[64],{"categories":1876},[109],{"categories":1878},[109],{"categories":1880},[64],{"categories":1882},[125],{"categories":1884},[109],{"categories":1886},[109],{"categories":1888},[109],{"categories":1890},[907],{"categories":1892},[109],{"categories":1894},[64],{"categories":1896},[109],{"categories":1898},[238],{"categories":1900},[64],{"categories":1902},[117],{"categories":1904},[109],{"categories":1906},[109],{"categories":1908},[109],{"categories":1910},[209],{"categories":1912},[109],{"categories":1914},[109],{"categories":1916},[109],{"categories":1918},[109],{"categories":1920},[117],{"categories":1922},[122],{"categories":1924},[109,112],{"categories":1926},[452],{"categories":1928},[109],{"categories":1930},[109],{"categories":1932},[64],{"categories":1934},[64],{"categories":1936},[209],{"categories":1938},[122],{"categories":1940},[122],{"categories":1942},[64],{"categories":1944},[109],{"categories":1946},[109],{"categories":1948},[109],{"categories":1950},[],{"categories":1952},[],{"categories":1954},[109],{"categories":1956},[160],{"categories":1958},[109],{"categories":1960},[122],{"categories":1962},[],{"categories":1964},[109],{"categories":1966},[109],{"categories":1968},[64],{"categories":1970},[160],{"categories":1972},[157],{"categories":1974},[209],{"categories":1976},[109],{"categories":1978},[122],{"categories":1980},[109],{"categories":1982},[64],{"categories":1984},[],{"categories":1986},[122],{"categories":1988},[109],{"categories":1990},[109],{"categories":1992},[109],{"categories":1994},[109],{"categories":1996},[],{"categories":1998},[122],{"categories":2000},[109],{"categories":2002},[109],{"categories":2004},[109],{"categories":2006},[],{"categories":2008},[122],{"categories":2010},[109],{"categories":2012},[109],{"categories":2014},[117],{"categories":2016},[109],{"categories":2018},[109],{"categories":2020},[],{"categories":2022},[112],{"categories":2024},[109],{"categories":2026},[109],{"categories":2028},[109],{"categories":2030},[209],{"categories":2032},[109],{"categories":2034},[64],{"categories":2036},[109],{"categories":2038},[112],{"categories":2040},[109],{"categories":2042},[64],{"categories":2044},[238],{"categories":2046},[122],{"categories":2048},[122],{"categories":2050},[109],{"categories":2052},[109],{"categories":2054},[109,209],{"categories":2056},[109],{"categories":2058},[122],{"categories":2060},[157],{"categories":2062},[109],{"categories":2064},[157],{"categories":2066},[122],{"categories":2068},[209],{"categories":2070},[109],{"categories":2072},[],{"categories":2074},[64],{"categories":2076},[279],{"categories":2078},[209],{"categories":2080},[64],{"categories":2082},[109],{"categories":2084},[125],{"categories":2086},[109],{"categories":2088},[109],{"categories":2090},[122],{"categories":2092},[],{"categories":2094},[],{"categories":2096},[109],{"categories":2098},[],{"categories":2100},[],{"categories":2102},[125],{"categories":2104},[64],{"categories":2106},[109],{"categories":2108},[122],{"categories":2110},[122],{"categories":2112},[117],{"categories":2114},[122],{"categories":2116},[279],{"categories":2118},[109],{"categories":2120},[109],{"categories":2122},[109],{"categories":2124},[146],{"categories":2126},[109],{"categories":2128},[109],{"categories":2130},[109],{"categories":2132},[64],{"categories":2134},[122],{"categories":2136},[109],{"categories":2138},[109],{"categories":2140},[64],{"categories":2142},[396],{"categories":2144},[122],{"categories":2146},[880],{"categories":2148},[],{"categories":2150},[209],{"categories":2152},[1794],{"categories":2154},[64],{"categories":2156},[],{"categories":2158},[],{"categories":2160},[109],{"categories":2162},[122],{"categories":2164},[],{"categories":2166},[],{"categories":2168},[109],{"categories":2170},[238],{"categories":2172},[109],{"categories":2174},[238],{"categories":2176},[122],{"categories":2178},[109],{"categories":2180},[109],{"categories":2182},[64],{"categories":2184},[125],{"categories":2186},[],{"categories":2188},[109],{"categories":2190},[109],{"categories":2192},[64],{"categories":2194},[1731],{"categories":2196},[209],{"categories":2198},[209],{"categories":2200},[109],{"categories":2202},[122],{"categories":2204},[112],{"categories":2206},[109],{"categories":2208},[109],{"categories":2210},[109],{"categories":2212},[109],{"categories":2214},[209],{"categories":2216},[209],{"categories":2218},[122],{"categories":2220},[122],{"categories":2222},[122],{"categories":2224},[109],{"categories":2226},[109],{"categories":2228},[],{"categories":2230},[109],{"categories":2232},[],{"categories":2234},[2235],"Interaction & Product Design",{"categories":2237},[109],{"categories":2239},[122],{"categories":2241},[64],{"categories":2243},[308],{"categories":2245},[157],{"categories":2247},[64],{"categories":2249},[109],{"categories":2251},[109],{"categories":2253},[109],{"categories":2255},[64],{"categories":2257},[109],{"categories":2259},[112],{"categories":2261},[122],{"categories":2263},[109],{"categories":2265},[],{"categories":2267},[122],{"categories":2269},[122],{"categories":2271},[122],{"categories":2273},[],{"categories":2275},[64],{"categories":2277},[109],{"categories":2279},[122],{"categories":2281},[112],{"categories":2283},[2235],{"categories":2285},[109],{"categories":2287},[112],{"categories":2289},[112],{"categories":2291},[],{"categories":2293},[122],{"categories":2295},[64],{"categories":2297},[],{"categories":2299},[122],{"categories":2301},[157],{"categories":2303},[109],{"categories":2305},[122],{"categories":2307},[109],{"categories":2309},[122],{"categories":2311},[122],{"categories":2313},[109],{"categories":2315},[109],{"categories":2317},[157],{"categories":2319},[160],{"categories":2321},[109],{"categories":2323},[125],{"categories":2325},[64],{"categories":2327},[2328],"Coding Agents & Dev Productivity",{"categories":2330},[157],{"categories":2332},[209],{"categories":2334},[109],{"categories":2336},[109],{"categories":2338},[],{"categories":2340},[109],{"categories":2342},[880],{"categories":2344},[],{"categories":2346},[109],{"categories":2348},[109],{"categories":2350},[279],{"categories":2352},[109],{"categories":2354},[157],{"categories":2356},[],{"categories":2358},[],{"categories":2360},[109],{"categories":2362},[],{"categories":2364},[122],{"categories":2366},[109],{"categories":2368},[],{"categories":2370},[64],{"categories":2372},[64],{"categories":2374},[109],{"categories":2376},[160],{"categories":2378},[],{"categories":2380},[109],{"categories":2382},[109],{"categories":2384},[109],{"categories":2386},[160],{"categories":2388},[64],{"categories":2390},[122],{"categories":2392},[],{"categories":2394},[],{"categories":2396},[109],{"categories":2398},[109],{"categories":2400},[122],{"categories":2402},[122],{"categories":2404},[373],{"categories":2406},[64],{"categories":2408},[64],{"categories":2410},[122],{"categories":2412},[157],{"categories":2414},[157],{"categories":2416},[122],{"categories":2418},[122],{"categories":2420},[109],{"categories":2422},[112],{"categories":2424},[2235],{"categories":2426},[125],{"categories":2428},[109,279],{"categories":2430},[160],{"categories":2432},[],{"categories":2434},[209],{"categories":2436},[122],{"categories":2438},[64],{"categories":2440},[112],{"categories":2442},[109],{"categories":2444},[122],{"categories":2446},[2447],"The Designer's Role & Craft",{"categories":2449},[209],{"categories":2451},[],{"categories":2453},[122],{"categories":2455},[109],{"categories":2457},[122],{"categories":2459},[122],{"categories":2461},[109],{"categories":2463},[238],{"categories":2465},[109],{"categories":2467},[64],{"categories":2469},[109],{"categories":2471},[209],{"categories":2473},[109],{"categories":2475},[],{"categories":2477},[122],{"categories":2479},[209],{"categories":2481},[125],{"categories":2483},[109],{"categories":2485},[109],{"categories":2487},[109],{"categories":2489},[2490],"AI UX Patterns",{"categories":2492},[122],{"categories":2494},[122],{"categories":2496},[122],{"categories":2498},[122],{"categories":2500},[238],{"categories":2502},[160],{"categories":2504},[109],{"categories":2506},[122],{"categories":2508},[109],{"categories":2510},[1232],{"categories":2512},[],{"categories":2514},[238],{"categories":2516},[122],{"categories":2518},[157],{"categories":2520},[64],{"categories":2522},[109],{"categories":2524},[122],{"categories":2526},[],{"categories":2528},[],{"categories":2530},[109],{"categories":2532},[109],{"categories":2534},[122],{"categories":2536},[109],{"categories":2538},[122],{"categories":2540},[373],{"categories":2542},[209],{"categories":2544},[109],{"categories":2546},[157],{"categories":2548},[64],{"categories":2550},[109],{"categories":2552},[122],{"categories":2554},[122],{"categories":2556},[],{"categories":2558},[109],{"categories":2560},[],{"categories":2562},[109],{"categories":2564},[],{"categories":2566},[109],{"categories":2568},[109],{"categories":2570},[109],{"categories":2572},[122],{"categories":2574},[64],{"categories":2576},[],{"categories":2578},[],{"categories":2580},[160],{"categories":2582},[146],{"categories":2584},[109],{"categories":2586},[109],{"categories":2588},[109],{"categories":2590},[160],{"categories":2592},[109],{"categories":2594},[109],{"categories":2596},[157],{"categories":2598},[109],{"categories":2600},[109],{"categories":2602},[109],{"categories":2604},[122],{"categories":2606},[109],{"categories":2608},[122],{"categories":2610},[109],{"categories":2612},[109],{"categories":2614},[109],{"categories":2616},[122],{"categories":2618},[],{"categories":2620},[109],{"categories":2622},[],{"categories":2624},[109],{"categories":2626},[109],{"categories":2628},[279],{"categories":2630},[109],{"categories":2632},[],{"categories":2634},[],{"categories":2636},[209],{"categories":2638},[907],{"categories":2640},[122],{"categories":2642},[112],{"categories":2644},[2447],{"categories":2646},[],{"categories":2648},[],{"categories":2650},[109],{"categories":2652},[],{"categories":2654},[],{"categories":2656},[64],{"categories":2658},[157],{"categories":2660},[238],{"categories":2662},[122],{"categories":2664},[117],{"categories":2666},[109],{"categories":2668},[109],{"categories":2670},[117],{"categories":2672},[],{"categories":2674},[209],{"categories":2676},[125],{"categories":2678},[109],{"categories":2680},[109],{"categories":2682},[122],{"categories":2684},[117],{"categories":2686},[109],{"categories":2688},[109],{"categories":2690},[112],{"categories":2692},[109],{"categories":2694},[109],{"categories":2696},[],{"categories":2698},[112],{"categories":2700},[109],{"categories":2702},[238],{"categories":2704},[122],{"categories":2706},[157],{"categories":2708},[109],{"categories":2710},[64],{"categories":2712},[109],{"categories":2714},[109],{"categories":2716},[117],{"categories":2718},[109],{"categories":2720},[109],{"categories":2722},[109],{"categories":2724},[122],{"categories":2726},[109],{"categories":2728},[],{"categories":2730},[109],{"categories":2732},[64