[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary":3,"summaries-facets-categories":138,"summary-related-a4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary":7042},{"id":4,"title":5,"ai":6,"body":13,"categories":83,"created_at":85,"date_modified":85,"description":77,"extension":86,"faq":85,"featured":87,"kicker_label":85,"meta":88,"navigation":117,"path":118,"published_at":119,"question":85,"scraped_at":120,"seo":121,"sitemap":122,"source_id":123,"source_name":124,"source_type":125,"source_url":126,"stem":127,"tags":128,"thumbnail_url":133,"tldr":134,"tweet":135,"unknown_tags":136,"__hash__":137},"summaries\u002Fsummaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary.md","Beyond Agents: Building AI-Native Software",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7855,809,3612,0.00317725,{"type":14,"value":15,"toc":76},"minimark",[16,21,25,29,32,36,44,73],[17,18,20],"h2",{"id":19},"the-evolution-of-computing-primitives","The Evolution of Computing Primitives",[22,23,24],"p",{},"Computing history moves through distinct eras of abstraction, where each phase introduces a new 'primitive' that eventually becomes the foundation for the next. In 1995, the web page was the primary focus, yet it was merely a stepping stone toward the modern web and mobile application ecosystem. Today, we are in the 'agent' era, but agents are similarly a primitive. The goal is to move beyond simple agentic loops toward 'AI-native' software—systems that are fundamentally designed around LLM capabilities rather than just wrapping them in traditional UI.",[17,26,28],{"id":27},"lessons-from-visicalc-and-historical-precedents","Lessons from VisiCalc and Historical Precedents",[22,30,31],{},"Technological shifts often trigger fears of displacement, but history suggests they primarily expand the scope of human capability. VisiCalc, the first spreadsheet, did not replace accountants; it made accounting accessible and enabled new categories of work that were previously impossible when calculations required a room full of people. Similarly, the current agentic wave should be viewed as a tool for scaling human intent. By studying historical milestones—from the 1950s focus on programming languages to the 1970s development of relational databases—we can see that the most successful software provides abstractions that allow developers to scale complexity without losing control over the underlying system.",[17,33,35],{"id":34},"building-the-next-generation-ai-native-patterns","Building the Next Generation: AI-Native Patterns",[22,37,38,39,43],{},"To build software that transcends current agent limitations, we must move toward architectures that handle high-concurrency, multi-model interactions. The project ",[40,41,42],"em",{},"Gradient Bang"," serves as a proof-of-concept for these emerging primitives:",[45,46,47,55,61,67],"ul",{},[48,49,50,54],"li",{},[51,52,53],"strong",{},"Asynchronous Non-Blocking Context Compression:"," Managing long-running state without stalling the user experience.",[48,56,57,60],{},[51,58,59],{},"Long-Running Sub-Agents:"," Orchestrating multiple specialized agents that share context to perform complex, multi-step tasks.",[48,62,63,66],{},[51,64,65],{},"Progressive Skills Loading:"," Dynamically providing the model with tools and capabilities only when needed, optimizing token efficiency.",[48,68,69,72],{},[51,70,71],{},"Dynamic Interface Generation:"," Moving away from static UI toward interfaces that adapt in real-time to the agent's current state and user needs.",[22,74,75],{},"These patterns represent the shift from 'agents' (which perform tasks) to 'AI-native software' (which provides an environment for autonomous, multimodal interaction).",{"title":77,"searchDepth":78,"depth":78,"links":79},"",2,[80,81,82],{"id":19,"depth":78,"text":20},{"id":27,"depth":78,"text":28},{"id":34,"depth":78,"text":35},[84],"AI & LLMs",null,"md",false,{"content_references":89,"triage":112},[90,95,98,101,105,110],{"type":91,"title":92,"author":93,"context":94},"paper","As We May Think","Vannevar Bush","cited",{"type":96,"title":97,"context":94},"tool","VisiCalc",{"type":96,"title":99,"author":100,"context":94},"Sketchpad","Ivan Sutherland",{"type":102,"title":103,"author":104,"context":94},"other","Knowledge Navigator","Apple",{"type":96,"title":106,"author":107,"url":108,"context":109},"Pipecat","Daily","https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat","mentioned",{"type":102,"title":42,"context":111},"reviewed",{"relevance":113,"novelty":114,"quality":114,"actionability":114,"composite":115,"reasoning":116},5,4,4.35,"Category: AI & LLMs. The article discusses the evolution of AI-native software, addressing the audience's need for practical insights into building AI-powered products. It presents new concepts like asynchronous context and multi-agent orchestration, which are actionable for developers looking to implement advanced AI features.",true,"\u002Fsummaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary","2026-08-07 23:53:33","2026-08-08 03:09:50",{"title":5,"description":77},{"loc":118},"a4a9cd2bf8a3f15f","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=LZuWZRze3MU","summaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary",[129,130,131,132],"llm","product-strategy","ai-agents","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FLZuWZRze3MU\u002Fhqdefault.jpg","Agents are the 'web pages' of our era—a primitive, not the destination. The next frontier is AI-native software that leverages asynchronous context, dynamic interfaces, and multi-agent orchestration.","This talk frames the current \"AI agent\" trend as a transitional phase—akin to the early web—and argues that developers should look past simple chat interfaces toward \"AI-native\" software. The speaker draws parallels between historical computing milestones and modern infrastructure, highlighting [Pipecat](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat) as an example of the real-time, multi-modal tooling required to build the next generation of interactive applications.",[131,132],"li3HsbGuUqJkdBsKbuWR_CQhaNFrn0PwSszNHc5Gl-Q",[139,141,144,146,149,151,154,157,159,161,163,165,168,170,172,174,176,179,181,183,185,187,190,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,242,244,246,248,250,252,254,256,258,260,262,264,266,268,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,312,314,316,318,320,322,324,326,328,330,332,334,336,338,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,406,408,410,412,414,416,418,420,422,424,426,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,462,464,466,468,470,472,474,476,478,480,482,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,544,546,548,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,590,592,594,596,598,600,602,604,606,608,610,612,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,902,904,906,908,910,913,915,917,919,921,923,925,927,929,931,933,935,937,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040],{"categories":140},[84],{"categories":142},[143],"Developer Productivity",{"categories":145},[84],{"categories":147},[148],"Business & SaaS",{"categories":150},[84],{"categories":152},[153],"AI Automation",{"categories":155},[156],"Product Strategy",{"categories":158},[153],{"categories":160},[84],{"categories":162},[143],{"categories":164},[153],{"categories":166},[167],"Software Engineering",{"categories":169},[84],{"categories":171},[148],{"categories":173},[],{"categories":175},[84],{"categories":177},[178],"Inference & Serving",{"categories":180},[84],{"categories":182},[84],{"categories":184},[153],{"categories":186},[],{"categories":188},[189],"AI News & Trends",{"categories":191},[192],"Data Science & Visualization",{"categories":194},[153],{"categories":196},[84],{"categories":198},[84],{"categories":200},[148],{"categories":202},[143],{"categories":204},[84],{"categories":206},[153],{"categories":208},[189],{"categories":210},[84],{"categories":212},[153],{"categories":214},[153],{"categories":216},[84],{"categories":218},[84],{"categories":220},[153],{"categories":222},[84],{"categories":224},[84],{"categories":226},[84],{"categories":228},[153],{"categories":230},[189],{"categories":232},[84],{"categories":234},[84],{"categories":236},[84],{"categories":238},[],{"categories":240},[241],"Design & Frontend",{"categories":243},[192],{"categories":245},[189],{"categories":247},[84],{"categories":249},[84],{"categories":251},[84],{"categories":253},[],{"categories":255},[84],{"categories":257},[84],{"categories":259},[153],{"categories":261},[167],{"categories":263},[84],{"categories":265},[153],{"categories":267},[84],{"categories":269},[270],"Marketing & Growth",{"categories":272},[241],{"categories":274},[84],{"categories":276},[153],{"categories":278},[84],{"categories":280},[84],{"categories":282},[167],{"categories":284},[84],{"categories":286},[],{"categories":288},[],{"categories":290},[241],{"categories":292},[84],{"categories":294},[153],{"categories":296},[143],{"categories":298},[167],{"categories":300},[153],{"categories":302},[241],{"categories":304},[156],{"categories":306},[84],{"categories":308},[167],{"categories":310},[311],"DevOps & Cloud",{"categories":313},[153],{"categories":315},[156],{"categories":317},[189],{"categories":319},[84],{"categories":321},[],{"categories":323},[84],{"categories":325},[84],{"categories":327},[],{"categories":329},[153],{"categories":331},[167],{"categories":333},[],{"categories":335},[167],{"categories":337},[84],{"categories":339},[340],"Governance & Standards",{"categories":342},[148],{"categories":344},[],{"categories":346},[],{"categories":348},[84],{"categories":350},[84],{"categories":352},[153],{"categories":354},[84],{"categories":356},[84],{"categories":358},[153],{"categories":360},[84],{"categories":362},[84],{"categories":364},[84],{"categories":366},[],{"categories":368},[167],{"categories":370},[],{"categories":372},[],{"categories":374},[84],{"categories":376},[167],{"categories":378},[],{"categories":380},[167],{"categories":382},[84],{"categories":384},[84],{"categories":386},[270],{"categories":388},[84],{"categories":390},[84],{"categories":392},[84],{"categories":394},[241],{"categories":396},[241],{"categories":398},[84],{"categories":400},[167],{"categories":402},[153],{"categories":404},[405],"GovTech & Public-Sector Adoption",{"categories":407},[167],{"categories":409},[84],{"categories":411},[84],{"categories":413},[84],{"categories":415},[153],{"categories":417},[153],{"categories":419},[192],{"categories":421},[84],{"categories":423},[189],{"categories":425},[153],{"categories":427},[428],"Legal AI Tools",{"categories":430},[84],{"categories":432},[153],{"categories":434},[84],{"categories":436},[270],{"categories":438},[153],{"categories":440},[156],{"categories":442},[84],{"categories":444},[167],{"categories":446},[405],{"categories":448},[],{"categories":450},[153],{"categories":452},[],{"categories":454},[148],{"categories":456},[153],{"categories":458},[153],{"categories":460},[461],"RAG & Retrieval",{"categories":463},[148],{"categories":465},[84],{"categories":467},[167],{"categories":469},[167],{"categories":471},[311],{"categories":473},[241],{"categories":475},[153],{"categories":477},[84],{"categories":479},[84],{"categories":481},[],{"categories":483},[484],"Agents & Orchestration",{"categories":486},[167],{"categories":488},[84],{"categories":490},[],{"categories":492},[153],{"categories":494},[148],{"categories":496},[],{"categories":498},[84],{"categories":500},[],{"categories":502},[84],{"categories":504},[143],{"categories":506},[167],{"categories":508},[148],{"categories":510},[84],{"categories":512},[153],{"categories":514},[84],{"categories":516},[189],{"categories":518},[84],{"categories":520},[],{"categories":522},[84],{"categories":524},[],{"categories":526},[84],{"categories":528},[167],{"categories":530},[84],{"categories":532},[153],{"categories":534},[192],{"categories":536},[],{"categories":538},[84],{"categories":540},[241],{"categories":542},[543],"Models & Frontier Labs",{"categories":545},[],{"categories":547},[241],{"categories":549},[550],"Regulation & Governance of AI",{"categories":552},[156],{"categories":554},[153],{"categories":556},[],{"categories":558},[84],{"categories":560},[84],{"categories":562},[153],{"categories":564},[153],{"categories":566},[189],{"categories":568},[84],{"categories":570},[148],{"categories":572},[84],{"categories":574},[153],{"categories":576},[],{"categories":578},[167],{"categories":580},[153],{"categories":582},[84],{"categories":584},[156],{"categories":586},[84],{"categories":588},[589],"AI Policy & Regulation",{"categories":591},[],{"categories":593},[84],{"categories":595},[153],{"categories":597},[156],{"categories":599},[153],{"categories":601},[84],{"categories":603},[84],{"categories":605},[84],{"categories":607},[153],{"categories":609},[],{"categories":611},[192],{"categories":613},[614],"Evals & Reliability",{"categories":616},[84],{"categories":618},[84],{"categories":620},[],{"categories":622},[143],{"categories":624},[405],{"categories":626},[589],{"categories":628},[84],{"categories":630},[148],{"categories":632},[84],{"categories":634},[153],{"categories":636},[84],{"categories":638},[153],{"categories":640},[484],{"categories":642},[84],{"categories":644},[167],{"categories":646},[84],{"categories":648},[],{"categories":650},[241],{"categories":652},[],{"categories":654},[84],{"categories":656},[405],{"categories":658},[84],{"categories":660},[84],{"categories":662},[84],{"categories":664},[],{"categories":666},[84],{"categories":668},[241],{"categories":670},[167],{"categories":672},[],{"categories":674},[84],{"categories":676},[],{"categories":678},[153],{"categories":680},[84],{"categories":682},[241],{"categories":684},[],{"categories":686},[84],{"categories":688},[84],{"categories":690},[192],{"categories":692},[153],{"categories":694},[84],{"categories":696},[148],{"categories":698},[153],{"categories":700},[84],{"categories":702},[84],{"categories":704},[167],{"categories":706},[241],{"categories":708},[84],{"categories":710},[153],{"categories":712},[],{"categories":714},[167],{"categories":716},[153],{"categories":718},[192],{"categories":720},[],{"categories":722},[84],{"categories":724},[189],{"categories":726},[84],{"categories":728},[],{"categories":730},[84],{"categories":732},[84],{"categories":734},[84],{"categories":736},[148,270],{"categories":738},[],{"categories":740},[167],{"categories":742},[84],{"categories":744},[84],{"categories":746},[153],{"categories":748},[84],{"categories":750},[],{"categories":752},[],{"categories":754},[84],{"categories":756},[241],{"categories":758},[84],{"categories":760},[],{"categories":762},[84],{"categories":764},[311],{"categories":766},[],{"categories":768},[153],{"categories":770},[189],{"categories":772},[84],{"categories":774},[84],{"categories":776},[241],{"categories":778},[],{"categories":780},[189],{"categories":782},[84],{"categories":784},[178],{"categories":786},[84],{"categories":788},[84],{"categories":790},[153],{"categories":792},[189],{"categories":794},[543],{"categories":796},[84],{"categories":798},[270],{"categories":800},[],{"categories":802},[153],{"categories":804},[148],{"categories":806},[167],{"categories":808},[84],{"categories":810},[153],{"categories":812},[],{"categories":814},[84,311],{"categories":816},[84],{"categories":818},[84],{"categories":820},[84],{"categories":822},[153],{"categories":824},[84,167],{"categories":826},[192],{"categories":828},[84],{"categories":830},[84],{"categories":832},[84],{"categories":834},[167],{"categories":836},[84],{"categories":838},[153],{"categories":840},[153],{"categories":842},[589],{"categories":844},[270],{"categories":846},[84],{"categories":848},[153],{"categories":850},[84],{"categories":852},[84],{"categories":854},[153],{"categories":856},[],{"categories":858},[153],{"categories":860},[84],{"categories":862},[84],{"categories":864},[153],{"categories":866},[84],{"categories":868},[84,148],{"categories":870},[84],{"categories":872},[148],{"categories":874},[],{"categories":876},[241],{"categories":878},[241],{"categories":880},[84],{"categories":882},[],{"categories":884},[],{"categories":886},[84],{"categories":888},[189],{"categories":890},[],{"categories":892},[143],{"categories":894},[84],{"categories":896},[167],{"categories":898},[84],{"categories":900},[901],"Generative UI & Design-to-Code",{"categories":903},[84],{"categories":905},[84],{"categories":907},[241],{"categories":909},[84],{"categories":911},[912],"Algorithmic Accountability",{"categories":914},[153],{"categories":916},[167],{"categories":918},[189],{"categories":920},[241],{"categories":922},[84],{"categories":924},[],{"categories":926},[156],{"categories":928},[84],{"categories":930},[84],{"categories":932},[84],{"categories":934},[84],{"categories":936},[153],{"categories":938},[939],"MLOps & Infrastructure",{"categories":941},[84],{"categories":943},[84],{"categories":945},[84],{"categories":947},[84],{"categories":949},[84],{"categories":951},[167],{"categories":953},[189],{"categories":955},[84],{"categories":957},[156],{"categories":959},[143],{"categories":961},[84],{"categories":963},[153],{"categories":965},[311],{"categories":967},[84],{"categories":969},[148],{"categories":971},[84],{"categories":973},[241],{"categories":975},[84],{"categories":977},[84],{"categories":979},[153],{"categories":981},[],{"categories":983},[],{"categories":985},[84],{"categories":987},[178],{"categories":989},[241],{"categories":991},[189],{"categories":993},[192],{"categories":995},[],{"categories":997},[84],{"categories":999},[84],{"categories":1001},[148],{"categories":1003},[153],{"categories":1005},[84],{"categories":1007},[84],{"categories":1009},[84],{"categories":1011},[84],{"categories":1013},[189],{"categories":1015},[178],{"categories":1017},[84],{"categories":1019},[241],{"categories":1021},[84],{"categories":1023},[],{"categories":1025},[153],{"categories":1027},[167],{"categories":1029},[],{"categories":1031},[84],{"categories":1033},[84],{"categories":1035},[153],{"categories":1037},[167],{"categories":1039},[84],{"categories":1041},[192],{"categories":1043},[241],{"categories":1045},[],{"categories":1047},[84],{"categories":1049},[],{"categories":1051},[84],{"categories":1053},[],{"categories":1055},[84],{"categories":1057},[84],{"categories":1059},[156],{"categories":1061},[148],{"categories":1063},[153],{"categories":1065},[153],{"categories":1067},[],{"categories":1069},[84],{"categories":1071},[143],{"categories":1073},[84],{"categories":1075},[84],{"categories":1077},[148],{"categories":1079},[189],{"categories":1081},[143],{"categories":1083},[],{"categories":1085},[84],{"categories":1087},[],{"categories":1089},[84],{"categories":1091},[],{"categories":1093},[189],{"categories":1095},[189],{"categories":1097},[],{"categories":1099},[484],{"categories":1101},[84],{"categories":1103},[241],{"categories":1105},[167],{"categories":1107},[],{"categories":1109},[428],{"categories":1111},[153],{"categories":1113},[148],{"categories":1115},[],{"categories":1117},[],{"categories":1119},[143],{"categories":1121},[192],{"categories":1123},[],{"categories":1125},[270],{"categories":1127},[153],{"categories":1129},[148],{"categories":1131},[153],{"categories":1133},[84],{"categories":1135},[148],{"categories":1137},[84],{"categories":1139},[167],{"categories":1141},[],{"categories":1143},[178],{"categories":1145},[156],{"categories":1147},[84],{"categories":1149},[241],{"categories":1151},[167],{"categories":1153},[148],{"categories":1155},[84],{"categories":1157},[167],{"categories":1159},[84],{"categories":1161},[153],{"categories":1163},[148],{"categories":1165},[84],{"categories":1167},[84],{"categories":1169},[84],{"categories":1171},[84],{"categories":1173},[84],{"categories":1175},[],{"categories":1177},[],{"categories":1179},[167],{"categories":1181},[192],{"categories":1183},[156],{"categories":1185},[84],{"categories":1187},[153],{"categories":1189},[167],{"categories":1191},[167],{"categories":1193},[84],{"categories":1195},[],{"categories":1197},[189],{"categories":1199},[156],{"categories":1201},[156],{"categories":1203},[167],{"categories":1205},[84],{"categories":1207},[614],{"categories":1209},[311],{"categories":1211},[],{"categories":1213},[153],{"categories":1215},[84],{"categories":1217},[],{"categories":1219},[143],{"categories":1221},[],{"categories":1223},[84],{"categories":1225},[84],{"categories":1227},[84],{"categories":1229},[241],{"categories":1231},[270],{"categories":1233},[84],{"categories":1235},[167],{"categories":1237},[84],{"categories":1239},[153],{"categories":1241},[],{"categories":1243},[167],{"categories":1245},[84],{"categories":1247},[143],{"categories":1249},[],{"categories":1251},[148],{"categories":1253},[84],{"categories":1255},[84],{"categories":1257},[189],{"categories":1259},[84,311],{"categories":1261},[84],{"categories":1263},[1264],"Design Systems for AI",{"categories":1266},[84],{"categories":1268},[84],{"categories":1270},[189],{"categories":1272},[84],{"categories":1274},[84],{"categories":1276},[84],{"categories":1278},[148],{"categories":1280},[84],{"categories":1282},[84],{"categories":1284},[84],{"categories":1286},[],{"categories":1288},[84],{"categories":1290},[84],{"categories":1292},[148],{"categories":1294},[84],{"categories":1296},[],{"categories":1298},[153],{"categories":1300},[153],{"categories":1302},[167],{"categories":1304},[189],{"categories":1306},[167],{"categories":1308},[84],{"categories":1310},[241],{"categories":1312},[189],{"categories":1314},[192],{"categories":1316},[84],{"categories":1318},[84],{"categories":1320},[153],{"categories":1322},[143],{"categories":1324},[589],{"categories":1326},[84],{"categories":1328},[153],{"categories":1330},[84],{"categories":1332},[167],{"categories":1334},[167],{"categories":1336},[],{"categories":1338},[],{"categories":1340},[84],{"categories":1342},[153],{"categories":1344},[156],{"categories":1346},[],{"categories":1348},[148],{"categories":1350},[84],{"categories":1352},[],{"categories":1354},[241],{"categories":1356},[167],{"categories":1358},[153],{"categories":1360},[167],{"categories":1362},[241],{"categories":1364},[84],{"categories":1366},[84],{"categories":1368},[241],{"categories":1370},[],{"categories":1372},[],{"categories":1374},[189],{"categories":1376},[153],{"categories":1378},[153],{"categories":1380},[84],{"categories":1382},[84],{"categories":1384},[84],{"categories":1386},[84],{"categories":1388},[148],{"categories":1390},[84],{"categories":1392},[84],{"categories":1394},[],{"categories":1396},[167],{"categories":1398},[167],{"categories":1400},[84],{"categories":1402},[167],{"categories":1404},[148],{"categories":1406},[],{"categories":1408},[84],{"categories":1410},[84],{"categories":1412},[84],{"categories":1414},[84],{"categories":1416},[84],{"categories":1418},[153],{"categories":1420},[143],{"categories":1422},[148],{"categories":1424},[84],{"categories":1426},[153],{"categories":1428},[189],{"categories":1430},[153],{"categories":1432},[178],{"categories":1434},[270],{"categories":1436},[84],{"categories":1438},[153],{"categories":1440},[84],{"categories":1442},[84],{"categories":1444},[84],{"categories":1446},[],{"categories":1448},[241],{"categories":1450},[],{"categories":1452},[84],{"categories":1454},[84],{"categories":1456},[],{"categories":1458},[84],{"categories":1460},[167],{"categories":1462},[148],{"categories":1464},[1465],"Visual & Generative Media",{"categories":1467},[153],{"categories":1469},[],{"categories":1471},[84],{"categories":1473},[84],{"categories":1475},[167],{"categories":1477},[311],{"categories":1479},[84],{"categories":1481},[192],{"categories":1483},[589],{"categories":1485},[167],{"categories":1487},[270],{"categories":1489},[84],{"categories":1491},[241],{"categories":1493},[84],{"categories":1495},[84],{"categories":1497},[167],{"categories":1499},[153],{"categories":1501},[84],{"categories":1503},[],{"categories":1505},[],{"categories":1507},[153],{"categories":1509},[167],{"categories":1511},[143],{"categories":1513},[153],{"categories":1515},[543],{"categories":1517},[84],{"categories":1519},[156],{"categories":1521},[84],{"categories":1523},[148],{"categories":1525},[],{"categories":1527},[84],{"categories":1529},[156],{"categories":1531},[84],{"categories":1533},[84],{"categories":1535},[84],{"categories":1537},[156],{"categories":1539},[84],{"categories":1541},[84],{"categories":1543},[270],{"categories":1545},[84],{"categories":1547},[484],{"categories":1549},[84],{"categories":1551},[153],{"categories":1553},[84],{"categories":1555},[84],{"categories":1557},[84],{"categories":1559},[84],{"categories":1561},[241],{"categories":1563},[153],{"categories":1565},[],{"categories":1567},[153],{"categories":1569},[],{"categories":1571},[311],{"categories":1573},[167],{"categories":1575},[],{"categories":1577},[543],{"categories":1579},[84],{"categories":1581},[153],{"categories":1583},[153],{"categories":1585},[84],{"categories":1587},[241,84],{"categories":1589},[143],{"categories":1591},[84],{"categories":1593},[241],{"categories":1595},[],{"categories":1597},[84],{"categories":1599},[143],{"categories":1601},[84],{"categories":1603},[1604],"Medical Imaging & Radiology",{"categories":1606},[84],{"categories":1608},[84],{"categories":1610},[84],{"categories":1612},[241],{"categories":1614},[153],{"categories":1616},[167],{"categories":1618},[],{"categories":1620},[84],{"categories":1622},[84],{"categories":1624},[84],{"categories":1626},[],{"categories":1628},[],{"categories":1630},[84],{"categories":1632},[84],{"categories":1634},[484],{"categories":1636},[84],{"categories":1638},[143],{"categories":1640},[84],{"categories":1642},[84],{"categories":1644},[],{"categories":1646},[153],{"categories":1648},[84],{"categories":1650},[156],{"categories":1652},[167],{"categories":1654},[84],{"categories":1656},[153],{"categories":1658},[484],{"categories":1660},[84],{"categories":1662},[153],{"categories":1664},[84],{"categories":1666},[84],{"categories":1668},[84],{"categories":1670},[241],{"categories":1672},[153],{"categories":1674},[311],{"categories":1676},[241],{"categories":1678},[148],{"categories":1680},[153],{"categories":1682},[189],{"categories":1684},[84],{"categories":1686},[84],{"categories":1688},[156],{"categories":1690},[84],{"categories":1692},[84],{"categories":1694},[84],{"categories":1696},[84],{"categories":1698},[153],{"categories":1700},[84],{"categories":1702},[167],{"categories":1704},[167],{"categories":1706},[84],{"categories":1708},[156],{"categories":1710},[],{"categories":1712},[189],{"categories":1714},[],{"categories":1716},[156],{"categories":1718},[153],{"categories":1720},[84],{"categories":1722},[153],{"categories":1724},[1264],{"categories":1726},[1264],{"categories":1728},[241],{"categories":1730},[84],{"categories":1732},[84],{"categories":1734},[84],{"categories":1736},[153],{"categories":1738},[167],{"categories":1740},[241],{"categories":1742},[153],{"categories":1744},[189],{"categories":1746},[],{"categories":1748},[84],{"categories":1750},[],{"categories":1752},[84],{"categories":1754},[84],{"categories":1756},[84],{"categories":1758},[84],{"categories":1760},[153],{"categories":1762},[1763],"Contract Review & E-Discovery",{"categories":1765},[84],{"categories":1767},[241],{"categories":1769},[84],{"categories":1771},[143],{"categories":1773},[84],{"categories":1775},[189],{"categories":1777},[84],{"categories":1779},[84],{"categories":1781},[270],{"categories":1783},[167],{"categories":1785},[84],{"categories":1787},[84],{"categories":1789},[153],{"categories":1791},[153],{"categories":1793},[912],{"categories":1795},[84],{"categories":1797},[84],{"categories":1799},[153],{"categories":1801},[153],{"categories":1803},[84],{"categories":1805},[84],{"categories":1807},[84],{"categories":1809},[153],{"categories":1811},[84],{"categories":1813},[84],{"categories":1815},[484],{"categories":1817},[461],{"categories":1819},[84],{"categories":1821},[153],{"categories":1823},[84],{"categories":1825},[1826],"Law-Firm Practice & Adoption",{"categories":1828},[84],{"categories":1830},[153],{"categories":1832},[241],{"categories":1834},[84],{"categories":1836},[84],{"categories":1838},[84],{"categories":1840},[],{"categories":1842},[],{"categories":1844},[167],{"categories":1846},[84],{"categories":1848},[],{"categories":1850},[153],{"categories":1852},[143],{"categories":1854},[311],{"categories":1856},[84],{"categories":1858},[],{"categories":1860},[143],{"categories":1862},[148],{"categories":1864},[84],{"categories":1866},[270],{"categories":1868},[],{"categories":1870},[148],{"categories":1872},[153],{"categories":1874},[148],{"categories":1876},[],{"categories":1878},[84],{"categories":1880},[156],{"categories":1882},[84],{"categories":1884},[167],{"categories":1886},[],{"categories":1888},[],{"categories":1890},[],{"categories":1892},[],{"categories":1894},[84],{"categories":1896},[156],{"categories":1898},[153],{"categories":1900},[311],{"categories":1902},[84],{"categories":1904},[143],{"categories":1906},[167],{"categories":1908},[84],{"categories":1910},[84],{"categories":1912},[167],{"categories":1914},[156],{"categories":1916},[84],{"categories":1918},[84],{"categories":1920},[84],{"categories":1922},[939],{"categories":1924},[84],{"categories":1926},[167],{"categories":1928},[84],{"categories":1930},[270],{"categories":1932},[167],{"categories":1934},[148],{"categories":1936},[84],{"categories":1938},[84],{"categories":1940},[84],{"categories":1942},[241],{"categories":1944},[84],{"categories":1946},[84],{"categories":1948},[84],{"categories":1950},[84],{"categories":1952},[148],{"categories":1954},[153],{"categories":1956},[84,143],{"categories":1958},[484],{"categories":1960},[84],{"categories":1962},[84],{"categories":1964},[167],{"categories":1966},[167],{"categories":1968},[241],{"categories":1970},[153],{"categories":1972},[153],{"categories":1974},[167],{"categories":1976},[84],{"categories":1978},[84],{"categories":1980},[84],{"categories":1982},[],{"categories":1984},[],{"categories":1986},[84],{"categories":1988},[192],{"categories":1990},[84],{"categories":1992},[153],{"categories":1994},[],{"categories":1996},[84],{"categories":1998},[84],{"categories":2000},[167],{"categories":2002},[192],{"categories":2004},[189],{"categories":2006},[241],{"categories":2008},[84],{"categories":2010},[153],{"categories":2012},[84],{"categories":2014},[167],{"categories":2016},[],{"categories":2018},[153],{"categories":2020},[84],{"categories":2022},[84],{"categories":2024},[84],{"categories":2026},[84],{"categories":2028},[],{"categories":2030},[153],{"categories":2032},[84],{"categories":2034},[84],{"categories":2036},[84],{"categories":2038},[],{"categories":2040},[153],{"categories":2042},[84],{"categories":2044},[84],{"categories":2046},[148],{"categories":2048},[84],{"categories":2050},[84],{"categories":2052},[],{"categories":2054},[143],{"categories":2056},[84],{"categories":2058},[84],{"categories":2060},[84],{"categories":2062},[241],{"categories":2064},[84],{"categories":2066},[167],{"categories":2068},[84],{"categories":2070},[143],{"categories":2072},[84],{"categories":2074},[167],{"categories":2076},[270],{"categories":2078},[153],{"categories":2080},[153],{"categories":2082},[84],{"categories":2084},[84],{"categories":2086},[84,241],{"categories":2088},[84],{"categories":2090},[153],{"categories":2092},[189],{"categories":2094},[84],{"categories":2096},[189],{"categories":2098},[153],{"categories":2100},[241],{"categories":2102},[84],{"categories":2104},[],{"categories":2106},[167],{"categories":2108},[311],{"categories":2110},[241],{"categories":2112},[167],{"categories":2114},[84],{"categories":2116},[156],{"categories":2118},[84],{"categories":2120},[84],{"categories":2122},[153],{"categories":2124},[],{"categories":2126},[],{"categories":2128},[84],{"categories":2130},[],{"categories":2132},[],{"categories":2134},[156],{"categories":2136},[167],{"categories":2138},[84],{"categories":2140},[153],{"categories":2142},[153],{"categories":2144},[148],{"categories":2146},[153],{"categories":2148},[311],{"categories":2150},[84],{"categories":2152},[84],{"categories":2154},[84],{"categories":2156},[178],{"categories":2158},[84],{"categories":2160},[84],{"categories":2162},[84],{"categories":2164},[167],{"categories":2166},[153],{"categories":2168},[84],{"categories":2170},[84],{"categories":2172},[167],{"categories":2174},[428],{"categories":2176},[153],{"categories":2178},[912],{"categories":2180},[],{"categories":2182},[241],{"categories":2184},[1826],{"categories":2186},[167],{"categories":2188},[],{"categories":2190},[],{"categories":2192},[84],{"categories":2194},[153],{"categories":2196},[],{"categories":2198},[],{"categories":2200},[84],{"categories":2202},[270],{"categories":2204},[84],{"categories":2206},[270],{"categories":2208},[153],{"categories":2210},[84],{"categories":2212},[84],{"categories":2214},[167],{"categories":2216},[156],{"categories":2218},[],{"categories":2220},[84],{"categories":2222},[84],{"categories":2224},[167],{"categories":2226},[1763],{"categories":2228},[241],{"categories":2230},[241],{"categories":2232},[84],{"categories":2234},[153],{"categories":2236},[143],{"categories":2238},[84],{"categories":2240},[84],{"categories":2242},[84],{"categories":2244},[84],{"categories":2246},[241],{"categories":2248},[241],{"categories":2250},[153],{"categories":2252},[153],{"categories":2254},[153],{"categories":2256},[84],{"categories":2258},[84],{"categories":2260},[],{"categories":2262},[84],{"categories":2264},[],{"categories":2266},[2267],"Interaction & Product Design",{"categories":2269},[84],{"categories":2271},[153],{"categories":2273},[167],{"categories":2275},[340],{"categories":2277},[189],{"categories":2279},[167],{"categories":2281},[84],{"categories":2283},[84],{"categories":2285},[84],{"categories":2287},[167],{"categories":2289},[84],{"categories":2291},[143],{"categories":2293},[153],{"categories":2295},[84],{"categories":2297},[],{"categories":2299},[153],{"categories":2301},[153],{"categories":2303},[153],{"categories":2305},[],{"categories":2307},[167],{"categories":2309},[84],{"categories":2311},[153],{"categories":2313},[143],{"categories":2315},[2267],{"categories":2317},[84],{"categories":2319},[143],{"categories":2321},[143],{"categories":2323},[],{"categories":2325},[153],{"categories":2327},[167],{"categories":2329},[],{"categories":2331},[153],{"categories":2333},[189],{"categories":2335},[84],{"categories":2337},[153],{"categories":2339},[84],{"categories":2341},[153],{"categories":2343},[153],{"categories":2345},[84],{"categories":2347},[84],{"categories":2349},[189],{"categories":2351},[192],{"categories":2353},[84],{"categories":2355},[156],{"categories":2357},[167],{"categories":2359},[2360],"Coding Agents & Dev Productivity",{"categories":2362},[189],{"categories":2364},[241],{"categories":2366},[84],{"categories":2368},[84],{"categories":2370},[],{"categories":2372},[84],{"categories":2374},[912],{"categories":2376},[],{"categories":2378},[84],{"categories":2380},[84],{"categories":2382},[311],{"categories":2384},[84],{"categories":2386},[189],{"categories":2388},[],{"categories":2390},[],{"categories":2392},[84],{"categories":2394},[],{"categories":2396},[153],{"categories":2398},[84],{"categories":2400},[],{"categories":2402},[167],{"categories":2404},[167],{"categories":2406},[84],{"categories":2408},[192],{"categories":2410},[],{"categories":2412},[84],{"categories":2414},[84],{"categories":2416},[84],{"categories":2418},[192],{"categories":2420},[167],{"categories":2422},[153],{"categories":2424},[],{"categories":2426},[],{"categories":2428},[84],{"categories":2430},[84],{"categories":2432},[153],{"categories":2434},[153],{"categories":2436},[405],{"categories":2438},[167],{"categories":2440},[167],{"categories":2442},[153],{"categories":2444},[189],{"categories":2446},[189],{"categories":2448},[153],{"categories":2450},[153],{"categories":2452},[84],{"categories":2454},[143],{"categories":2456},[2267],{"categories":2458},[156],{"categories":2460},[84,311],{"categories":2462},[192],{"categories":2464},[],{"categories":2466},[241],{"categories":2468},[153],{"categories":2470},[167],{"categories":2472},[143],{"categories":2474},[84],{"categories":2476},[153],{"categories":2478},[2479],"The Designer's Role & Craft",{"categories":2481},[241],{"categories":2483},[],{"categories":2485},[153],{"categories":2487},[84],{"categories":2489},[153],{"categories":2491},[153],{"categories":2493},[84],{"categories":2495},[270],{"categories":2497},[84],{"categories":2499},[167],{"categories":2501},[84],{"categories":2503},[241],{"categories":2505},[84],{"categories":2507},[],{"categories":2509},[153],{"categories":2511},[241],{"categories":2513},[156],{"categories":2515},[84],{"categories":2517},[84],{"categories":2519},[84],{"categories":2521},[2522],"AI UX Patterns",{"categories":2524},[153],{"categories":2526},[153],{"categories":2528},[153],{"categories":2530},[153],{"categories":2532},[270],{"categories":2534},[192],{"categories":2536},[84],{"categories":2538},[153],{"categories":2540},[84],{"categories":2542},[1264],{"categories":2544},[],{"categories":2546},[270],{"categories":2548},[153],{"categories":2550},[189],{"categories":2552},[167],{"categories":2554},[84],{"categories":2556},[153],{"categories":2558},[],{"categories":2560},[],{"categories":2562},[84],{"categories":2564},[84],{"categories":2566},[153],{"categories":2568},[84],{"categories":2570},[153],{"categories":2572},[405],{"categories":2574},[241],{"categories":2576},[84],{"categories":2578},[189],{"categories":2580},[167],{"categories":2582},[84],{"categories":2584},[153],{"categories":2586},[153],{"categories":2588},[],{"categories":2590},[84],{"categories":2592},[],{"categories":2594},[84],{"categories":2596},[],{"categories":2598},[84],{"categories":2600},[84],{"categories":2602},[84],{"categories":2604},[153],{"categories":2606},[167],{"categories":2608},[],{"categories":2610},[],{"categories":2612},[192],{"categories":2614},[178],{"categories":2616},[84],{"categories":2618},[84],{"categories":2620},[84],{"categories":2622},[192],{"categories":2624},[84],{"categories":2626},[84],{"categories":2628},[189],{"categories":2630},[84],{"categories":2632},[84],{"categories":2634},[84],{"categories":2636},[153],{"categories":2638},[84],{"categories":2640},[153],{"categories":2642},[84],{"categories":2644},[84],{"categories":2646},[84],{"categories":2648},[153],{"categories":2650},[],{"categories":2652},[84],{"categories":2654},[],{"categories":2656},[84],{"categories":2658},[84],{"categories":2660},[311],{"categories":2662},[84],{"categories":2664},[],{"categories":2666},[],{"categories":2668},[241],{"categories":2670},[939],{"categories":2672},[153],{"categories":2674},[143],{"categories":2676},[2479],{"categories":2678},[],{"categories":2680},[],{"categories":2682},[84],{"categories":2684},[],{"categories":2686},[],{"categories":2688},[167],{"categories":2690},[189],{"categories":2692},[270],{"categories":2694},[153],{"categories":2696},[148],{"categories":2698},[84],{"categories":2700},[84],{"categories":2702},[148],{"categories":2704},[],{"categories":2706},[241],{"categories":2708},[156],{"categories":2710},[84],{"categories":2712},[84],{"categories":2714},[153],{"categories":2716},[148],{"categories":2718},[84],{"categories":2720},[84],{"categories":2722},[143],{"categories":2724},[84],{"categories":2726},[84],{"categories":2728},[],{"categories":2730},[143],{"categories":2732},[84],{"categories":2734},[270],{"categories":2736},[153],{"categories":2738},[189],{"categories":2740},[84],{"categories":2742},[167],{"categories":2744},[84],{"categories":2746},[84],{"categories":2748},[148],{"categories":2750},[84],{"categories":2752},[84],{"categories":2754},[84],{"categories":2756},[153],{"categories":2758},[84],{"categories":2760},[],{"categories":2762},[84],{"categories":2764},[167],{"categories":2766},[143],{"categories":2768},[84],{"categories":2770},[84],{"categories":2772},[84],{"categories":2774},[],{"categories":2776},[84],{"categories":2778},[484],{"categories":2780},[153],{"categories":2782},[148],{"categories":2784},[189],{"categories":2786},[84],{"categories":2788},[84],{"categories":2790},[],{"categories":2792},[148],{"categories":2794},[148],{"categories":2796},[84],{"categories":2798},[84],{"categories":2800},[156],{"categories":2802},[84],{"categories":2804},[84],{"categories":2806},[84],{"categories":2808},[84],{"categories":2810},[167],{"categories":2812},[167],{"categories":2814},[84],{"categories":2816},[],{"categories":2818},[167],{"categories":2820},[84],{"categories":2822},[167],{"categories":2824},[153],{"categories":2826},[589],{"categories":2828},[],{"categories":2830},[],{"categories":2832},[84],{"categories":2834},[189],{"categories":2836},[],{"categories":2838},[311],{"categories":2840},[84],{"categories":2842},[84],{"categories":2844},[84],{"categories":2846},[241],{"categories":2848},[901],{"categories":2850},[],{"categories":2852},[84],{"categories":2854},[84],{"categories":2856},[84],{"categories":2858},[167],{"categories":2860},[84],{"categories":2862},[84],{"categories":2864},[84,311],{"categories":2866},[84],{"categories":2868},[84],{"categories":2870},[241],{"categories":2872},[153],{"categories":2874},[],{"categories":2876},[153],{"categories":2878},[153],{"categories":2880},[84],{"categories":2882},[84],{"categories":2884},[84],{"categories":2886},[84],{"categories":2888},[192],{"categories":2890},[84],{"categories":2892},[2522],{"categories":2894},[143],{"categories":2896},[192],{"categories":2898},[143],{"categories":2900},[167],{"categories":2902},[241],{"categories":2904},[153],{"categories":2906},[84],{"categories":2908},[],{"categories":2910},[148],{"categories":2912},[84],{"categories":2914},[84],{"categories":2916},[189],{"categories":2918},[84],{"categories":2920},[84],{"categories":2922},[84],{"categories":2924},[153],{"categories":2926},[84],{"categories":2928},[84],{"categories":2930},[84],{"categories":2932},[148],{"categories":2934},[],{"categories":2936},[311],{"categories":2938},[84],{"categories":2940},[405],{"categories":2942},[241],{"categories":2944},[241],{"categories":2946},[167],{"categories":2948},[153],{"categories":2950},[84],{"categories":2952},[148],{"categories":2954},[189],{"categories":2956},[84],{"categories":2958},[84],{"categories":2960},[84],{"categories":2962},[241],{"categories":2964},[153],{"categories":2966},[153],{"categories":2968},[84],{"categories":2970},[84],{"categories":2972},[543],{"categories":2974},[153],{"categories":2976},[],{"categories":2978},[84],{"categories":2980},[84],{"categories":2982},[84],{"categories":2984},[],{"categories":2986},[],{"categories":2988},[84],{"categories":2990},[84],{"categories":2992},[153],{"categories":2994},[84],{"categories":2996},[84],{"categories":2998},[84],{"categories":3000},[167],{"categories":3002},[84],{"categories":3004},[84],{"categories":3006},[153],{"categories":3008},[84],{"categories":3010},[84],{"categories":3012},[84],{"categories":3014},[84],{"categories":3016},[84],{"categories":3018},[],{"categories":3020},[167],{"categories":3022},[192],{"categories":3024},[84],{"categories":3026},[153],{"categories":3028},[153],{"categories":3030},[84],{"categories":3032},[84],{"categories":3034},[],{"categories":3036},[],{"categories":3038},[84],{"categories":3040},[84],{"categories":3042},[84],{"categories":3044},[189],{"categories":3046},[192],{"categories":3048},[],{"categories":3050},[84],{"categories":3052},[241],{"categories":3054},[84],{"categories":3056},[311],{"categories":3058},[1826],{"categories":3060},[189],{"categories":3062},[167],{"categories":3064},[84],{"categories":3066},[167],{"categories":3068},[167],{"categories":3070},[84],{"categories":3072},[84],{"categories":3074},[167],{"categories":3076},[189],{"categories":3078},[189],{"categories":3080},[311],{"categories":3082},[153],{"categories":3084},[],{"categories":3086},[189],{"categories":3088},[84],{"categories":3090},[153],{"categories":3092},[143],{"categories":3094},[167],{"categories":3096},[84],{"categories":3098},[189],{"categories":3100},[],{"categories":3102},[84],{"categories":3104},[167],{"categories":3106},[167],{"categories":3108},[192],{"categories":3110},[84],{"categories":3112},[189],{"categories":3114},[84],{"categories":3116},[167],{"categories":3118},[153],{"categories":3120},[153],{"categories":3122},[189],{"categories":3124},[153],{"categories":3126},[311],{"categories":3128},[153],{"categories":3130},[84],{"categories":3132},[84],{"categories":3134},[84],{"categories":3136},[84],{"categories":3138},[167],{"categories":3140},[84],{"categories":3142},[],{"categories":3144},[153],{"categories":3146},[148],{"categories":3148},[167],{"categories":3150},[],{"categories":3152},[],{"categories":3154},[84],{"categories":3156},[153],{"categories":3158},[84],{"categories":3160},[84],{"categories":3162},[3163],"Frameworks & Tooling",{"categories":3165},[84],{"categories":3167},[84],{"categories":3169},[167],{"categories":3171},[84],{"categories":3173},[84],{"categories":3175},[],{"categories":3177},[192],{"categories":3179},[192],{"categories":3181},[143],{"categories":3183},[84],{"categories":3185},[153],{"categories":3187},[84],{"categories":3189},[241],{"categories":3191},[],{"categories":3193},[1826],{"categories":3195},[84],{"categories":3197},[167],{"categories":3199},[84],{"categories":3201},[311],{"categories":3203},[311],{"categories":3205},[],{"categories":3207},[153],{"categories":3209},[153],{"categories":3211},[84],{"categories":3213},[84],{"categories":3215},[189],{"categories":3217},[153],{"categories":3219},[189],{"categories":3221},[84],{"categories":3223},[153],{"categories":3225},[],{"categories":3227},[241],{"categories":3229},[84],{"categories":3231},[84],{"categories":3233},[],{"categories":3235},[84],{"categories":3237},[153],{"categories":3239},[84],{"categories":3241},[84],{"categories":3243},[84],{"categories":3245},[],{"categories":3247},[167],{"categories":3249},[84],{"categories":3251},[167],{"categories":3253},[311],{"categories":3255},[84],{"categories":3257},[84],{"categories":3259},[84],{"categories":3261},[167],{"categories":3263},[148],{"categories":3265},[84],{"categories":3267},[1826],{"categories":3269},[],{"categories":3271},[153],{"categories":3273},[143],{"categories":3275},[84],{"categories":3277},[143],{"categories":3279},[84],{"categories":3281},[],{"categories":3283},[153],{"categories":3285},[84],{"categories":3287},[84],{"categories":3289},[3290],"AI Design Tooling",{"categories":3292},[241],{"categories":3294},[84],{"categories":3296},[84],{"categories":3298},[167],{"categories":3300},[241],{"categories":3302},[84],{"categories":3304},[84],{"categories":3306},[167],{"categories":3308},[189],{"categories":3310},[156],{"categories":3312},[167],{"categories":3314},[84],{"categories":3316},[84],{"categories":3318},[84],{"categories":3320},[153],{"categories":3322},[84],{"categories":3324},[],{"categories":3326},[153],{"categories":3328},[84],{"categories":3330},[84],{"categories":3332},[153],{"categories":3334},[84],{"categories":3336},[84],{"categories":3338},[84],{"categories":3340},[153],{"categories":3342},[],{"categories":3344},[153],{"categories":3346},[3163],{"categories":3348},[84],{"categories":3350},[84],{"categories":3352},[153],{"categories":3354},[153],{"categories":3356},[167],{"categories":3358},[167],{"categories":3360},[84],{"categories":3362},[],{"categories":3364},[167],{"categories":3366},[84],{"categories":3368},[84],{"categories":3370},[153],{"categories":3372},[148],{"categories":3374},[84],{"categories":3376},[],{"categories":3378},[84],{"categories":3380},[84],{"categories":3382},[2267],{"categories":3384},[],{"categories":3386},[84],{"categories":3388},[84],{"categories":3390},[84],{"categories":3392},[84],{"categories":3394},[241],{"categories":3396},[84],{"categories":3398},[],{"categories":3400},[84],{"categories":3402},[84],{"categories":3404},[84],{"categories":3406},[84],{"categories":3408},[270],{"categories":3410},[189],{"categories":3412},[84],{"categories":3414},[84],{"categories":3416},[1826],{"categories":3418},[143],{"categories":3420},[84],{"categories":3422},[84],{"categories":3424},[192],{"categories":3426},[84],{"categories":3428},[84],{"categories":3430},[189],{"categories":3432},[153],{"categories":3434},[],{"categories":3436},[84],{"categories":3438},[84],{"categories":3440},[241],{"categories":3442},[84],{"categories":3444},[270],{"categories":3446},[153],{"categories":3448},[84],{"categories":3450},[153],{"categories":3452},[],{"categories":3454},[],{"categories":3456},[],{"categories":3458},[143],{"categories":3460},[189],{"categories":3462},[153],{"categories":3464},[84],{"categories":3466},[84],{"categories":3468},[84],{"categories":3470},[84],{"categories":3472},[428],{"categories":3474},[241],{"categories":3476},[153],{"categories":3478},[84],{"categories":3480},[],{"categories":3482},[153],{"categories":3484},[153],{"categories":3486},[],{"categories":3488},[84],{"categories":3490},[153],{"categories":3492},[84],{"categories":3494},[],{"categories":3496},[84],{"categories":3498},[84],{"categories":3500},[84],{"categories":3502},[189],{"categories":3504},[241],{"categories":3506},[153],{"categories":3508},[241],{"categories":3510},[153],{"categories":3512},[84],{"categories":3514},[148],{"categories":3516},[],{"categories":3518},[],{"categories":3520},[84],{"categories":3522},[84],{"categories":3524},[84],{"categories":3526},[143],{"categories":3528},[153],{"categories":3530},[189],{"categories":3532},[],{"categories":3534},[241],{"categories":3536},[],{"categories":3538},[167],{"categories":3540},[84],{"categories":3542},[167],{"categories":3544},[241],{"categories":3546},[167],{"categories":3548},[84],{"categories":3550},[],{"categories":3552},[84],{"categories":3554},[84],{"categories":3556},[],{"categories":3558},[84],{"categories":3560},[84],{"categories":3562},[270],{"categories":3564},[84],{"categories":3566},[84],{"categories":3568},[311],{"categories":3570},[167],{"categories":3572},[84],{"categories":3574},[],{"categories":3576},[153],{"categories":3578},[84],{"categories":3580},[143],{"categories":3582},[543],{"categories":3584},[84],{"categories":3586},[84],{"categories":3588},[153],{"categories":3590},[84],{"categories":3592},[153],{"categories":3594},[84],{"categories":3596},[84],{"categories":3598},[84],{"categories":3600},[84],{"categories":3602},[],{"categories":3604},[84],{"categories":3606},[143],{"categories":3608},[84],{"categories":3610},[148],{"categories":3612},[167],{"categories":3614},[241],{"categories":3616},[],{"categories":3618},[84],{"categories":3620},[],{"categories":3622},[153],{"categories":3624},[84],{"categories":3626},[],{"categories":3628},[153],{"categories":3630},[84],{"categories":3632},[167],{"categories":3634},[241],{"categories":3636},[189],{"categories":3638},[84],{"categories":3640},[189],{"categories":3642},[153],{"categories":3644},[241],{"categories":3646},[84],{"categories":3648},[],{"categories":3650},[84],{"categories":3652},[178],{"categories":3654},[153],{"categories":3656},[84],{"categories":3658},[241],{"categories":3660},[189],{"categories":3662},[148],{"categories":3664},[167],{"categories":3666},[84],{"categories":3668},[84],{"categories":3670},[84],{"categories":3672},[84],{"categories":3674},[189],{"categories":3676},[270],{"categories":3678},[],{"categories":3680},[],{"categories":3682},[192],{"categories":3684},[484],{"categories":3686},[84],{"categories":3688},[153],{"categories":3690},[84,167],{"categories":3692},[189],{"categories":3694},[84],{"categories":3696},[84],{"categories":3698},[84],{"categories":3700},[84],{"categories":3702},[84],{"categories":3704},[84],{"categories":3706},[84],{"categories":3708},[153],{"categories":3710},[84],{"categories":3712},[153],{"categories":3714},[84],{"categories":3716},[84],{"categories":3718},[84],{"categories":3720},[],{"categories":3722},[84],{"categories":3724},[1264],{"categories":3726},[167],{"categories":3728},[241],{"categories":3730},[84],{"categories":3732},[84],{"categories":3734},[84],{"categories":3736},[192],{"categories":3738},[153],{"categories":3740},[270],{"categories":3742},[311],{"categories":3744},[],{"categories":3746},[167],{"categories":3748},[84],{"categories":3750},[148],{"categories":3752},[153],{"categories":3754},[143],{"categories":3756},[153],{"categories":3758},[84],{"categories":3760},[153],{"categories":3762},[153],{"categories":3764},[156],{"categories":3766},[167],{"categories":3768},[84],{"categories":3770},[84],{"categories":3772},[],{"categories":3774},[],{"categories":3776},[],{"categories":3778},[311],{"categories":3780},[84],{"categories":3782},[189],{"categories":3784},[84],{"categories":3786},[84],{"categories":3788},[84],{"categories":3790},[84],{"categories":3792},[],{"categories":3794},[84],{"categories":3796},[192],{"categories":3798},[148],{"categories":3800},[153],{"categories":3802},[84],{"categories":3804},[],{"categories":3806},[84],{"categories":3808},[153],{"categories":3810},[84],{"categories":3812},[311],{"categories":3814},[],{"categories":3816},[241],{"categories":3818},[241],{"categories":3820},[84],{"categories":3822},[153],{"categories":3824},[],{"categories":3826},[167],{"categories":3828},[84],{"categories":3830},[241],{"categories":3832},[84],{"categories":3834},[148],{"categories":3836},[153],{"categories":3838},[84],{"categories":3840},[],{"categories":3842},[189],{"categories":3844},[84],{"categories":3846},[84],{"categories":3848},[84],{"categories":3850},[241],{"categories":3852},[153],{"categories":3854},[189],{"categories":3856},[],{"categories":3858},[153],{"categories":3860},[148],{"categories":3862},[153],{"categories":3864},[241],{"categories":3866},[84],{"categories":3868},[84],{"categories":3870},[84],{"categories":3872},[484],{"categories":3874},[84],{"categories":3876},[153],{"categories":3878},[],{"categories":3880},[84],{"categories":3882},[84],{"categories":3884},[311],{"categories":3886},[189],{"categories":3888},[192],{"categories":3890},[589],{"categories":3892},[192],{"categories":3894},[192],{"categories":3896},[84],{"categories":3898},[],{"categories":3900},[],{"categories":3902},[],{"categories":3904},[153],{"categories":3906},[84],{"categories":3908},[153],{"categories":3910},[153],{"categories":3912},[167],{"categories":3914},[84],{"categories":3916},[461],{"categories":3918},[167],{"categories":3920},[153],{"categories":3922},[84],{"categories":3924},[84],{"categories":3926},[84],{"categories":3928},[84],{"categories":3930},[84],{"categories":3932},[153],{"categories":3934},[84],{"categories":3936},[],{"categories":3938},[],{"categories":3940},[84],{"categories":3942},[],{"categories":3944},[84],{"categories":3946},[153],{"categories":3948},[241],{"categories":3950},[84],{"categories":3952},[84],{"categories":3954},[],{"categories":3956},[153],{"categories":3958},[84],{"categories":3960},[84],{"categories":3962},[156],{"categories":3964},[84],{"categories":3966},[241],{"categories":3968},[84],{"categories":3970},[153],{"categories":3972},[148],{"categories":3974},[84],{"categories":3976},[84],{"categories":3978},[270],{"categories":3980},[153],{"categories":3982},[84],{"categories":3984},[84],{"categories":3986},[901],{"categories":3988},[84],{"categories":3990},[153],{"categories":3992},[84],{"categories":3994},[167],{"categories":3996},[84],{"categories":3998},[543],{"categories":4000},[241],{"categories":4002},[],{"categories":4004},