],{"categories":2734},[112],{"categories":2736},[109],{"categories":2738},[109],{"categories":2740},[109],{"categories":2742},[],{"categories":2744},[109],{"categories":2746},[452],{"categories":2748},[122],{"categories":2750},[117],{"categories":2752},[157],{"categories":2754},[109],{"categories":2756},[109],{"categories":2758},[],{"categories":2760},[117],{"categories":2762},[117],{"categories":2764},[109],{"categories":2766},[109],{"categories":2768},[125],{"categories":2770},[109],{"categories":2772},[109],{"categories":2774},[109],{"categories":2776},[109],{"categories":2778},[64],{"categories":2780},[64],{"categories":2782},[109],{"categories":2784},[],{"categories":2786},[64],{"categories":2788},[109],{"categories":2790},[64],{"categories":2792},[122],{"categories":2794},[557],{"categories":2796},[],{"categories":2798},[],{"categories":2800},[109],{"categories":2802},[157],{"categories":2804},[],{"categories":2806},[279],{"categories":2808},[109],{"categories":2810},[109],{"categories":2812},[109],{"categories":2814},[209],{"categories":2816},[869],{"categories":2818},[],{"categories":2820},[109],{"categories":2822},[109],{"categories":2824},[109],{"categories":2826},[64],{"categories":2828},[109],{"categories":2830},[109],{"categories":2832},[109,279],{"categories":2834},[109],{"categories":2836},[109],{"categories":2838},[209],{"categories":2840},[122],{"categories":2842},[],{"categories":2844},[122],{"categories":2846},[122],{"categories":2848},[109],{"categories":2850},[109],{"categories":2852},[109],{"categories":2854},[109],{"categories":2856},[160],{"categories":2858},[109],{"categories":2860},[2490],{"categories":2862},[112],{"categories":2864},[160],{"categories":2866},[112],{"categories":2868},[64],{"categories":2870},[209],{"categories":2872},[122],{"categories":2874},[109],{"categories":2876},[],{"categories":2878},[117],{"categories":2880},[109],{"categories":2882},[109],{"categories":2884},[157],{"categories":2886},[109],{"categories":2888},[109],{"categories":2890},[109],{"categories":2892},[122],{"categories":2894},[109],{"categories":2896},[109],{"categories":2898},[109],{"categories":2900},[117],{"categories":2902},[],{"categories":2904},[279],{"categories":2906},[109],{"categories":2908},[373],{"categories":2910},[209],{"categories":2912},[209],{"categories":2914},[64],{"categories":2916},[122],{"categories":2918},[109],{"categories":2920},[117],{"categories":2922},[157],{"categories":2924},[109],{"categories":2926},[109],{"categories":2928},[109],{"categories":2930},[209],{"categories":2932},[122],{"categories":2934},[122],{"categories":2936},[109],{"categories":2938},[109],{"categories":2940},[511],{"categories":2942},[122],{"categories":2944},[],{"categories":2946},[109],{"categories":2948},[109],{"categories":2950},[109],{"categories":2952},[],{"categories":2954},[],{"categories":2956},[109],{"categories":2958},[109],{"categories":2960},[122],{"categories":2962},[109],{"categories":2964},[109],{"categories":2966},[109],{"categories":2968},[64],{"categories":2970},[109],{"categories":2972},[109],{"categories":2974},[122],{"categories":2976},[109],{"categories":2978},[109],{"categories":2980},[109],{"categories":2982},[109],{"categories":2984},[109],{"categories":2986},[],{"categories":2988},[64],{"categories":2990},[160],{"categories":2992},[109],{"categories":2994},[122],{"categories":2996},[122],{"categories":2998},[109],{"categories":3000},[109],{"categories":3002},[],{"categories":3004},[],{"categories":3006},[109],{"categories":3008},[109],{"categories":3010},[109],{"categories":3012},[157],{"categories":3014},[160],{"categories":3016},[],{"categories":3018},[109],{"categories":3020},[209],{"categories":3022},[109],{"categories":3024},[279],{"categories":3026},[1794],{"categories":3028},[157],{"categories":3030},[64],{"categories":3032},[109],{"categories":3034},[64],{"categories":3036},[64],{"categories":3038},[109],{"categories":3040},[109],{"categories":3042},[64],{"categories":3044},[157],{"categories":3046},[157],{"categories":3048},[279],{"categories":3050},[122],{"categories":3052},[],{"categories":3054},[157],{"categories":3056},[109],{"categories":3058},[122],{"categories":3060},[112],{"categories":3062},[64],{"categories":3064},[109],{"categories":3066},[157],{"categories":3068},[],{"categories":3070},[109],{"categories":3072},[64],{"categories":3074},[64],{"categories":3076},[160],{"categories":3078},[109],{"categories":3080},[157],{"categories":3082},[109],{"categories":3084},[64],{"categories":3086},[122],{"categories":3088},[122],{"categories":3090},[157],{"categories":3092},[122],{"categories":3094},[279],{"categories":3096},[122],{"categories":3098},[109],{"categories":3100},[109],{"categories":3102},[109],{"categories":3104},[109],{"categories":3106},[64],{"categories":3108},[109],{"categories":3110},[],{"categories":3112},[122],{"categories":3114},[117],{"categories":3116},[64],{"categories":3118},[],{"categories":3120},[],{"categories":3122},[109],{"categories":3124},[122],{"categories":3126},[109],{"categories":3128},[109],{"categories":3130},[3131],"Frameworks & Tooling",{"categories":3133},[109],{"categories":3135},[109],{"categories":3137},[64],{"categories":3139},[109],{"categories":3141},[109],{"categories":3143},[],{"categories":3145},[160],{"categories":3147},[160],{"categories":3149},[112],{"categories":3151},[109],{"categories":3153},[122],{"categories":3155},[109],{"categories":3157},[209],{"categories":3159},[],{"categories":3161},[1794],{"categories":3163},[109],{"categories":3165},[64],{"categories":3167},[109],{"categories":3169},[279],{"categories":3171},[279],{"categories":3173},[],{"categories":3175},[122],{"categories":3177},[122],{"categories":3179},[109],{"categories":3181},[109],{"categories":3183},[157],{"categories":3185},[122],{"categories":3187},[157],{"categories":3189},[109],{"categories":3191},[122],{"categories":3193},[],{"categories":3195},[209],{"categories":3197},[109],{"categories":3199},[109],{"categories":3201},[],{"categories":3203},[109],{"categories":3205},[122],{"categories":3207},[109],{"categories":3209},[109],{"categories":3211},[109],{"categories":3213},[],{"categories":3215},[64],{"categories":3217},[109],{"categories":3219},[64],{"categories":3221},[279],{"categories":3223},[109],{"categories":3225},[109],{"categories":3227},[109],{"categories":3229},[64],{"categories":3231},[117],{"categories":3233},[109],{"categories":3235},[1794],{"categories":3237},[],{"categories":3239},[122],{"categories":3241},[112],{"categories":3243},[109],{"categories":3245},[112],{"categories":3247},[109],{"categories":3249},[],{"categories":3251},[122],{"categories":3253},[109],{"categories":3255},[109],{"categories":3257},[3258],"AI Design Tooling",{"categories":3260},[209],{"categories":3262},[109],{"categories":3264},[109],{"categories":3266},[64],{"categories":3268},[209],{"categories":3270},[109],{"categories":3272},[109],{"categories":3274},[64],{"categories":3276},[157],{"categories":3278},[125],{"categories":3280},[64],{"categories":3282},[109],{"categories":3284},[109],{"categories":3286},[109],{"categories":3288},[122],{"categories":3290},[109],{"categories":3292},[],{"categories":3294},[122],{"categories":3296},[109],{"categories":3298},[109],{"categories":3300},[122],{"categories":3302},[109],{"categories":3304},[109],{"categories":3306},[109],{"categories":3308},[122],{"categories":3310},[],{"categories":3312},[122],{"categories":3314},[3131],{"categories":3316},[109],{"categories":3318},[109],{"categories":3320},[122],{"categories":3322},[122],{"categories":3324},[64],{"categories":3326},[64],{"categories":3328},[109],{"categories":3330},[],{"categories":3332},[64],{"categories":3334},[109],{"categories":3336},[109],{"categories":3338},[122],{"categories":3340},[117],{"categories":3342},[109],{"categories":3344},[],{"categories":3346},[109],{"categories":3348},[109],{"categories":3350},[2235],{"categories":3352},[],{"categories":3354},[109],{"categories":3356},[109],{"categories":3358},[109],{"categories":3360},[109],{"categories":3362},[209],{"categories":3364},[109],{"categories":3366},[],{"categories":3368},[109],{"categories":3370},[109],{"categories":3372},[109],{"categories":3374},[109],{"categories":3376},[238],{"categories":3378},[157],{"categories":3380},[109],{"categories":3382},[109],{"categories":3384},[1794],{"categories":3386},[112],{"categories":3388},[109],{"categories":3390},[109],{"categories":3392},[160],{"categories":3394},[109],{"categories":3396},[109],{"categories":3398},[157],{"categories":3400},[122],{"categories":3402},[],{"categories":3404},[109],{"categories":3406},[109],{"categories":3408},[209],{"categories":3410},[109],{"categories":3412},[238],{"categories":3414},[122],{"categories":3416},[109],{"categories":3418},[122],{"categories":3420},[],{"categories":3422},[],{"categories":3424},[],{"categories":3426},[112],{"categories":3428},[157],{"categories":3430},[122],{"categories":3432},[109],{"categories":3434},[109],{"categories":3436},[109],{"categories":3438},[109],{"categories":3440},[396],{"categories":3442},[209],{"categories":3444},[122],{"categories":3446},[109],{"categories":3448},[],{"categories":3450},[122],{"categories":3452},[122],{"categories":3454},[],{"categories":3456},[109],{"categories":3458},[122],{"categories":3460},[109],{"categories":3462},[],{"categories":3464},[109],{"categories":3466},[109],{"categories":3468},[109],{"categories":3470},[157],{"categories":3472},[209],{"categories":3474},[122],{"categories":3476},[209],{"categories":3478},[122],{"categories":3480},[109],{"categories":3482},[117],{"categories":3484},[],{"categories":3486},[],{"categories":3488},[109],{"categories":3490},[109],{"categories":3492},[109],{"categories":3494},[112],{"categories":3496},[122],{"categories":3498},[157],{"categories":3500},[],{"categories":3502},[209],{"categories":3504},[],{"categories":3506},[64],{"categories":3508},[109],{"categories":3510},[64],{"categories":3512},[209],{"categories":3514},[64],{"categories":3516},[109],{"categories":3518},[],{"categories":3520},[109],{"categories":3522},[109],{"categories":3524},[],{"categories":3526},[109],{"categories":3528},[109],{"categories":3530},[238],{"categories":3532},[109],{"categories":3534},[109],{"categories":3536},[279],{"categories":3538},[64],{"categories":3540},[109],{"categories":3542},[],{"categories":3544},[122],{"categories":3546},[109],{"categories":3548},[112],{"categories":3550},[511],{"categories":3552},[109],{"categories":3554},[109],{"categories":3556},[122],{"categories":3558},[109],{"categories":3560},[122],{"categories":3562},[109],{"categories":3564},[109],{"categories":3566},[109],{"categories":3568},[109],{"categories":3570},[],{"categories":3572},[109],{"categories":3574},[112],{"categories":3576},[109],{"categories":3578},[117],{"categories":3580},[64],{"categories":3582},[209],{"categories":3584},[],{"categories":3586},[109],{"categories":3588},[],{"categories":3590},[122],{"categories":3592},[109],{"categories":3594},[],{"categories":3596},[122],{"categories":3598},[109],{"categories":3600},[64],{"categories":3602},[209],{"categories":3604},[157],{"categories":3606},[109],{"categories":3608},[157],{"categories":3610},[122],{"categories":3612},[209],{"categories":3614},[109],{"categories":3616},[],{"categories":3618},[109],{"categories":3620},[146],{"categories":3622},[122],{"categories":3624},[109],{"categories":3626},[209],{"categories":3628},[157],{"categories":3630},[117],{"categories":3632},[64],{"categories":3634},[109],{"categories":3636},[109],{"categories":3638},[109],{"categories":3640},[109],{"categories":3642},[157],{"categories":3644},[238],{"categories":3646},[],{"categories":3648},[],{"categories":3650},[160],{"categories":3652},[452],{"categories":3654},[109],{"categories":3656},[122],{"categories":3658},[109,64],{"categories":3660},[157],{"categories":3662},[109],{"categories":3664},[109],{"categories":3666},[109],{"categories":3668},[109],{"categories":3670},[109],{"categories":3672},[109],{"categories":3674},[109],{"categories":3676},[122],{"categories":3678},[109],{"categories":3680},[122],{"categories":3682},[109],{"categories":3684},[109],{"categories":3686},[109],{"categories":3688},[],{"categories":3690},[109],{"categories":3692},[1232],{"categories":3694},[64],{"categories":3696},[209],{"categories":3698},[109],{"categories":3700},[109],{"categories":3702},[109],{"categories":3704},[160],{"categories":3706},[122],{"categories":3708},[238],{"categories":3710},[279],{"categories":3712},[],{"categories":3714},[64],{"categories":3716},[109],{"categories":3718},[117],{"categories":3720},[122],{"categories":3722},[112],{"categories":3724},[122],{"categories":3726},[109],{"categories":3728},[122],{"categories":3730},[122],{"categories":3732},[125],{"categories":3734},[64],{"categories":3736},[109],{"categories":3738},[109],{"categories":3740},[],{"categories":3742},[],{"categories":3744},[],{"categories":3746},[279],{"categories":3748},[109],{"categories":3750},[157],{"categories":3752},[109],{"categories":3754},[109],{"categories":3756},[109],{"categories":3758},[109],{"categories":3760},[],{"categories":3762},[109],{"categories":3764},[160],{"categories":3766},[117],{"categories":3768},[122],{"categories":3770},[109],{"categories":3772},[],{"categories":3774},[109],{"categories":3776},[122],{"categories":3778},[109],{"categories":3780},[279],{"categories":3782},[],{"categories":3784},[209],{"categories":3786},[209],{"categories":3788},[109],{"categories":3790},[122],{"categories":3792},[],{"categories":3794},[64],{"categories":3796},[109],{"categories":3798},[209],{"categories":3800},[109],{"categories":3802},[117],{"categories":3804},[122],{"categories":3806},[109],{"categories":3808},[],{"categories":3810},[157],{"categories":3812},[109],{"categories":3814},[109],{"categories":3816},[109],{"categories":3818},[209],{"categories":3820},[122],{"categories":3822},[157],{"categories":3824},[],{"categories":3826},[122],{"categories":3828},[117],{"categories":3830},[122],{"categories":3832},[209],{"categories":3834},[109],{"categories":3836},[109],{"categories":3838},[109],{"categories":3840},[452],{"categories":3842},[109],{"categories":3844},[122],{"categories":3846},[],{"categories":3848},[109],{"categories":3850},[109],{"categories":3852},[279],{"categories":3854},[157],{"categories":3856},[160],{"categories":3858},[557],{"categories":3860},[160],{"categories":3862},[160],{"categories":3864},[109],{"categories":3866},[],{"categories":3868},[],{"categories":3870},[],{"categories":3872},[122],{"categories":3874},[109],{"categories":3876},[122],{"categories":3878},[122],{"categories":3880},[64],{"categories":3882},[109],{"categories":3884},[429],{"categories":3886},[64],{"categories":3888},[122],{"categories":3890},[109],{"categories":3892},[109],{"categories":3894},[109],{"categories":3896},[109],{"categories":3898},[109],{"categories":3900},[122],{"categories":3902},[109],{"categories":3904},[],{"categories":3906},[],{"categories":3908},[109],{"categories":3910},[],{"categories":3912},[109],{"categories":3914},[122],{"categories":3916},[209],{"categories":3918},[109],{"categories":3920},[109],{"categories":3922},[],{"categories":3924},[122],{"categories":3926},[109],{"categories":3928},[109],{"categories":3930},[125],{"categories":3932},[109],{"categories":3934},[209],{"categories":3936},[109],{"categories":3938},[122],{"categories":3940},[117],{"categories":3942},[109],{"categories":3944},[109],{"categories":3946},[238],{"categories":3948},[122],{"categories":3950},[109],{"categories":3952},[109],{"categories":3954},[869],{"categories":3956},[109],{"categories":3958},[122],{"categories":3960},[109],{"categories":3962},[64],{"categories":3964},[109],{"categories":3966},[511],{"categories":3968},[209],{"categories":3970},[],{"categories":3972},[109],{"categories":3974},[109],{"categories":3976},[157],{"categories":3978},[452],{"categories":3980},[122],{"categories":3982},[109],{"categories":3984},[],{"categories":3986},[157],{"categories":3988},[373],{"categories":3990},[122],{"categories":3992},[122],{"categories":3994},[122],{"categories":3996},[109],{"categories":3998},[109],{"categories":4000},[122],{"categories":4002},[],{"categories":4004},[117],{"categories":4006},[109],{"categories":4008},[117],{"categories":4010},[122],{"categories":4012},[],{"categories":4014},[64],{"categories":4016},[109],{"categories":4018},[109],{"categories":4020},[112],{"categories":4022},[109],{"categories":4024},[157],{"categories":4026},[279],{"categories":4028},[146],{"categories":4030},[122],{"categories":4032},[122],{"categories":4034},[109],{"categories":4036},[109],{"categories":4038},[122],{"categories":4040},[109],{"categories":4042},[112],{"categories":4044},[],{"categories":4046},[122],{"categories":4048},[109],{"categories":4050},[109],{"categories":4052},[109],{"categories":4054},[122],{"categories":4056},[109],{"categories":4058},[],{"categories":4060},[109],{"categories":4062},[],{"categories":4064},[209],{"categories":4066},[122],{"categories":4068},[109,117],{"categories":4070},[122],{"categories":4072},[109],{"categories":4074},[],{"categories":4076},[112],{"categories":4078},[160],{"categories":4080},[117],{"categories":4082},[109],{"categories":4084},[64],{"categories":4086},[109],{"categories":4088},[109],{"categories":4090},[122],{"categories":4092},[109],{"categories":4094},[109],{"categories":4096},[109],{"categories":4098},[157],{"categories":4100},[1232],{"categories":4102},[122],{"categories":4104},[109],{"categories":4106},[],{"categories":4108},[],{"categories":4110},[109],{"categories":4112},[122],{"categories":4114},[109],{"categories":4116},[109],{"categories":4118},[279],{"categories":4120},[],{"categories":4122},[109],{"categories":4124},[122],{"categories":4126},[146],{"categories":4128},[122],{"categories":4130},[452],{"categories":4132},[],{"categories":4134},[396],{"categories":4136},[122],{"categories":4138},[109],{"categories":4140},[109],{"categories":4142},[238],{"categories":4144},[122],{"categories":4146},[109],{"categories":4148},[160],{"categories":4150},[125],{"categories":4152},[122],{"categories":4154},[109],{"categories":4156},[452],{"categories":4158},[109],{"categories":4160},[279],{"categories":4162},[117],{"categories":4164},[],{"categories":4166},[109],{"categories":4168},[109],{"categories":4170},[238],{"categories":4172},[209],{"categories":4174},[109],{"categories":4176},[109],{"categories":4178},[109],{"categories":4180},[],{"categories":4182},[238],{"categories":4184},[157],{"categories":4186},[109],{"categories":4188},[109],{"categories":4190},[109],{"categories":4192},[557],{"categories":4194},[112],{"categories":4196},[109],{"categories":4198},[125],{"categories":4200},[109],{"categories":4202},[],{"categories":4204},[],{"categories":4206},[209],{"categories":4208},[109],{"categories":4210},[160],{"categories":4212},[238],{"categories":4214},[122],{"categories":4216},[109],{"categories":4218},[109],{"categories":4220},[238],{"categories":4222},[157],{"categories":4224},[109],{"categories":4226},[],{"categories":4228},[109],{"categories":4230},[109],{"categories":4232},[],{"categories":4234},[109],{"categories":4236},[109],{"categories":4238},[582],{"categories":4240},[109],{"categories":4242},[109],{"categories":4244},[122],{"categories":4246},[64],{"categories":4248},[452],{"categories":4250},[109],{"categories":4252},[109],{"categories":4254},[109],{"categories":4256},[],{"categories":4258},[109,64],{"categories":4260},[157],{"categories":4262},[122],{"categories":4264},[64],{"categories":4266},[122],{"categories":4268},[907],{"categories":4270},[64],{"categories":4272},[64],{"categories":4274},[122],{"categories":4276},[109],{"categories":4278},[112],{"categories":4280},[],{"categories":4282},[],{"categories":4284},[122],{"categories":4286},[109],{"categories":4288},[64],{"categories":4290},[109],{"categories":4292},[112],{"categories":4294},[64],{"categories":4296},[64],{"categories":4298},[109],{"categories":4300},[238],{"categories":4302},[109],{"categories":4304},[64],{"categories":4306},[109],{"categories":4308},[],{"categories":4310},[109],{"categories":4312},[109],{"categories":4314},[209,109],{"categories":4316},[279],{"categories":4318},[112],{"categories":4320},[109],{"categories":4322},[],{"categories":4324},[109],{"categories":4326},[109],{"categories":4328},[117],{"categories":4330},[109],{"categories":4332},[117],{"categories":4334},[109],{"categories":4336},[109],{"categories":4338},[373],{"categories":4340},[109],{"categories":4342},[117],{"categories":4344},[64],{"categories":4346},[160],{"categories":4348},[122],{"categories":4350},[109],{"categories":4352},[64],{"categories":4354},[109],{"categories":4356},[109],{"categories":4358},[157],{"categories":4360},[238],{"categories":4362},[209],{"categories":4364},[109],{"categories":4366},[109],{"categories":4368},[109],{"categories":4370},[109],{"categories":4372},[112],{"categories":4374},[109],{"categories":4376},[122],{"categories":4378},[122],{"categories":4380},[64],{"categories":4382},[157],{"categories":4384},[64],{"categories":4386},[64],{"categories":4388},[109],{"categories":4390},[109],{"categories":4392},[],{"categories":4394},[],{"categories":4396},[160],{"categories":4398},[109],{"categories":4400},[64],{"categories":4402},[109],{"categories":4404},[209],{"categories":4406},[452],{"categories":4408},[396],{"categories":4410},[373],{"categories":4412},[109],{"categories":4414},[109],{"categories":4416},[109],{"categories":4418},[160],{"categories":4420},[109],{"categories":4422},[109],{"categories":4424},[109],{"categories":4426},[109],{"categories":4428},[109],{"categories":4430},[109],{"categories":4432},[109],{"categories":4434},[122],{"categories":4436},[112],{"categories":4438},[122],{"categories":4440},[109,117],{"categories":4442},[],{"categories":4444},[209],{"categories":4446},[],{"categories":4448},[125],{"categories":4450},[109],{"categories":4452},[157],{"categories":4454},[112],{"categories":4456},[109],{"categories":4458},[112],{"categories":4460},[122],{"categories":4462},[160],{"categories":4464},[122],{"categories":4466},[125],{"categories":4468},[122],{"categories":4470},[109],{"categories":4472},[109],{"categories":4474},[117],{"categories":4476},[122],{"categories":4478},[64],{"categories":4480},[238],{"categories":4482},[109],{"categories":4484},[109],{"categories":4486},[],{"categories":4488},[157],{"categories":4490},[109],{"categories":4492},[109],{"categories":4494},[109],{"categories":4496},[109],{"categories":4498},[109],{"categories":4500},[109],{"categories":4502},[64],{"categories":4504},[157],{"categories":4506},[64],{"categories":4508},[64],{"categories":4510},[109],{"categories":4512},[109],{"categories":4514},[109],{"categories":4516},[109],{"categories":4518},[396],{"categories":4520},[109],{"categories":4522},[122],{"categories":4524},[157],{"categories":4526},[109],{"categories":4528},[109],{"categories":4530},[109],{"categories":4532},[122],{"categories":4534},[109],{"categories":4536},[109],{"categories":4538},[109],{"categories":4540},[3131],{"categories":4542},[4543],"Clinical AI",{"categories":4545},[209],{"categories":4547},[109],{"categories":4549},[109],{"categories":4551},[109],{"categories":4553},[109],{"categories":4555},[279],{"categories":4557},[2490],{"categories":4559},[109],{"categories":4561},[125],{"categories":4563},[209],{"categories":4565},[109],{"categories":4567},[122],{"categories":4569},[109],{"categories":4571},[109],{"categories":4573},[157],{"categories":4575},[109],{"categories":4577},[122],{"categories":4579},[64],{"categories":4581},[238],{"categories":4583},[109],{"categories":4585},[109],{"categories":4587},[117],{"categories":4589},[109],{"categories":4591},[109],{"categories":4593},[511],{"categories":4595},[109],{"categories":4597},[],{"categories":4599},[122],{"categories":4601},[109],{"categories":4603},[64],{"categories":4605},[112],{"categories":4607},[109],{"categories":4609},[],{"categories":4611},[],{"categories":4613},[109],{"categories":4615},[],{"categories":4617},[117],{"categories":4619},[109],{"categories":4621},[109],{"categories":4623},[122],{"categories":4625},[109],{"categories":4627},[157],{"categories":4629},[157],{"categories":4631},[157],{"categories":4633},[157],{"categories":4635},[],{"categories":4637},[112],{"categories":4639},[122],{"categories":4641},[157],{"categories":4643},[109],{"categories":4645},[582],{"categories":4647},[125],{"categories":4649},[122],{"categories":4651},[109],{"categories":4653},[112],{"categories":4655},[109],{"categories":4657},[122],{"categories":4659},[109],{"categories":4661},[109],{"categories":4663},[109],{"categories":4665},[109,122],{"categories":4667},[122],{"categories":4669},[279],{"categories":4671},[157],{"categories":4673},[122],{"categories":4675},[157],{"categories":4677},[122],{"categories":4679},[109],{"categories":4681},[],{"categories":4683},[157],{"categories":4685},[238],{"categories":4687},[112],{"categories":4689},[109],{"categories":4691},[109],{"categories":4693},[],{"categories":4695},[64],{"categories":4697},[],{"categories":4699},[112],{"categories":4701},[122],{"categories":4703},[157],{"categories":4705},[109],{"categories":4707},[157],{"categories":4709},[112],{"categories":4711},[157],{"categories":4713},[157],{"categories":4715},[],{"categories":4717},[117],{"categories":4719},[122],{"categories":4721},[157],{"categories":4723},[157],{"categories":4725},[157],{"categories":4727},[157],{"categories":4729},[157],{"categories":4731},[157],{"categories":4733},[157],{"categories":4735},[157],{"categories":4737},[157],{"categories":4739},[157],{"categories":4741},[160],{"categories":4743},[112],{"categories":4745},[109],{"categories":4747},[109],{"categories":4749},[122],{"categories":4751},[122],{"categories":4753},[],{"categories":4755},[109],{"categories":4757},[109,112],{"categories":4759},[],{"categories":4761},[122],{"categories":4763},[109],{"categories":4765},[157],{"categories":4767},[122],{"categories":4769},[907],{"categories":4771},[109],{"categories":4773},[109],{"categories":4775},[109],{"categories":4777},[109],{"categories":4779},[109],{"categories":4781},[373],{"categories":4783},[109],{"categories":4785},[109],{"categories":4787},[122],{"categories":4789},[109],{"categories":4791},[109],{"categories":4793},[117],{"categories":4795},[125],{"categories":4797},[122],{"categories":4799},[122],{"categories":4801},[],{"categories":4803},[122],{"categories":4805},[209],{"categories":4807},[157],{"categories":4809},[109],{"categories":4811},[],{"categories":4813},[125],{"categories":4815},[],{"categories":4817},[64],{"categories":4819},[109],{"categories":4821},[122],{"categories":4823},[209],{"categories":4825},[109],{"categories":4827},[],{"categories":4829},[109],{"categories":4831},[109],{"categories":4833},[],{"categories":4835},[238],{"categories":4837},[109],{"categories":4839},[122],{"categories":4841},[],{"categories":4843},[],{"categories":4845},[157],{"categories":4847},[112],{"categories":4849},[109],{"categories":4851},[109],{"categories":4853},[117],{"categories":4855},[109],{"categories":4857},[109],{"categories":4859},[122],{"categories":4861},[109],{"categories":4863},[117],{"categories":4865},[117],{"categories":4867},[209],{"categories":4869},[],{"categories":4871},[109],{"categories":4873},[157],{"categories":4875},[],{"categories":4877},[109],{"categories":4879},[109],{"categories":4881},[209],{"categories":4883},[109],{"categories":4885},[109],{"categories":4887},[238],{"categories":4889},[109],{"categories":4891},[279],{"categories":4893},[],{"categories":4895},[122],{"categories":4897},[109],{"categories":4899},[238],{"categories":4901},[64],{"categories":4903},[],{"categories":4905},[109],{"categories":4907},[],{"categories":4909},[122],{"categories":4911},[209],{"categories":4913},[64],{"categories":4915},[],{"categories":4917},[3131],{"categories":4919},[117],{"categories":4921},[112],{"categories":4923},[109],{"categories":4925},[160],{"categories":4927},[122],{"categories":4929},[209],{"categories":4931},[109],{"categories":4933},[64],{"categories":4935},[],{"categories":4937},[],{"categories":4939},[109],{"categories":4941},[112],{"categories":4943},[109],{"categories":4945},[238],{"categories":4947},[],{"categories":4949},[122],{"categories":4951},[122],{"categories":4953},[109],{"categories":4955},[122],{"categories":4957},[109],{"categories":4959},[157],{"categories":4961},[64],{"categories":4963},[109],{"categories":4965},[122],{"categories":4967},[125],{"categories":4969},[109],{"categories":4971},[109],{"categories":4973},[109],{"categories":4975},[122],{"categories":4977},[109],{"categories":4979},[125],{"categories":4981},[238],{"categories":4983},[157],{"categories":4985},[],{"categories":4987},[238],{"categories":4989},[109],{"categories":4991},[],{"categories":4993},[64],{"categories":4995},[122],{"categories":4997},[],{"categories":4999},[109],{"categories":5001},[109],{"categories":5003},[109],{"categories":5005},[109],{"categories":5007},[109],{"categories":5009},[122],{"categories":5011},[117],{"categories":5013},[112],{"categories":5015},[122],{"categories":5017},[109],{"categories":5019},[209],{"categories":5021},[64],{"categories":5023},[64],{"categories":5025},[109],{"categories":5027},[160],{"categories":5029},[122],{"categories":5031},[109],{"categories":5033},[109],{"categories":5035},[122],{"categories":5037},[109],{"categories":5039},[109],{"categories":5041},[122],{"categories":5043},[117],{"categories":5045},[109],{"categories":5047},[209],{"categories":5049},[64],{"categories":5051},[122],{"categories":5053},[109],{"categories":5055},[125],{"categories":5057},[109],{"categories":5059},[122],{"categories":5061},[109],{"categories":5063},[109],{"categories":5065},[157],{"categories":5067},[109],{"categories":5069},[],{"categories":5071},[112],{"categories":5073},[109],{"categories":5075},[109],{"categories":5077},[109],{"categories":5079},[64],{"categories":5081},[64],{"categories":5083},[109],{"categories":5085},[64],{"categories":5087},[109],{"categories":5089},[122],{"categories":5091},[109],{"categories":5093},[109],{"categories":5095},[109],{"categories":5097},[109],{"categories":5099},[109],{"categories":5101},[],{"categories":5103},[109],{"categories":5105},[209],{"categories":5107},[122],{"categories":5109},[117],{"categories":5111},[157],{"categories":5113},[109],{"categories":5115},[122],{"categories":5117},[109],{"categories":5119},[122],{"categories":5121},[109],{"categories":5123},[109],{"categories":5125},[209],{"categories":5127},[122],{"categories":5129},[109],{"categories":5131},[238],{"categories":5133},[109],{"categories":5135},[160],{"categories":5137},[109],{"categories":5139},[109],{"categories":5141},[157],{"categories":5143},[109],{"categories":5145},[109],{"categories":5147},[109],{"categories":5149},[109],{"categories":5151},[122],{"categories":5153},[279],{"categories":5155},[109],{"categories":5157},[64],{"categories":5159},[122],{"categories":5161},[160],{"categories":5163},[],{"categories":5165},[122],{"categories":5167},[64],{"categories":5169},[109],{"categories":5171},[109],{"categories":5173},[2328],{"categories":5175},[209],{"categories":5177},[308],{"categories":5179},[109],{"categories":5181},[109],{"categories":5183},[109],{"categories":5185},[109],{"categories":5187},[112],{"categories":5189},[109],{"categories":5191},[109],{"categories":5193},[64],{"categories":5195},[117],{"categories":5197},[109],{"categories":5199},[64],{"categories":5201},[109],{"categories":5203},[],{"categories":5205},[122],{"categories":5207},[122],{"categories":5209},[109],{"categories":5211},[109],{"categories":5213},[109],{"categories":5215},[160],{"categories":5217},[],{"categories":5219},[157],{"categories":5221},[],{"categories":5223},[157],{"categories":5225},[109],{"categories":5227},[109],{"categories":5229},[122],{"categories":5231},[109],{"categories":5233},[122],{"categories":5235},[122],{"categories":5237},[],{"categories":5239},[109],{"categories":5241},[157],{"categories":5243},[109],{"categories":5245},[],{"categories":5247},[109],{"categories":5249},[109],{"categories":5251},[],{"categories":5253},[109],{"categories":5255},[109],{"categories":5257},[209],{"categories":5259},[64],{"categories":5261},[122],{"categories":5263},[109],{"categories":5265},[109],{"categories":5267},[109],{"categories":5269},[109],{"categories":5271},[238],{"categories":5273},[109],{"categories":5275},[109],{"categories":5277},[109],{"categories":5279},[112],{"categories":5281},[109],{"categories":5283},[109],{"categories":5285},[],{"categories":5287},[109],{"categories":5289},[109],{"categories":5291},[109],{"categories":5293},[],{"categories":5295},[112],{"categories":5297},[109],{"categories":5299},[109],{"categories":5301},[157],{"categories":5303},[64],{"categories":5305},[125],{"categories":5307},[122],{"categories":5309},[452],{"categories":5311},[109],{"categories":5313},[109],{"categories":5315},[109],{"categories":5317},[64],{"categories":5319},[157],{"categories":5321},[209],{"categories":5323},[109],{"categories":5325},[109],{"categories":5327},[109],{"categories":5329},[109],{"categories":5331},[157],{"categories":5333},[109],{"categories":5335},[209],{"categories":5337},[109],{"categories":5339},[109],{"categories":5341},[157],{"categories":5343},[209],{"categories":5345},[109],{"categories":5347},[157],{"categories":5349},[109],{"categories":5351},[122],{"categories":5353},[122],{"categories":5355},[122],{"categories":5357},[64],{"categories":5359},[157],{"categories":5361},[122],{"categories":5363},[122],{"categories":5365},[109],{"categories":5367},[64],{"categories":5369},[209],{"categories":5371},[109],{"categories":5373},[109],{"categories":5375},[122],{"categories":5377},[109],{"categories":5379},[],{"categories":5381},[122],{"categories":5383},[],{"categories":5385},[109],{"categories":5387},[109],{"categories":5389},[],{"categories":5391},[],{"categories":5393},[122],{"categories":5395},[117],{"categories":5397},[122],{"categories":5399},[5400],"Liability & Ethics",{"categories":5402},[109],{"categories":5404},[109],{"categories":5406},[109],{"categories":5408},[122],{"categories":5410},[112],{"categories":5412},[122],{"categories":5414},[117],{"categories":5416},[238],{"categories":5418},[122],{"categories":5420},[109],{"categories":5422},[109],{"categories":5424},[],{"categories":5426},[557],{"categories":5428},[122],{"categories":5430},[],{"categories":5432},[109],{"categories":5434},[112],{"categories":5436},[122],{"categories":5438},[],{"categories":5440},[122],{"categories":5442},[109],{"categories":5444},[109],{"categories":5446},[64],{"categories":5448},[109],{"categories":5450},[157],{"categories":5452},[109],{"categories":5454},[109],{"categories":5456},[125],{"categories":5458},[122],{"categories":5460},[109],{"categories":5462},[109],{"categories":5464},[109],{"categories":5466},[157],{"categories":5468},[122],{"categories":5470},[64],{"categories":5472},[209],{"categories":5474},[112],{"categories":5476},[109],{"categories":5478},[109],{"categories":5480},[109],{"categories":5482},[],{"categories":5484},[122],{"categories":5486},[122],{"categories":5488},[122],{"categories":5490},[452],{"categories":5492},[209],{"categories":5494},[122],{"categories":5496},[279],{"categories":5498},[64],{"categories":5500},[157],{"categories":5502},[109],{"categories":5504},[209],{"categories":5506},[109],{"categories":5508},[112],{"categories":5510},[],{"categories":5512},[122],{"categories":5514},[109],{"categories":5516},[109],{"categories":5518},[109],{"categories":5520},[109],{"categories":5522},[122],{"categories":5524},[109],{"categories":5526},[109],{"categories":5528},[209],{"categories":5530},[],{"categories":5532},[122],{"categories":5534},[125],{"categories":5536},[157],{"categories":5538},[122],{"categories":5540},[117],{"categories":5542},[],{"categories":5544},[109],{"categories":5546},[109],{"categories":5548},[125],{"categories":5550},[109],{"categories":5552},[122],{"categories":5554},[157],{"categories":5556},[112],{"categories":5558},[279],{"categories":5560},[109],{"categories":5562},[109],{"categories":5564},[109],{"categories":5566},[157],{"categories":5568},[117],{"categories":5570},[109],{"categories":5572},[209],{"categories":5574},[157],{"categories":5576},[279],{"categories":5578},[109],{"categories":5580},[122],{"categories":5582},[],{"categories":5584},[511],{"categories":5586},[],{"categories":5588},[109],{"categories":5590},[279],{"categories":5592},[109],{"categories":5594},[160],{"categories":5596},[109],{"categories":5598},[122],{"categories":5600},[122],{"categories":5602},[5603],"Design News & Tools",{"categories":5605},[109],{"categories":5607},[109],{"categories":5609},[157],{"categories":5611},[109],{"categories":5613},[109],{"categories":5615},[112],{"categories":5617},[122],{"categories":5619},[109],{"categories":5621},[209],{"categories":5623},[122],{"categories":5625},[122],{"categories":5627},[209],{"categories":5629},[109],{"categories":5631},[109],{"categories":5633},[452],{"categories":5635},[122],{"categories":5637},[109],{"categories":5639},[109],{"categories":5641},[452],{"categories":5643},[109],{"categories":5645},[238],{"categories":5647},[109],{"categories":5649},[122],{"categories":5651},[],{"categories":5653},[109],{"categories":5655},[109],{"categories":5657},[109],{"categories":5659},[157],{"categories":5661},[109],{"categories":5663},[112],{"categories":5665},[],{"categories":5667},[109],{"categories":5669},[109],{"categories":5671},[109],{"categories":5673},[64],{"categories":5675},[582],{"categories":5677},[64],{"categories":5679},[209],{"categories":5681},[109],{"categories":5683},[109,122],{"categories":5685},[238,117],{"categories":5687},[64],{"categories":5689},[109],{"categories":5691},[109],{"categories":5693},[109],{"categories":5695},[109],{"categories":5697},[],{"categories":5699},[122],{"categories":5701},[109],{"categories":5703},[],{"categories":5705},[109],{"categories":5707},[64],{"categories":5709},[109],{"categories":5711},[64],{"categories":5713},[],{"categories":5715},[122],{"categories":5717},[109],{"categories":5719},[117],{"categories":5721},[109],{"categories":5723},[157],{"categories":5725},[109],{"categories":5727},[],{"categories":5729},[122],{"categories":5731},[109],{"categories":5733},[],{"categories":5735},[209],{"categories":5737},[109],{"categories":5739},[109],{"categories":5741},[122],{"categories":5743},[109],{"categories":5745},[109],{"categories":5747},[112],{"categories":5749},[122],{"categories":5751},[109],{"categories":5753},[],{"categories":5755},[109],{"categories":5757},[279],{"categories":5759},[238],{"categories":5761},[117],{"categories":5763},[117],{"categories":5765},[109],{"categories":5767},[112],{"categories":5769},[112],{"categories":5771},[109],{"categories":5773},[122],{"categories":5775},[109],{"categories":5777},[109],{"categories":5779},[109],{"categories":5781},[109],{"categories":5783},[64],{"categories":5785},[109],{"categories":5787},[112],{"categories":5789},[109],{"categories":5791},[109],{"categories":5793},[122],{"categories":5795},[109],{"categories":5797},[238],{"categories":5799},[109],{"categories":5801},[157],{"categories":5803},[109],{"categories":5805},[109],{"categories":5807},[122],{"categories":5809},[125],{"categories":5811},[109],{"categories":5813},[109],{"categories":5815},[122],{"categories":5817},[],{"categories":5819},[64],{"categories":5821},[],{"categories":5823},[64],{"categories":5825},[122],{"categories":5827},[112],{"categories":5829},[109],{"categories":5831},[],{"categories":5833},[160],{"categories":5835},[279],{"categories":5837},[109],{"categories":5839},[64],{"categories":5841},[109],{"categories":5843},[],{"categories":5845},[157],{"categories":5847},[122],{"categories":5849},[64],{"categories":5851},[209],{"categories":5853},[117],{"categories":5855},[109],{"categories":5857},[109],{"categories":5859},[122],{"categories":5861},[64],{"categories":5863},[122],{"categories":5865},[157],{"categories":5867},[109],{"categories":5869},[125],{"categories":5871},[112],{"categories":5873},[125],{"categories":5875},[157],{"categories":5877},[109],{"categories":5879},[64],{"categories":5881},[109],{"categories":5883},[209],{"categories":5885},[117],{"categories":5887},[109],{"categories":5889},[109],{"categories":5891},[109],{"categories":5893},[109],{"categories":5895},[109],{"categories":5897},[109],{"categories":5899},[122],{"categories":5901},[109],{"categories":5903},[122],{"categories":5905},[109],{"categories":5907},[109],{"categories":5909},[112],{"categories":5911},[109],{"categories":5913},[122],{"categories":5915},[122],{"categories":5917},[209],{"categories":5919},[122],{"categories":5921},[122],{"categories":5923},[109],{"categories":5925},[112],{"categories":5927},[122],{"categories":5929},[209],{"categories":5931},[],{"categories":5933},[109],{"categories":5935},[160],{"categories":5937},[452],{"categories":5939},[109],{"categories":5941},[122],{"categories":5943},[109],{"categories":5945},[109],{"categories":5947},[64],{"categories":5949},[109],{"categories":5951},[],{"categories":5953},[109],{"categories":5955},[122],{"categories":5957},[109],{"categories":5959},[238],{"categories":5961},[109],{"categories":5963},[64],{"categories":5965},[109],{"categories":5967},[157],{"categories":5969},[122],{"categories":5971},[109],{"categories":5973},[238],{"categories":5975},[122],{"categories":5977},[117],{"categories":5979},[117],{"categories":5981},[109],{"categories":5983},[109],{"categories":5985},[109],{"categories":5987},[109],{"categories":5989},[109],{"categories":5991},[109],{"categories":5993},[112],{"categories":5995},[],{"categories":5997},[109],{"categories":5999},[109],{"categories":6001},[122],{"categories":6003},[122],{"categories":6005},[109],{"categories":6007},[109],{"categories":6009},[109],{"categories":6011},[109],{"categories":6013},[109],{"categories":6015},[64],{"categories":6017},[],{"categories":6019},[112],{"categories":6021},[109],{"categories":6023},[109],{"categories":6025},[122],{"categories":6027},[122],{"categories":6029},[],{"categories":6031},[64],{"categories":6033},[64],{"categories":6035},[109],{"categories":6037},[238],{"categories":6039},[117],{"categories":6041},[209],{"categories":6043},[],{"categories":6045},[109],{"categories":6047},[122],{"categories":6049},[112],{"categories":6051},[109],{"categories":6053},[109],{"categories":6055},[64],{"categories":6057},[112],{"categories":6059},[109],{"categories":6061},[109],{"categories":6063},[157],{"categories":6065},[160],{"categories":6067},[109],{"categories":6069},[157],{"categories":6071},[122],{"categories":6073},[109],{"categories":6075},[],{"categories":6077},[157],{"categories":6079},[122],{"categories":6081},[209],{"categories":6083},[160],{"categories":6085},[109],{"categories":6087},[109],{"categories":6089},[],{"categories":6091},[122],{"categories":6093},[122],{"categories":6095},[122],{"categories":6097},[3131],{"categories":6099},[157],{"categories":6101},[109],{"categories":6103},[64],{"categories":6105},[109],{"categories":6107},[109],{"categories":6109},[109],{"categories":6111},[109],{"categories":6113},[109],{"categories":6115},[117],{"categories":6117},[109],{"categories":6119},[112],{"categories":6121},[1794],{"categories":6123},[279],{"categories":6125},[112],{"categories":6127},[],{"categories":6129},[109],{"categories":6131},[],{"categories":6133},[157],{"categories":6135},[122],{"categories":6137},[209],{"categories":6139},[109],{"categories":6141},[109],{"categories":6143},[109],{"categories":6145},[157],{"categories":6147},[],{"categories":6149},[122],{"categories":6151},[109],{"categories":6153},[122],{"categories":6155},[122],{"categories":6157},[],{"categories":6159},[109],{"categories":6161},[],{"categories":6163},[157],{"categories":6165},[112],{"categories":6167},[209],{"categories":6169},[109],{"categories":6171},[122],{"categories":6173},[157],{"categories":6175},[109],{"categories":6177},[157],{"categories":6179},[],{"categories":6181},[157],{"categories":6183},[109],{"categories":6185},[112],{"categories":6187},[452],{"categories":6189},[122],{"categories":6191},[109],{"categories":6193},[],{"categories":6195},[64],{"categories":6197},[122],{"categories":6199},[125],{"categories":6201},[122],{"categories":6203},[112],{"categories":6205},[109],{"categories":6207},[109],{"categories":6209},[],{"categories":6211},[],{"categories":6213},[],{"categories":6215},[209],{"categories":6217},[109],{"categories":6219},[122],{"categories":6221},[109],{"categories":6223},[109],{"categories":6225},[],{"categories":6227},[],{"categories":6229},[],{"categories":6231},[109],{"categories":6233},[122],{"categories":6235},[209],{"categories":6237},[109],{"categories":6239},[],{"categories":6241},[122],{"categories":6243},[109],{"categories":6245},[109],{"categories":6247},[112],{"categories":6249},[],{"categories":6251},[],{"categories":6253},[109],{"categories":6255},[109],{"categories":6257},[122],{"categories":6259},[209],{"categories":6261},[109],{"categories":6263},[157],{"categories":6265},[],{"categories":6267},[109],{"categories":6269},[109],{"categories":6271},[238],{"categories":6273},[157],{"categories":6275},[238],{"categories":6277},[160],{"categories":6279},[109],{"categories":6281},[109],{"categories":6283},[],{"categories":6285},[],{"categories":6287},[122],{"categories":6289},[],{"categories":6291},[109],{"categories":6293},[452],{"categories":6295},[109],{"categories":6297},[109],{"categories":6299},[109],{"categories":6301},[109],{"categories":6303},[],{"categories":6305},[122],{"categories":6307},[109],{"categories":6309},[109],{"categories":6311},[],{"categories":6313},[122],{"categories":6315},[109],{"categories":6317},[157],{"categories":6319},[109],{"categories":6321},[238],{"categories":6323},[117],{"categories":6325},[125],{"categories":6327},[109],{"categories":6329},[109],{"categories":6331},[122],{"categories":6333},[160],{"categories":6335},[122],{"categories":6337},[122],{"categories":6339},[],{"categories":6341},[109],{"categories":6343},[122],{"categories":6345},[],{"categories":6347},[109],{"categories":6349},[],{"categories":6351},[157],{"categories":6353},[117],{"categories":6355},[],{"categories":6357},[109],{"categories":6359},[109],{"categories":6361},[109],{"categories":6363},[],{"categories":6365},[122],{"categories":6367},[209],{"categories":6369},[112],{"categories":6371},[109],{"categories":6373},[],{"categories":6375},[117],{"categories":6377},[238],{"categories":6379},[109],{"categories":6381},[64],{"categories":6383},[112],{"categories":6385},[160],{"categories":6387},[117],{"categories":6389},[64],{"categories":6391},[122],{"categories":6393},[64],{"categories":6395},[],{"categories":6397},[109],{"categories":6399},[125],{"categories":6401},[109],{"categories":6403},[],{"categories":6405},[122],{"categories":6407},[112],{"categories":6409},[209],{"categories":6411},[109],{"categories":6413},[112],{"categories":6415},[122],{"categories":6417},[279],{"categories":6419},[109],{"categories":6421},[109],{"categories":6423},[109],{"categories":6425},[109],{"categories":6427},[109],{"categories":6429},[112],{"categories":6431},[109],{"categories":6433},[64],{"categories":6435},[160],{"categories":6437},[122],{"categories":6439},[],{"categories":6441},[109],{"categories":6443},[109],{"categories":6445},[109],{"categories":6447},[64],{"categories":6449},[122],{"categories":6451},[157],{"categories":6453},[64],{"categories":6455},[109],{"categories":6457},[125],{"categories":6459},[],{"categories":6461},[209],{"categories":6463},[64],{"categories":6465},[157],{"categories":6467},[109],{"categories":6469},[112],{"categories":6471},[122],{"categories":6473},[109],{"categories":6475},[109],{"categories":6477},[122],{"categories":6479},[125],{"categories":6481},[109],{"categories":6483},[122],{"categories":6485},[109],{"categories":6487},[117],{"categories":6489},[122],{"categories":6491},[122,279],{"categories":6493},[109],{"categories":6495},[109],{"categories":6497},[122],{"categories":6499},[64],{"categories":6501},[109],{"categories":6503},[109],{"categories":6505},[160],{"categories":6507},[122],{"categories":6509},[238],{"categories":6511},[122],{"categories":6513},[117],{"categories":6515},[],{"categories":6517},[122],{"categories":6519},[109],{"categories":6521},[117],{"categories":6523},[],{"categories":6525},[],{"categories":6527},[64],{"categories":6529},[109],{"categories":6531},[109],{"categories":6533},[122],{"categories":6535},[160],{"categories":6537},[238],{"categories":6539},[109],{"categories":6541},[109],{"categories":6543},[109],{"categories":6545},[122],{"categories":6547},[],{"categories":6549},[122],{"categories":6551},[157],{"categories":6553},[109],{"categories":6555},[122],{"categories":6557},[122],{"categories":6559},[109],{"categories":6561},[],{"categories":6563},[157],{"categories":6565},[64],{"categories":6567},[3131],{"categories":6569},[112],{"categories":6571},[64],{"categories":6573},[109],{"categories":6575},[122],{"categories":6577},[109],{"categories":6579},[109],{"categories":6581},[238],{"categories":6583},[64],{"categories":6585},[160],{"categories":6587},[],{"categories":6589},[157],{"categories":6591},[109],{"categories":6593},[109],{"categories":6595},[],{"categories":6597},[122],{"categories":6599},[109],{"categories":6601},[109],{"categories":6603},[109],{"categories":6605},[109],{"categories":6607},[122],{"categories":6609},[109],{"categories":6611},[109],{"categories":6613},[109],{"categories":6615},[125],{"categories":6617},[109],{"categories":6619},[122],{"categories":6621},[109],{"categories":6623},[109],{"categories":6625},[109],{"categories":6627},[109],{"categories":6629},[109],{"categories":6631},[109],{"categories":6633},[109],{"categories":6635},[117],{"categories":6637},[],{"categories":6639},[125],{"categories":6641},[157],{"categories":6643},[122],{"categories":6645},[109],{"categories":6647},[64],{"categories":6649},[],{"categories":6651},[64],{"categories":6653},[64],{"categories":6655},[122],{"categories":6657},[64],{"categories":6659},[109],{"categories":6661},[109],{"categories":6663},[109],{"categories":6665},[122],{"categories":6667},[64],{"categories":6669},[109],{"categories":6671},[109],{"categories":6673},[109],{"categories":6675},[122],{"categories":6677},[157],{"categories":6679},[109],{"categories":6681},[109],{"categories":6683},[109],{"categories":6685},[117],{"categories":6687},[109],{"categories":6689},[122],{"categories":6691},[209],{"categories":6693},[],{"categories":6695},[109],{"categories":6697},[160],{"categories":6699},[122],{"categories":6701},[109],{"categories":6703},[109],{"categories":6705},[],{"categories":6707},[109],{"categories":6709},[109],{"categories":6711},[157],{"categories":6713},[109],{"categories":6715},[109],{"categories":6717},[122],{"categories":6719},[238],{"categories":6721},[],{"categories":6723},[],{"categories":6725},[64],{"categories":6727},[109],{"categories":6729},[109],{"categories":6731},[157],{"categories":6733},[109],{"categories":6735},[64],{"categories":6737},[157],{"categories":6739},[109],{"categories":6741},[109],{"categories":6743},[238],{"categories":6745},[160],{"categories":6747},[109],{"categories":6749},[109],{"categories":6751},[112],{"categories":6753},[122],{"categories":6755},[109],{"categories":6757},[109],{"categories":6759},[122],{"categories":6761},[117],{"categories":6763},[122],{"categories":6765},[64],{"categories":6767},[109],{"categories":6769},[117],{"categories":6771},[],{"categories":6773},[109],{"categories":6775},[160],{"categories":6777},[109],{"categories":6779},[109],{"categories":6781},[],{"categories":6783},[157],{"categories":6785},[109],{"categories":6787},[122],{"categories":6789},[160],{"categories":6791},[109],{"categories":6793},[64],{"categories":6795},[64],{"categories":6797},[64],{"categories":6799},[109],{"categories":6801},[122],{"categories":6803},[122],{"categories":6805},[109],{"categories":6807},[122],{"categories":6809},[109],{"categories":6811},[109],{"categories":6813},[209],{"categories":6815},[160],{"categories":6817},[160],{"categories":6819},[],{"categories":6821},[157],{"categories":6823},[109],{"categories":6825},[109],{"categories":6827},[64],{"categories":6829},[],{"categories":6831},[157],{"categories":6833},[157],{"categories":6835},[157],{"categories":6837},[],{"categories":6839},[122],{"categories":6841},[109],{"categories":6843},[],{"categories":6845},[112],{"categories":6847},[117],{"categories":6849},[],{"categories":6851},[109],{"categories":6853},[109],{"categories":6855},[],{"categories":6857},[64],{"categories":6859},[],{"categories":6861},[],{"categories":6863},[],{"categories":6865},[],{"categories":6867},[109],{"categories":6869},[157],{"categories":6871},[],{"categories":6873},[],{"categories":6875},[109],{"categories":6877},[109],{"categories":6879},[109],{"categories":6881},[160],{"categories":6883},[109],{"categories":6885},[160],{"categories":6887},[],{"categories":6889},[160],{"categories":6891},[160],{"categories":6893},[279],{"categories":6895},[122],{"categories":6897},[64],{"categories":6899},[],{"categories":6901},[],{"categories":6903},[160],{"categories":6905},[64],{"categories":6907},[64],{"categories":6909},[64],{"categories":6911},[],{"categories":6913},[112],{"categories":6915},[64],{"categories":6917},[64],{"categories":6919},[112],{"categories":6921},[64],{"categories":6923},[117],{"categories":6925},[64],{"categories":6927},[64],{"categories":6929},[64],{"categories":6931},[160],{"categories":6933},[157],{"categories":6935},[157],{"categories":6937},[109],{"categories":6939},[64],{"categories":6941},[160],{"categories":6943},[279],{"categories":6945},[160],{"categories":6947},[160],{"categories":6949},[160],{"categories":6951},[],{"categories":6953},[117],{"categories":6955},[],{"categories":6957},[279],{"categories":6959},[64],{"categories":6961},[64],{"categories":6963},[64],{"categories":6965},[122],{"categories":6967},[157,117],{"categories":6969},[160],{"categories":6971},[],{"categories":6973},[],{"categories":6975},[160],{"categories":6977},[],{"categories":6979},[160],{"categories":6981},[157],{"categories":6983},[122],{"categories":6985},[],{"categories":6987},[64],{"categories":6989},[109],{"categories":6991},[209],{"categories":6993},[],{"categories":6995},[109],{"categories":6997},[],{"categories":6999},[157],{"categories":7001},[112],{"categories":7003},[160],{"categories":7005},[],{"categories":7007},[64],{"categories":7009},[157],[7011,7093,7170,7233],{"id":7012,"title":7013,"ai":7014,"body":7020,"categories":7057,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7058,"navigation":85,"path":7080,"published_at":65,"question":65,"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":65,"tldr":7090,"tweet":65,"unknown_tags":7091,"__hash__":7092},"summaries\u002Fsummaries\u002F5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary.md","GLM-5.1 Excels in Long-Horizon Agentic Coding",{"provider":7,"model":7015,"input_tokens":7016,"output_tokens":7017,"processing_time_ms":7018,"cost_usd":7019},"x-ai\u002Fgrok-4.1-fast",7818,1969,9224,0.00252545,{"type":14,"value":7021,"toc":7052},[7022,7026,7029,7032,7035,7039,7042,7045,7049],[17,7023,7025],{"id":7024},"sustains-optimization-over-extended-horizons-for-superior-results","Sustains Optimization Over Extended Horizons for Superior Results",[22,7027,7028],{},"GLM-5.1 breaks through short-session limits by maintaining productivity across hundreds of iterations and thousands of tool calls, revising strategies based on benchmarks and self-analysis. On VectorDBBench, it optimizes a Rust vector database for SIFT-1M (Recall ≥95%), starting from a skeleton with HTTP endpoints. Over 655 iterations and 6,000+ tool calls, it hits 21.5k QPS—6x the prior 3.5k QPS best from Claude Opus 4.6 in 50 turns. Progress follows a staircase: incremental tuning plateaus, then structural shifts like IVF probing with f16 compression (iteration ~90, 6.4k QPS) or u8 prescoring + f16 reranking (iteration ~240, 13.4k QPS) unlock jumps, with temporary Recall dips during exploration.",[22,7030,7031],{},"On KernelBench Level 3 (50 full-model optimizations like MobileNet, VGG), GLM-5.1 delivers 3.6x geometric mean speedup vs. PyTorch baseline (torch.compile max-autotune: 1.49x), sustaining gains over 1,200 turns per problem in isolated H100 Docker. It outlasts GLM-5 (early plateau) and Claude Opus 4.5, trailing only Opus 4.6 (4.2x) but showing more headroom. Audits confirm no benchmark exploits.",[22,7033,7034],{},"For open-ended tasks without metrics, GLM-5.1 builds a Linux desktop web app from scratch over 8 hours: starts with taskbar\u002Fwindows, iterates to add file browser, terminal, editor, monitor, calculator, games—polishing UI, interactions, and edge cases via self-review loops.",[17,7036,7038],{"id":7037},"tops-coding-and-agentic-benchmarks-with-precise-judgment","Tops Coding and Agentic Benchmarks with Precise Judgment",[22,7040,7041],{},"GLM-5.1 leads SWE-Bench Pro at 58.4% (vs. GLM-5 55.1%, GPT-5.4 57.7%), NL2Repo at 42.7% (vs. GLM-5 35.9%), Terminal-Bench 2.0 Terminus-2 at 63.5%, and CyberGym at 68.7% (Claude Code harness). In agentic evals: BrowseComp w\u002F Context Manage 79.3%, τ³-Bench 70.6%, MCP-Atlas 71.8%, Tool-Decathlon 40.7%, Vending Bench 2 $5,634 revenue. Reasoning holds strong: HLE w\u002F Tools 52.3%, AIME 2026 95.3%, GPQA-Diamond 86.2%. Settings emphasize long contexts (up to 202k tokens) and tool use without hacking (rule + model detection).",[22,7043,7044],{},"Trade-offs: Higher quota use (2-3x), challenges remain in escaping local optima, trace coherence over thousands of calls, and metric-free self-eval.",[17,7046,7048],{"id":7047},"deploy-immediately-for-agentic-workflows","Deploy Immediately for Agentic Workflows",[22,7050,7051],{},"Open-source (MIT) on GitHub\u002FHuggingFace\u002FModelScope; infer with vLLM\u002FSGLang. API on api.z.ai\u002FBigModel.cn; compatible with Claude Code\u002FOpenClaw. GLM Coding Plan: update to \"GLM-5.1\" (1-3x quota, promo 1x off-peak); GUI via Z Code for multi-agent SSH\u002Fphone tasks. Z.ai chat rollout soon.",{"title":57,"searchDepth":58,"depth":58,"links":7053},[7054,7055,7056],{"id":7024,"depth":58,"text":7025},{"id":7037,"depth":58,"text":7038},{"id":7047,"depth":58,"text":7048},[109],{"content_references":7059,"triage":7077},[7060,7065,7069,7072,7075],{"type":7061,"title":7062,"url":7063,"context":7064},"other","VectorDBBench","https:\u002F\u002Fgithub.com\u002FKCORES\u002Fvector-db-bench","cited",{"type":7066,"title":7067,"url":7068,"context":7064},"paper","KernelBench","https:\u002F\u002Farxiv.org\u002Fabs\u002F2502.10517v1",{"type":7061,"title":7070,"url":7071,"context":7064},"Vending Bench 2","https:\u002F\u002Fandonlabs.com\u002Fevals\u002Fvending-bench-2",{"type":76,"title":7073,"url":7074,"context":79},"GLM-5.1","https:\u002F\u002Fgithub.com\u002Fzai-org\u002FGLM-5",{"type":76,"title":7073,"url":7076,"context":79},"https:\u002F\u002Fhuggingface.co\u002Fzai-org\u002FGLM-5.1",{"relevance":81,"novelty":82,"quality":81,"actionability":58,"composite":7078,"reasoning":7079},3.4,"Category: AI & LLMs. The article discusses the performance of GLM-5.1 in coding and agentic benchmarks, which is relevant to AI engineering and software development. However, while it provides insights into the model's capabilities, it lacks concrete, actionable steps for developers looking to implement these findings in their own projects.","\u002Fsummaries\u002F5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary","2026-04-16 03:09:20",{"title":7013,"description":57},{"loc":7080},"5dc48731884521dd","__oneoff__","article","https:\u002F\u002Fz.ai\u002Fblog\u002Fglm-5.1","summaries\u002F5dc48731884521dd-glm-5-1-excels-in-long-horizon-agentic-coding-summary",[97,98,99],"GLM-5.1 tops SWE-Bench Pro at 58.4% and sustains gains over 600+ iterations on VectorDBBench (21.5k QPS, 6x prior best) and 1,000+ turns on KernelBench (3.6x speedup), enabling complex builds like a full Linux desktop in 8 hours.",[],"9o9PWiYh9qZfKw3Vzn915SRQ8On2LwxyJS9rRH8Td78",{"id":7094,"title":7095,"ai":7096,"body":7101,"categories":7134,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7135,"navigation":85,"path":7159,"published_at":65,"question":65,"scraped_at":7160,"seo":7161,"sitemap":7162,"source_id":7163,"source_name":7085,"source_type":7086,"source_url":7164,"stem":7165,"tags":7166,"thumbnail_url":65,"tldr":7167,"tweet":65,"unknown_tags":7168,"__hash__":7169},"summaries\u002Fsummaries\u002F68ffcf2c57450e50-claude-opus-4-1-reaches-74-5-on-swe-bench-for-supe-summary.md","Claude Opus 4.1 Reaches 74.5% on SWE-bench for Superior Coding",{"provider":7,"model":7015,"input_tokens":7097,"output_tokens":7098,"processing_time_ms":7099,"cost_usd":7100},4521,1887,10018,0.00182505,{"type":14,"value":7102,"toc":7129},[7103,7107,7110,7114,7117,7121],[17,7104,7106],{"id":7105},"coding-gains-target-production-workflows","Coding Gains Target Production Workflows",[22,7108,7109],{},"Claude Opus 4.1 achieves 74.5% on SWE-bench Verified using only bash and file-editing tools—no planning tool—scoring across all 500 problems, outperforming prior models on multi-file refactoring. This setup equips the model for real codebase edits via string replacements, enabling precise fixes without unnecessary changes or bugs. Rakuten Group uses it for everyday debugging in large codebases, preferring its pinpoint accuracy. Windsurf's junior developer benchmark shows a one standard deviation leap over Opus 4, matching the Sonnet 3.7 to 4 jump, proving reliable junior-level code handling.",[17,7111,7113],{"id":7112},"agentic-tasks-and-research-boosted-by-extended-thinking","Agentic Tasks and Research Boosted by Extended Thinking",[22,7115,7116],{},"Opus 4.1 enhances detail tracking, in-depth research, and data analysis via agentic search. On TAU-bench (Airline\u002FRetail agents), scores improve with a prompt addendum encouraging explicit reasoning during extended thinking up to 64K tokens and 100 steps (most under 30). This leverages hybrid reasoning for multi-turn trajectories, separating thoughts from actions. Benchmarks like GPQA Diamond, MMMLU, MMMU, and AIME use extended thinking; SWE-bench and Terminal-Bench do not. GitHub reports broad gains over Opus 4, especially refactoring.",[17,7118,7120],{"id":7119},"immediate-upgrade-path-delivers-value","Immediate Upgrade Path Delivers Value",[22,7122,7123,7124,7128],{},"Switch to Opus 4.1 for all tasks via API model ",[7125,7126,7127],"code",{},"claude-opus-4-1-20250805",", Claude Code, Amazon Bedrock, or Vertex AI at Opus 4 pricing. Larger upgrades follow soon. Feedback drives iterations; check system card, model page, pricing, and docs for details. Hybrid reasoning maximizes scores, balancing tool use with chain-of-thought for complex problems.",{"title":57,"searchDepth":58,"depth":58,"links":7130},[7131,7132,7133],{"id":7105,"depth":58,"text":7106},{"id":7112,"depth":58,"text":7113},{"id":7119,"depth":58,"text":7120},[157],{"content_references":7136,"triage":7157},[7137,7141,7144,7148,7151,7154],{"type":7138,"title":7139,"url":7140,"context":7064},"dataset","SWE-bench Verified","https:\u002F\u002Fwww.swebench.com\u002F",{"type":7061,"title":7142,"url":7143,"context":7064},"o3 launch post","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-o3-and-o4-mini\u002F",{"type":7145,"title":7146,"url":7147,"context":7064},"report","o3-and-o4-mini-system-card.pdf","https:\u002F\u002Fcdn.openai.com\u002Fpdf\u002F2221c875-02dc-4789-800b-e7758f3722c1\u002Fo3-and-o4-mini-system-card.pdf",{"type":7145,"title":7149,"url":7150,"context":7064},"2.5 Pro model card","https:\u002F\u002Fstorage.googleapis.com\u002Fmodel-cards\u002Fdocuments\u002Fgemini-2.5-pro.pdf",{"type":7061,"title":7152,"url":7153,"context":7064},"Sonnet 3.7 launch post","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-3-7-sonnet",{"type":7061,"title":7155,"url":7156,"context":7064},"Claude 4 launch post","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-4",{"relevance":81,"novelty":82,"quality":81,"actionability":82,"composite":83,"reasoning":7158},"Category: AI & LLMs. The article discusses the capabilities of Claude Opus 4.1 in coding tasks, which is relevant to AI engineering and software development. It provides specific performance metrics and use cases, such as its application in debugging large codebases, which addresses practical concerns for developers. However, while it offers insights into the model's performance, it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F68ffcf2c57450e50-claude-opus-4-1-reaches-74-5-on-swe-bench-for-supe-summary","2026-04-16 03:07:34",{"title":7095,"description":57},{"loc":7159},"68ffcf2c57450e50","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-opus-4-1","summaries\u002F68ffcf2c57450e50-claude-opus-4-1-reaches-74-5-on-swe-bench-for-supe-summary",[97,98,99],"Claude Opus 4.1 upgrades agentic tasks, coding, and reasoning to 74.5% on SWE-bench Verified, with gains in multi-file refactoring and precise debugging; available now at same pricing.",[],"MhwMncz4IS_mgOHa_l1HYHmRbXKI5_VPHszvHw54SpI",{"id":7171,"title":7172,"ai":7173,"body":7178,"categories":7214,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7215,"navigation":85,"path":7221,"published_at":65,"question":65,"scraped_at":7222,"seo":7223,"sitemap":7224,"source_id":7225,"source_name":7226,"source_type":7086,"source_url":7227,"stem":7228,"tags":7229,"thumbnail_url":65,"tldr":7230,"tweet":65,"unknown_tags":7231,"__hash__":7232},"summaries\u002Fsummaries\u002F6ff41910e72e599f-5-llm-pitfalls-engineers-hit-building-agents-summary.md","5 LLM Pitfalls Engineers Hit Building Agents",{"provider":7,"model":7015,"input_tokens":7174,"output_tokens":7175,"processing_time_ms":7176,"cost_usd":7177},9923,1337,7742,0.00263045,{"type":14,"value":7179,"toc":7208},[7180,7184,7187,7191,7194,7198,7201,7205],[17,7181,7183],{"id":7182},"budget-context-windows-like-ram-to-avoid-gradual-degradation","Budget Context Windows Like RAM to Avoid Gradual Degradation",[22,7185,7186],{},"Context windows are bounded buffers holding system prompts, conversation history, tool outputs, prior responses, and retrieval chunks—not just documents. Exceeding them truncates silently without errors, making agents lose access to key info. A coding agent reading three medium files plus tool responses burns 30-50K tokens before real work, even on 200K models. Design agents to fetch on-demand rather than stuffing everything in: prioritize what the model needs now. This scales demos to production; ignoring it causes toy-task success but real-work failure.",[17,7188,7190],{"id":7189},"tokenize-workloads-precisely-for-cost-and-limits","Tokenize Workloads Precisely for Cost and Limits",[22,7192,7193],{},"Tokens are sub-word fragments from the model's tokenizer, not words\u002Fcharacters. Code eats tokens fast—brackets, underscores, indentation, identifiers push a 200-line Python file to ~3K tokens, not 2K. Non-English (Japanese, Arabic, Hindi) uses 2-4x more tokens than English for same meaning, breaking English-based estimates. JSON\u002FXML schemas add overhead vs. prose. Always run representative samples through the exact tokenizer pre-launch: word-count guesses underestimate costs severely.",[17,7195,7197],{"id":7196},"tune-temperature-for-reproducibility-ground-hallucinations-systematically","Tune Temperature for Reproducibility, Ground Hallucinations Systematically",[22,7199,7200],{},"Temperature controls low-probability token sampling, trading reproducibility for variety—use 0 for tool-calling, extraction, classification, spec'd code gen where correctness trumps creativity. Higher suits diverse generation (variants, brainstorming) but invites irreproducible bugs. Even temperature=0 isn't fully deterministic due to API routing\u002Fbatching; true control needs seeded inference. View hallucinations as pattern continuation from training data, not recall errors: counter with retrieval grounding, output schemas\u002Ffunction calls, and post-generation validation (critical for actions). In coding agents, models invent APIs confidently—prompting\u002Ffeedback loops fail; validate rigorously.",[17,7202,7204],{"id":7203},"engineer-rag-retrieval-not-just-the-llm","Engineer RAG Retrieval, Not Just the LLM",[22,7206,7207],{},"RAG indexes data, retrieves chunks at query time for context. The LLM is easy; retrieval decides success—tune chunking, embeddings, hybrid search, reranking, query rewriting. Diagnose with recall@10 on held-out eval sets: poor retrieval, not the model, causes most failures. Teams blame LLMs without measuring this.",{"title":57,"searchDepth":58,"depth":58,"links":7209},[7210,7211,7212,7213],{"id":7182,"depth":58,"text":7183},{"id":7189,"depth":58,"text":7190},{"id":7196,"depth":58,"text":7197},{"id":7203,"depth":58,"text":7204},[],{"content_references":7216,"triage":7217},[],{"relevance":7218,"novelty":81,"quality":81,"actionability":81,"composite":7219,"reasoning":7220},5,4.35,"Category: AI & LLMs. The article directly addresses common pitfalls engineers face when building AI agents, providing practical insights on managing context windows and tokenization, which are critical for production-ready AI features. It offers actionable advice on tuning parameters and validating outputs, making it highly relevant for developers looking to implement LLMs effectively.","\u002Fsummaries\u002F6ff41910e72e599f-5-llm-pitfalls-engineers-hit-building-agents-summary","2026-04-19 01:22:12",{"title":7172,"description":57},{"loc":7221},"6ff41910e72e599f","Generative AI","https:\u002F\u002Fgenerativeai.pub\u002Ffive-llm-concepts-i-keep-explaining-to-engineers-shipping-their-first-agents-87c502f3c378?source=rss----440100e76000---4","summaries\u002F6ff41910e72e599f-5-llm-pitfalls-engineers-hit-building-agents-summary",[97,98,99],"Context windows act like RAM—budget system prompts, history, tools, and retrieval tightly or agents degrade silently. Tokenize code\u002Fnon-English workloads early; set temperature=0 for reproducibility; ground hallucinations with RAG\u002Fschemas\u002Fvalidation; measure RAG recall@10.",[],"VfRNIenBuwdRZlBDaBdU7mmrUrZCRezKKYwx6VA-caQ",{"id":7234,"title":7235,"ai":7236,"body":7241,"categories":7327,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7328,"navigation":85,"path":7348,"published_at":7349,"question":65,"scraped_at":7350,"seo":7351,"sitemap":7352,"source_id":7353,"source_name":7354,"source_type":93,"source_url":7355,"stem":7356,"tags":7357,"thumbnail_url":7359,"tldr":7360,"tweet":7361,"unknown_tags":7362,"__hash__":7363},"summaries\u002Fsummaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary.md","7 Modular Design Patterns for AI Coding Agents",{"provider":7,"model":8,"input_tokens":7237,"output_tokens":7238,"processing_time_ms":7239,"cost_usd":7240},6249,761,3321,0.00270375,{"type":14,"value":7242,"toc":7319},[7243,7247,7254,7258,7263,7277,7281,7301,7305],[17,7244,7246],{"id":7245},"the-modular-skills-approach","The Modular 'Skills' Approach",[22,7248,7249,7250,7253],{},"Instead of overwhelming AI coding agents with massive, monolithic prompts, developers should adopt a modular architecture using \"skills.\" Skills are simple text files stored in specific project directories (",[7125,7251,7252],{},".agents\u002Fskills",") or global configurations. The agent reads a brief description of each skill and dynamically loads the full instructions only when the task requires that specific capability. This prevents context bloat and improves the agent's accuracy.",[17,7255,7257],{"id":7256},"the-7-agent-skill-patterns","The 7 Agent Skill Patterns",[7259,7260,7262],"h3",{"id":7261},"_1-knowledge-tooling","1. Knowledge & Tooling",[33,7264,7265,7271],{},[36,7266,7267,7270],{},[39,7268,7269],{},"Domain Knowledge:"," Provides the agent with expertise in specific topics (e.g., frontend UI, performance optimization, or Google Cloud services) without keeping that data in its long-term memory.",[36,7272,7273,7276],{},[39,7274,7275],{},"Tool Wrappers:"," Grants the agent access to external tools like Chrome DevTools or Git. This allows the agent to execute commands and see results (like browser errors or network dumps) directly, eliminating the need for manual copy-pasting.",[7259,7278,7280],{"id":7279},"_2-workflow-control","2. Workflow & Control",[33,7282,7283,7289,7295],{},[36,7284,7285,7288],{},[39,7286,7287],{},"Inversion:"," Forces the agent to stop guessing and ask the developer clarifying questions. This is essential for ambiguous tasks and includes patterns like \"context-engineering\" and \"debugging-and-error-recovery,\" which mandates a root-cause analysis before writing code.",[36,7290,7291,7294],{},[39,7292,7293],{},"Generators:"," Harnesses AI creativity to produce output in strictly defined formats, such as Architecture Decision Records (ADRs) or specific documentation templates.",[36,7296,7297,7300],{},[39,7298,7299],{},"Reviewers:"," Acts as an automated gatekeeper that grades code against checklists for security, code smells, and best practices before shipping.",[7259,7302,7304],{"id":7303},"_3-orchestration-management","3. Orchestration & Management",[33,7306,7307,7313],{},[36,7308,7309,7312],{},[39,7310,7311],{},"Pipelines:"," Orchestrates multi-step, sequential workflows. A primary example is Test-Driven Development (TDD), which enforces a three-step process: write a failing test, write the code, and clean up while maintaining test integrity.",[36,7314,7315,7318],{},[39,7316,7317],{},"Meta-skills:"," High-level skills that govern other skills. These act as master routers, coordinating which skills the agent should load and use at any given time.",{"title":57,"searchDepth":58,"depth":58,"links":7320},[7321,7322],{"id":7245,"depth":58,"text":7246},{"id":7256,"depth":58,"text":7257,"children":7323},[7324,7325,7326],{"id":7261,"depth":82,"text":7262},{"id":7279,"depth":82,"text":7280},{"id":7303,"depth":82,"text":7304},[109],{"content_references":7329,"triage":7345},[7330,7333,7336,7339,7342],{"type":76,"title":7331,"url":7332,"context":74},"Agent Skills GitHub Repository","https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-agent-skills",{"type":76,"title":7334,"url":7335,"context":74},"Antigravity Skills Setup Guide","https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills",{"type":76,"title":7337,"url":7338,"context":74},"Google Skills Repository","https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-skills",{"type":7061,"title":7340,"url":7341,"context":74},"Antigravity Skills Codelab","https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills-codelab",{"type":7145,"title":7343,"url":7344,"context":74},"Whitepaper about evaluating skills","https:\u002F\u002Fg.dev\u002Fcloud\u002Fwhitepaper-agent-skills",{"relevance":7218,"novelty":81,"quality":81,"actionability":7218,"composite":7346,"reasoning":7347},4.55,"Category: AI & LLMs. The article provides a detailed exploration of modular design patterns specifically for AI coding agents, addressing a core topic of interest for developers looking to improve AI integration in their products. It offers actionable insights on implementing a modular 'skills' approach, which is directly applicable to enhancing AI agent performance.","\u002Fsummaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary","2026-08-27 19:00:29","2026-08-28 03:12:21",{"title":7235,"description":57},{"loc":7348},"e9686d9647096909","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Z9WbG3m7Da4","summaries\u002Fe9686d9647096909-7-modular-design-patterns-for-ai-coding-agents-summary",[97,98,7358,99],"automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZ9WbG3m7Da4\u002Fhqdefault.jpg","Improve AI coding agent performance by replacing long, confusing prompts with modular 'skills'—specialized text files that the agent loads dynamically only when needed.","This video provides a conceptual overview of modular \"skills\" for coding agents, specifically tailored for the [Antigravity](https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills) framework. It categorizes these skills into seven design patterns to help manage agent context and workflow:\n\n* [GitHub skills repository](https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-agent-skills) — A collection of pre-built skill templates.\n* [Google skills repo](https:\u002F\u002Fg.dev\u002Fcloud\u002Fgithub-skills) — Specialized skills for Google Cloud services.\n* [Skills setup guide](https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills) — Instructions for configuring skills in Antigravity.\n* [Codelab](https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-skills-codelab) — A step-by-step guide for creating and installing custom skills.\n* [Whitepaper](https:\u002F\u002Fg.dev\u002Fcloud\u002Fwhitepaper-agent-skills) — Best practices for evaluating and testing agent skills.",[],"t92vnKgfQ_J3FEXXcuQHA3KRXaWlsD-HTy54BRMx8DI"]