[84],{"categories":4006},[84],{"categories":4008},[189],{"categories":4010},[484],{"categories":4012},[153],{"categories":4014},[84],{"categories":4016},[],{"categories":4018},[189],{"categories":4020},[405],{"categories":4022},[153],{"categories":4024},[153],{"categories":4026},[153],{"categories":4028},[84],{"categories":4030},[84],{"categories":4032},[153],{"categories":4034},[],{"categories":4036},[148],{"categories":4038},[84],{"categories":4040},[148],{"categories":4042},[153],{"categories":4044},[],{"categories":4046},[167],{"categories":4048},[84],{"categories":4050},[84],{"categories":4052},[143],{"categories":4054},[84],{"categories":4056},[189],{"categories":4058},[311],{"categories":4060},[178],{"categories":4062},[153],{"categories":4064},[153],{"categories":4066},[84],{"categories":4068},[84],{"categories":4070},[153],{"categories":4072},[84],{"categories":4074},[143],{"categories":4076},[],{"categories":4078},[153],{"categories":4080},[84],{"categories":4082},[84],{"categories":4084},[84],{"categories":4086},[153],{"categories":4088},[84],{"categories":4090},[],{"categories":4092},[84],{"categories":4094},[],{"categories":4096},[241],{"categories":4098},[153],{"categories":4100},[84,148],{"categories":4102},[153],{"categories":4104},[84],{"categories":4106},[],{"categories":4108},[143],{"categories":4110},[192],{"categories":4112},[148],{"categories":4114},[84],{"categories":4116},[167],{"categories":4118},[84],{"categories":4120},[84],{"categories":4122},[153],{"categories":4124},[84],{"categories":4126},[84],{"categories":4128},[84],{"categories":4130},[189],{"categories":4132},[1264],{"categories":4134},[153],{"categories":4136},[84],{"categories":4138},[],{"categories":4140},[],{"categories":4142},[84],{"categories":4144},[153],{"categories":4146},[84],{"categories":4148},[84],{"categories":4150},[311],{"categories":4152},[],{"categories":4154},[84],{"categories":4156},[153],{"categories":4158},[178],{"categories":4160},[153],{"categories":4162},[484],{"categories":4164},[],{"categories":4166},[428],{"categories":4168},[153],{"categories":4170},[84],{"categories":4172},[84],{"categories":4174},[270],{"categories":4176},[153],{"categories":4178},[84],{"categories":4180},[192],{"categories":4182},[156],{"categories":4184},[153],{"categories":4186},[84],{"categories":4188},[484],{"categories":4190},[84],{"categories":4192},[311],{"categories":4194},[148],{"categories":4196},[],{"categories":4198},[84],{"categories":4200},[84],{"categories":4202},[270],{"categories":4204},[241],{"categories":4206},[84],{"categories":4208},[84],{"categories":4210},[84],{"categories":4212},[],{"categories":4214},[270],{"categories":4216},[189],{"categories":4218},[84],{"categories":4220},[84],{"categories":4222},[84],{"categories":4224},[589],{"categories":4226},[143],{"categories":4228},[84],{"categories":4230},[156],{"categories":4232},[84],{"categories":4234},[],{"categories":4236},[],{"categories":4238},[241],{"categories":4240},[84],{"categories":4242},[192],{"categories":4244},[270],{"categories":4246},[153],{"categories":4248},[84],{"categories":4250},[84],{"categories":4252},[270],{"categories":4254},[189],{"categories":4256},[84],{"categories":4258},[],{"categories":4260},[84],{"categories":4262},[84],{"categories":4264},[],{"categories":4266},[84],{"categories":4268},[84],{"categories":4270},[614],{"categories":4272},[84],{"categories":4274},[84],{"categories":4276},[153],{"categories":4278},[167],{"categories":4280},[484],{"categories":4282},[84],{"categories":4284},[84],{"categories":4286},[84],{"categories":4288},[],{"categories":4290},[84,167],{"categories":4292},[189],{"categories":4294},[153],{"categories":4296},[167],{"categories":4298},[153],{"categories":4300},[939],{"categories":4302},[167],{"categories":4304},[167],{"categories":4306},[153],{"categories":4308},[84],{"categories":4310},[143],{"categories":4312},[],{"categories":4314},[],{"categories":4316},[153],{"categories":4318},[84],{"categories":4320},[167],{"categories":4322},[84],{"categories":4324},[143],{"categories":4326},[167],{"categories":4328},[167],{"categories":4330},[84],{"categories":4332},[270],{"categories":4334},[84],{"categories":4336},[167],{"categories":4338},[84],{"categories":4340},[],{"categories":4342},[84],{"categories":4344},[84],{"categories":4346},[241,84],{"categories":4348},[311],{"categories":4350},[143],{"categories":4352},[84],{"categories":4354},[],{"categories":4356},[84],{"categories":4358},[84],{"categories":4360},[148],{"categories":4362},[84],{"categories":4364},[148],{"categories":4366},[84],{"categories":4368},[84],{"categories":4370},[405],{"categories":4372},[84],{"categories":4374},[148],{"categories":4376},[167],{"categories":4378},[192],{"categories":4380},[153],{"categories":4382},[84],{"categories":4384},[167],{"categories":4386},[84],{"categories":4388},[84],{"categories":4390},[189],{"categories":4392},[270],{"categories":4394},[241],{"categories":4396},[84],{"categories":4398},[84],{"categories":4400},[84],{"categories":4402},[84],{"categories":4404},[143],{"categories":4406},[84],{"categories":4408},[153],{"categories":4410},[153],{"categories":4412},[167],{"categories":4414},[189],{"categories":4416},[167],{"categories":4418},[167],{"categories":4420},[84],{"categories":4422},[84],{"categories":4424},[],{"categories":4426},[],{"categories":4428},[192],{"categories":4430},[84],{"categories":4432},[167],{"categories":4434},[84],{"categories":4436},[241],{"categories":4438},[484],{"categories":4440},[428],{"categories":4442},[405],{"categories":4444},[84],{"categories":4446},[84],{"categories":4448},[84],{"categories":4450},[192],{"categories":4452},[84],{"categories":4454},[84],{"categories":4456},[84],{"categories":4458},[84],{"categories":4460},[84],{"categories":4462},[84],{"categories":4464},[84],{"categories":4466},[153],{"categories":4468},[143],{"categories":4470},[153],{"categories":4472},[84,148],{"categories":4474},[],{"categories":4476},[241],{"categories":4478},[],{"categories":4480},[156],{"categories":4482},[84],{"categories":4484},[189],{"categories":4486},[143],{"categories":4488},[84],{"categories":4490},[143],{"categories":4492},[153],{"categories":4494},[192],{"categories":4496},[153],{"categories":4498},[156],{"categories":4500},[153],{"categories":4502},[84],{"categories":4504},[84],{"categories":4506},[148],{"categories":4508},[153],{"categories":4510},[167],{"categories":4512},[270],{"categories":4514},[84],{"categories":4516},[84],{"categories":4518},[],{"categories":4520},[189],{"categories":4522},[84],{"categories":4524},[84],{"categories":4526},[84],{"categories":4528},[84],{"categories":4530},[84],{"categories":4532},[84],{"categories":4534},[167],{"categories":4536},[189],{"categories":4538},[167],{"categories":4540},[167],{"categories":4542},[84],{"categories":4544},[84],{"categories":4546},[84],{"categories":4548},[84],{"categories":4550},[428],{"categories":4552},[84],{"categories":4554},[153],{"categories":4556},[189],{"categories":4558},[84],{"categories":4560},[84],{"categories":4562},[84],{"categories":4564},[153],{"categories":4566},[84],{"categories":4568},[84],{"categories":4570},[84],{"categories":4572},[3163],{"categories":4574},[4575],"Clinical AI",{"categories":4577},[241],{"categories":4579},[84],{"categories":4581},[84],{"categories":4583},[84],{"categories":4585},[84],{"categories":4587},[311],{"categories":4589},[2522],{"categories":4591},[84],{"categories":4593},[156],{"categories":4595},[241],{"categories":4597},[84],{"categories":4599},[153],{"categories":4601},[84],{"categories":4603},[84],{"categories":4605},[189],{"categories":4607},[84],{"categories":4609},[153],{"categories":4611},[167],{"categories":4613},[270],{"categories":4615},[84],{"categories":4617},[84],{"categories":4619},[148],{"categories":4621},[84],{"categories":4623},[84],{"categories":4625},[543],{"categories":4627},[84],{"categories":4629},[],{"categories":4631},[153],{"categories":4633},[84],{"categories":4635},[167],{"categories":4637},[143],{"categories":4639},[84],{"categories":4641},[],{"categories":4643},[],{"categories":4645},[84],{"categories":4647},[],{"categories":4649},[148],{"categories":4651},[84],{"categories":4653},[84],{"categories":4655},[153],{"categories":4657},[84],{"categories":4659},[189],{"categories":4661},[189],{"categories":4663},[189],{"categories":4665},[189],{"categories":4667},[],{"categories":4669},[143],{"categories":4671},[153],{"categories":4673},[189],{"categories":4675},[84],{"categories":4677},[614],{"categories":4679},[156],{"categories":4681},[153],{"categories":4683},[84],{"categories":4685},[143],{"categories":4687},[84],{"categories":4689},[153],{"categories":4691},[84],{"categories":4693},[84],{"categories":4695},[84],{"categories":4697},[84,153],{"categories":4699},[153],{"categories":4701},[311],{"categories":4703},[189],{"categories":4705},[153],{"categories":4707},[189],{"categories":4709},[153],{"categories":4711},[84],{"categories":4713},[],{"categories":4715},[189],{"categories":4717},[270],{"categories":4719},[143],{"categories":4721},[84],{"categories":4723},[84],{"categories":4725},[],{"categories":4727},[167],{"categories":4729},[],{"categories":4731},[143],{"categories":4733},[153],{"categories":4735},[189],{"categories":4737},[84],{"categories":4739},[189],{"categories":4741},[143],{"categories":4743},[189],{"categories":4745},[189],{"categories":4747},[],{"categories":4749},[148],{"categories":4751},[153],{"categories":4753},[189],{"categories":4755},[189],{"categories":4757},[189],{"categories":4759},[189],{"categories":4761},[189],{"categories":4763},[189],{"categories":4765},[189],{"categories":4767},[189],{"categories":4769},[189],{"categories":4771},[189],{"categories":4773},[192],{"categories":4775},[143],{"categories":4777},[84],{"categories":4779},[84],{"categories":4781},[153],{"categories":4783},[153],{"categories":4785},[],{"categories":4787},[84],{"categories":4789},[84,143],{"categories":4791},[],{"categories":4793},[153],{"categories":4795},[84],{"categories":4797},[189],{"categories":4799},[153],{"categories":4801},[939],{"categories":4803},[84],{"categories":4805},[84],{"categories":4807},[84],{"categories":4809},[84],{"categories":4811},[84],{"categories":4813},[405],{"categories":4815},[84],{"categories":4817},[84],{"categories":4819},[153],{"categories":4821},[84],{"categories":4823},[84],{"categories":4825},[148],{"categories":4827},[156],{"categories":4829},[153],{"categories":4831},[153],{"categories":4833},[],{"categories":4835},[153],{"categories":4837},[241],{"categories":4839},[189],{"categories":4841},[84],{"categories":4843},[],{"categories":4845},[156],{"categories":4847},[],{"categories":4849},[167],{"categories":4851},[84],{"categories":4853},[153],{"categories":4855},[241],{"categories":4857},[84],{"categories":4859},[],{"categories":4861},[84],{"categories":4863},[84],{"categories":4865},[],{"categories":4867},[270],{"categories":4869},[84],{"categories":4871},[153],{"categories":4873},[],{"categories":4875},[],{"categories":4877},[189],{"categories":4879},[143],{"categories":4881},[84],{"categories":4883},[84],{"categories":4885},[148],{"categories":4887},[84],{"categories":4889},[84],{"categories":4891},[153],{"categories":4893},[84],{"categories":4895},[148],{"categories":4897},[148],{"categories":4899},[241],{"categories":4901},[],{"categories":4903},[84],{"categories":4905},[189],{"categories":4907},[],{"categories":4909},[84],{"categories":4911},[84],{"categories":4913},[241],{"categories":4915},[84],{"categories":4917},[84],{"categories":4919},[270],{"categories":4921},[84],{"categories":4923},[311],{"categories":4925},[],{"categories":4927},[153],{"categories":4929},[84],{"categories":4931},[270],{"categories":4933},[167],{"categories":4935},[],{"categories":4937},[84],{"categories":4939},[],{"categories":4941},[153],{"categories":4943},[241],{"categories":4945},[167],{"categories":4947},[],{"categories":4949},[3163],{"categories":4951},[148],{"categories":4953},[143],{"categories":4955},[84],{"categories":4957},[192],{"categories":4959},[153],{"categories":4961},[241],{"categories":4963},[84],{"categories":4965},[167],{"categories":4967},[],{"categories":4969},[],{"categories":4971},[84],{"categories":4973},[143],{"categories":4975},[84],{"categories":4977},[270],{"categories":4979},[],{"categories":4981},[153],{"categories":4983},[153],{"categories":4985},[84],{"categories":4987},[153],{"categories":4989},[84],{"categories":4991},[189],{"categories":4993},[167],{"categories":4995},[84],{"categories":4997},[153],{"categories":4999},[156],{"categories":5001},[84],{"categories":5003},[84],{"categories":5005},[84],{"categories":5007},[153],{"categories":5009},[84],{"categories":5011},[156],{"categories":5013},[270],{"categories":5015},[189],{"categories":5017},[],{"categories":5019},[270],{"categories":5021},[84],{"categories":5023},[],{"categories":5025},[167],{"categories":5027},[153],{"categories":5029},[],{"categories":5031},[84],{"categories":5033},[84],{"categories":5035},[84],{"categories":5037},[84],{"categories":5039},[84],{"categories":5041},[153],{"categories":5043},[148],{"categories":5045},[143],{"categories":5047},[153],{"categories":5049},[84],{"categories":5051},[241],{"categories":5053},[167],{"categories":5055},[167],{"categories":5057},[84],{"categories":5059},[192],{"categories":5061},[153],{"categories":5063},[84],{"categories":5065},[84],{"categories":5067},[153],{"categories":5069},[84],{"categories":5071},[84],{"categories":5073},[153],{"categories":5075},[148],{"categories":5077},[84],{"categories":5079},[241],{"categories":5081},[167],{"categories":5083},[153],{"categories":5085},[84],{"categories":5087},[156],{"categories":5089},[84],{"categories":5091},[153],{"categories":5093},[84],{"categories":5095},[84],{"categories":5097},[189],{"categories":5099},[84],{"categories":5101},[],{"categories":5103},[143],{"categories":5105},[84],{"categories":5107},[84],{"categories":5109},[84],{"categories":5111},[167],{"categories":5113},[167],{"categories":5115},[84],{"categories":5117},[167],{"categories":5119},[84],{"categories":5121},[153],{"categories":5123},[84],{"categories":5125},[84],{"categories":5127},[84],{"categories":5129},[84],{"categories":5131},[84],{"categories":5133},[],{"categories":5135},[84],{"categories":5137},[241],{"categories":5139},[153],{"categories":5141},[148],{"categories":5143},[189],{"categories":5145},[84],{"categories":5147},[153],{"categories":5149},[84],{"categories":5151},[153],{"categories":5153},[84],{"categories":5155},[84],{"categories":5157},[241],{"categories":5159},[153],{"categories":5161},[84],{"categories":5163},[270],{"categories":5165},[84],{"categories":5167},[192],{"categories":5169},[84],{"categories":5171},[84],{"categories":5173},[189],{"categories":5175},[84],{"categories":5177},[84],{"categories":5179},[84],{"categories":5181},[84],{"categories":5183},[153],{"categories":5185},[311],{"categories":5187},[84],{"categories":5189},[167],{"categories":5191},[153],{"categories":5193},[192],{"categories":5195},[],{"categories":5197},[153],{"categories":5199},[167],{"categories":5201},[84],{"categories":5203},[84],{"categories":5205},[2360],{"categories":5207},[241],{"categories":5209},[340],{"categories":5211},[84],{"categories":5213},[84],{"categories":5215},[84],{"categories":5217},[84],{"categories":5219},[143],{"categories":5221},[84],{"categories":5223},[84],{"categories":5225},[167],{"categories":5227},[148],{"categories":5229},[84],{"categories":5231},[167],{"categories":5233},[84],{"categories":5235},[],{"categories":5237},[153],{"categories":5239},[153],{"categories":5241},[84],{"categories":5243},[84],{"categories":5245},[84],{"categories":5247},[192],{"categories":5249},[],{"categories":5251},[189],{"categories":5253},[],{"categories":5255},[189],{"categories":5257},[84],{"categories":5259},[84],{"categories":5261},[153],{"categories":5263},[84],{"categories":5265},[153],{"categories":5267},[153],{"categories":5269},[],{"categories":5271},[84],{"categories":5273},[189],{"categories":5275},[84],{"categories":5277},[],{"categories":5279},[84],{"categories":5281},[84],{"categories":5283},[],{"categories":5285},[84],{"categories":5287},[84],{"categories":5289},[241],{"categories":5291},[167],{"categories":5293},[153],{"categories":5295},[84],{"categories":5297},[84],{"categories":5299},[84],{"categories":5301},[84],{"categories":5303},[270],{"categories":5305},[84],{"categories":5307},[84],{"categories":5309},[84],{"categories":5311},[143],{"categories":5313},[84],{"categories":5315},[84],{"categories":5317},[],{"categories":5319},[84],{"categories":5321},[84],{"categories":5323},[84],{"categories":5325},[],{"categories":5327},[143],{"categories":5329},[84],{"categories":5331},[84],{"categories":5333},[189],{"categories":5335},[167],{"categories":5337},[156],{"categories":5339},[153],{"categories":5341},[484],{"categories":5343},[84],{"categories":5345},[84],{"categories":5347},[84],{"categories":5349},[167],{"categories":5351},[189],{"categories":5353},[241],{"categories":5355},[84],{"categories":5357},[84],{"categories":5359},[84],{"categories":5361},[84],{"categories":5363},[189],{"categories":5365},[84],{"categories":5367},[241],{"categories":5369},[84],{"categories":5371},[84],{"categories":5373},[189],{"categories":5375},[241],{"categories":5377},[84],{"categories":5379},[189],{"categories":5381},[84],{"categories":5383},[153],{"categories":5385},[153],{"categories":5387},[153],{"categories":5389},[167],{"categories":5391},[189],{"categories":5393},[153],{"categories":5395},[153],{"categories":5397},[84],{"categories":5399},[167],{"categories":5401},[241],{"categories":5403},[84],{"categories":5405},[84],{"categories":5407},[153],{"categories":5409},[84],{"categories":5411},[],{"categories":5413},[153],{"categories":5415},[],{"categories":5417},[84],{"categories":5419},[84],{"categories":5421},[],{"categories":5423},[],{"categories":5425},[153],{"categories":5427},[148],{"categories":5429},[153],{"categories":5431},[5432],"Liability & Ethics",{"categories":5434},[84],{"categories":5436},[84],{"categories":5438},[84],{"categories":5440},[153],{"categories":5442},[143],{"categories":5444},[153],{"categories":5446},[148],{"categories":5448},[270],{"categories":5450},[153],{"categories":5452},[84],{"categories":5454},[84],{"categories":5456},[],{"categories":5458},[589],{"categories":5460},[153],{"categories":5462},[],{"categories":5464},[84],{"categories":5466},[143],{"categories":5468},[153],{"categories":5470},[],{"categories":5472},[153],{"categories":5474},[84],{"categories":5476},[84],{"categories":5478},[167],{"categories":5480},[84],{"categories":5482},[189],{"categories":5484},[84],{"categories":5486},[84],{"categories":5488},[156],{"categories":5490},[153],{"categories":5492},[84],{"categories":5494},[84],{"categories":5496},[84],{"categories":5498},[189],{"categories":5500},[153],{"categories":5502},[167],{"categories":5504},[241],{"categories":5506},[143],{"categories":5508},[84],{"categories":5510},[84],{"categories":5512},[84],{"categories":5514},[],{"categories":5516},[153],{"categories":5518},[153],{"categories":5520},[153],{"categories":5522},[484],{"categories":5524},[241],{"categories":5526},[153],{"categories":5528},[311],{"categories":5530},[167],{"categories":5532},[189],{"categories":5534},[84],{"categories":5536},[241],{"categories":5538},[84],{"categories":5540},[143],{"categories":5542},[],{"categories":5544},[153],{"categories":5546},[84],{"categories":5548},[84],{"categories":5550},[84],{"categories":5552},[84],{"categories":5554},[153],{"categories":5556},[84],{"categories":5558},[84],{"categories":5560},[241],{"categories":5562},[],{"categories":5564},[153],{"categories":5566},[156],{"categories":5568},[189],{"categories":5570},[153],{"categories":5572},[148],{"categories":5574},[],{"categories":5576},[84],{"categories":5578},[84],{"categories":5580},[156],{"categories":5582},[84],{"categories":5584},[153],{"categories":5586},[189],{"categories":5588},[143],{"categories":5590},[311],{"categories":5592},[84],{"categories":5594},[84],{"categories":5596},[84],{"categories":5598},[189],{"categories":5600},[148],{"categories":5602},[84],{"categories":5604},[241],{"categories":5606},[189],{"categories":5608},[311],{"categories":5610},[84],{"categories":5612},[153],{"categories":5614},[],{"categories":5616},[543],{"categories":5618},[],{"categories":5620},[84],{"categories":5622},[311],{"categories":5624},[84],{"categories":5626},[192],{"categories":5628},[84],{"categories":5630},[153],{"categories":5632},[153],{"categories":5634},[5635],"Design News & Tools",{"categories":5637},[84],{"categories":5639},[84],{"categories":5641},[189],{"categories":5643},[84],{"categories":5645},[84],{"categories":5647},[143],{"categories":5649},[153],{"categories":5651},[84],{"categories":5653},[241],{"categories":5655},[153],{"categories":5657},[153],{"categories":5659},[241],{"categories":5661},[84],{"categories":5663},[84],{"categories":5665},[484],{"categories":5667},[153],{"categories":5669},[84],{"categories":5671},[84],{"categories":5673},[484],{"categories":5675},[84],{"categories":5677},[270],{"categories":5679},[84],{"categories":5681},[153],{"categories":5683},[],{"categories":5685},[84],{"categories":5687},[84],{"categories":5689},[84],{"categories":5691},[189],{"categories":5693},[84],{"categories":5695},[143],{"categories":5697},[],{"categories":5699},[84],{"categories":5701},[84],{"categories":5703},[84],{"categories":5705},[167],{"categories":5707},[614],{"categories":5709},[167],{"categories":5711},[241],{"categories":5713},[84],{"categories":5715},[84,153],{"categories":5717},[270,148],{"categories":5719},[167],{"categories":5721},[84],{"categories":5723},[84],{"categories":5725},[84],{"categories":5727},[84],{"categories":5729},[],{"categories":5731},[153],{"categories":5733},[84],{"categories":5735},[],{"categories":5737},[84],{"categories":5739},[167],{"categories":5741},[84],{"categories":5743},[167],{"categories":5745},[],{"categories":5747},[153],{"categories":5749},[84],{"categories":5751},[148],{"categories":5753},[84],{"categories":5755},[189],{"categories":5757},[84],{"categories":5759},[],{"categories":5761},[153],{"categories":5763},[84],{"categories":5765},[],{"categories":5767},[241],{"categories":5769},[84],{"categories":5771},[84],{"categories":5773},[153],{"categories":5775},[84],{"categories":5777},[84],{"categories":5779},[143],{"categories":5781},[153],{"categories":5783},[84],{"categories":5785},[],{"categories":5787},[84],{"categories":5789},[311],{"categories":5791},[270],{"categories":5793},[148],{"categories":5795},[148],{"categories":5797},[84],{"categories":5799},[143],{"categories":5801},[143],{"categories":5803},[84],{"categories":5805},[153],{"categories":5807},[84],{"categories":5809},[84],{"categories":5811},[84],{"categories":5813},[84],{"categories":5815},[167],{"categories":5817},[84],{"categories":5819},[143],{"categories":5821},[84],{"categories":5823},[84],{"categories":5825},[153],{"categories":5827},[84],{"categories":5829},[270],{"categories":5831},[84],{"categories":5833},[189],{"categories":5835},[84],{"categories":5837},[84],{"categories":5839},[153],{"categories":5841},[156],{"categories":5843},[84],{"categories":5845},[84],{"categories":5847},[153],{"categories":5849},[],{"categories":5851},[167],{"categories":5853},[],{"categories":5855},[167],{"categories":5857},[153],{"categories":5859},[143],{"categories":5861},[84],{"categories":5863},[],{"categories":5865},[192],{"categories":5867},[311],{"categories":5869},[84],{"categories":5871},[167],{"categories":5873},[84],{"categories":5875},[],{"categories":5877},[189],{"categories":5879},[153],{"categories":5881},[167],{"categories":5883},[241],{"categories":5885},[148],{"categories":5887},[84],{"categories":5889},[84],{"categories":5891},[153],{"categories":5893},[167],{"categories":5895},[153],{"categories":5897},[189],{"categories":5899},[84],{"categories":5901},[156],{"categories":5903},[143],{"categories":5905},[156],{"categories":5907},[189],{"categories":5909},[84],{"categories":5911},[167],{"categories":5913},[84],{"categories":5915},[241],{"categories":5917},[148],{"categories":5919},[84],{"categories":5921},[84],{"categories":5923},[84],{"categories":5925},[84],{"categories":5927},[84],{"categories":5929},[84],{"categories":5931},[153],{"categories":5933},[84],{"categories":5935},[153],{"categories":5937},[84],{"categories":5939},[84],{"categories":5941},[143],{"categories":5943},[84],{"categories":5945},[153],{"categories":5947},[153],{"categories":5949},[241],{"categories":5951},[153],{"categories":5953},[153],{"categories":5955},[84],{"categories":5957},[143],{"categories":5959},[153],{"categories":5961},[241],{"categories":5963},[],{"categories":5965},[84],{"categories":5967},[192],{"categories":5969},[484],{"categories":5971},[84],{"categories":5973},[153],{"categories":5975},[84],{"categories":5977},[84],{"categories":5979},[167],{"categories":5981},[84],{"categories":5983},[],{"categories":5985},[84],{"categories":5987},[153],{"categories":5989},[84],{"categories":5991},[270],{"categories":5993},[84],{"categories":5995},[167],{"categories":5997},[84],{"categories":5999},[189],{"categories":6001},[153],{"categories":6003},[84],{"categories":6005},[270],{"categories":6007},[153],{"categories":6009},[148],{"categories":6011},[148],{"categories":6013},[84],{"categories":6015},[84],{"categories":6017},[84],{"categories":6019},[84],{"categories":6021},[84],{"categories":6023},[84],{"categories":6025},[143],{"categories":6027},[],{"categories":6029},[84],{"categories":6031},[84],{"categories":6033},[153],{"categories":6035},[153],{"categories":6037},[84],{"categories":6039},[84],{"categories":6041},[84],{"categories":6043},[84],{"categories":6045},[84],{"categories":6047},[167],{"categories":6049},[],{"categories":6051},[143],{"categories":6053},[84],{"categories":6055},[84],{"categories":6057},[153],{"categories":6059},[153],{"categories":6061},[],{"categories":6063},[167],{"categories":6065},[167],{"categories":6067},[84],{"categories":6069},[270],{"categories":6071},[148],{"categories":6073},[241],{"categories":6075},[],{"categories":6077},[84],{"categories":6079},[153],{"categories":6081},[143],{"categories":6083},[84],{"categories":6085},[84],{"categories":6087},[167],{"categories":6089},[143],{"categories":6091},[84],{"categories":6093},[84],{"categories":6095},[189],{"categories":6097},[192],{"categories":6099},[84],{"categories":6101},[189],{"categories":6103},[153],{"categories":6105},[84],{"categories":6107},[],{"categories":6109},[189],{"categories":6111},[153],{"categories":6113},[241],{"categories":6115},[192],{"categories":6117},[84],{"categories":6119},[84],{"categories":6121},[],{"categories":6123},[153],{"categories":6125},[153],{"categories":6127},[153],{"categories":6129},[3163],{"categories":6131},[189],{"categories":6133},[84],{"categories":6135},[167],{"categories":6137},[84],{"categories":6139},[84],{"categories":6141},[84],{"categories":6143},[84],{"categories":6145},[84],{"categories":6147},[148],{"categories":6149},[84],{"categories":6151},[143],{"categories":6153},[1826],{"categories":6155},[311],{"categories":6157},[143],{"categories":6159},[],{"categories":6161},[84],{"categories":6163},[],{"categories":6165},[189],{"categories":6167},[153],{"categories":6169},[241],{"categories":6171},[84],{"categories":6173},[84],{"categories":6175},[84],{"categories":6177},[189],{"categories":6179},[],{"categories":6181},[153],{"categories":6183},[84],{"categories":6185},[153],{"categories":6187},[153],{"categories":6189},[],{"categories":6191},[84],{"categories":6193},[],{"categories":6195},[189],{"categories":6197},[143],{"categories":6199},[241],{"categories":6201},[84],{"categories":6203},[153],{"categories":6205},[189],{"categories":6207},[84],{"categories":6209},[189],{"categories":6211},[],{"categories":6213},[189],{"categories":6215},[84],{"categories":6217},[143],{"categories":6219},[484],{"categories":6221},[153],{"categories":6223},[84],{"categories":6225},[],{"categories":6227},[167],{"categories":6229},[153],{"categories":6231},[156],{"categories":6233},[153],{"categories":6235},[143],{"categories":6237},[84],{"categories":6239},[84],{"categories":6241},[],{"categories":6243},[],{"categories":6245},[],{"categories":6247},[241],{"categories":6249},[84],{"categories":6251},[153],{"categories":6253},[84],{"categories":6255},[84],{"categories":6257},[],{"categories":6259},[],{"categories":6261},[],{"categories":6263},[84],{"categories":6265},[153],{"categories":6267},[241],{"categories":6269},[84],{"categories":6271},[],{"categories":6273},[153],{"categories":6275},[84],{"categories":6277},[84],{"categories":6279},[143],{"categories":6281},[],{"categories":6283},[],{"categories":6285},[84],{"categories":6287},[84],{"categories":6289},[153],{"categories":6291},[241],{"categories":6293},[84],{"categories":6295},[189],{"categories":6297},[],{"categories":6299},[84],{"categories":6301},[84],{"categories":6303},[270],{"categories":6305},[189],{"categories":6307},[270],{"categories":6309},[192],{"categories":6311},[84],{"categories":6313},[84],{"categories":6315},[],{"categories":6317},[],{"categories":6319},[153],{"categories":6321},[],{"categories":6323},[84],{"categories":6325},[484],{"categories":6327},[84],{"categories":6329},[84],{"categories":6331},[84],{"categories":6333},[84],{"categories":6335},[],{"categories":6337},[153],{"categories":6339},[84],{"categories":6341},[84],{"categories":6343},[],{"categories":6345},[153],{"categories":6347},[84],{"categories":6349},[189],{"categories":6351},[84],{"categories":6353},[270],{"categories":6355},[148],{"categories":6357},[156],{"categories":6359},[84],{"categories":6361},[84],{"categories":6363},[153],{"categories":6365},[192],{"categories":6367},[153],{"categories":6369},[153],{"categories":6371},[],{"categories":6373},[84],{"categories":6375},[153],{"categories":6377},[],{"categories":6379},[84],{"categories":6381},[],{"categories":6383},[189],{"categories":6385},[148],{"categories":6387},[],{"categories":6389},[84],{"categories":6391},[84],{"categories":6393},[84],{"categories":6395},[],{"categories":6397},[153],{"categories":6399},[241],{"categories":6401},[143],{"categories":6403},[84],{"categories":6405},[],{"categories":6407},[148],{"categories":6409},[270],{"categories":6411},[84],{"categories":6413},[167],{"categories":6415},[143],{"categories":6417},[192],{"categories":6419},[148],{"categories":6421},[167],{"categories":6423},[153],{"categories":6425},[167],{"categories":6427},[],{"categories":6429},[84],{"categories":6431},[156],{"categories":6433},[84],{"categories":6435},[],{"categories":6437},[153],{"categories":6439},[143],{"categories":6441},[241],{"categories":6443},[84],{"categories":6445},[143],{"categories":6447},[153],{"categories":6449},[311],{"categories":6451},[84],{"categories":6453},[84],{"categories":6455},[84],{"categories":6457},[84],{"categories":6459},[84],{"categories":6461},[143],{"categories":6463},[84],{"categories":6465},[167],{"categories":6467},[192],{"categories":6469},[153],{"categories":6471},[],{"categories":6473},[84],{"categories":6475},[84],{"categories":6477},[84],{"categories":6479},[167],{"categories":6481},[153],{"categories":6483},[189],{"categories":6485},[167],{"categories":6487},[84],{"categories":6489},[156],{"categories":6491},[],{"categories":6493},[241],{"categories":6495},[167],{"categories":6497},[189],{"categories":6499},[84],{"categories":6501},[143],{"categories":6503},[153],{"categories":6505},[84],{"categories":6507},[84],{"categories":6509},[153],{"categories":6511},[156],{"categories":6513},[84],{"categories":6515},[153],{"categories":6517},[84],{"categories":6519},[148],{"categories":6521},[153],{"categories":6523},[153,311],{"categories":6525},[84],{"categories":6527},[84],{"categories":6529},[153],{"categories":6531},[167],{"categories":6533},[84],{"categories":6535},[84],{"categories":6537},[192],{"categories":6539},[153],{"categories":6541},[270],{"categories":6543},[153],{"categories":6545},[148],{"categories":6547},[],{"categories":6549},[153],{"categories":6551},[84],{"categories":6553},[148],{"categories":6555},[],{"categories":6557},[],{"categories":6559},[167],{"categories":6561},[84],{"categories":6563},[84],{"categories":6565},[153],{"categories":6567},[192],{"categories":6569},[270],{"categories":6571},[84],{"categories":6573},[84],{"categories":6575},[84],{"categories":6577},[153],{"categories":6579},[],{"categories":6581},[153],{"categories":6583},[189],{"categories":6585},[84],{"categories":6587},[153],{"categories":6589},[153],{"categories":6591},[84],{"categories":6593},[],{"categories":6595},[189],{"categories":6597},[167],{"categories":6599},[3163],{"categories":6601},[143],{"categories":6603},[167],{"categories":6605},[84],{"categories":6607},[153],{"categories":6609},[84],{"categories":6611},[84],{"categories":6613},[270],{"categories":6615},[167],{"categories":6617},[192],{"categories":6619},[],{"categories":6621},[189],{"categories":6623},[84],{"categories":6625},[84],{"categories":6627},[],{"categories":6629},[153],{"categories":6631},[84],{"categories":6633},[84],{"categories":6635},[84],{"categories":6637},[84],{"categories":6639},[153],{"categories":6641},[84],{"categories":6643},[84],{"categories":6645},[84],{"categories":6647},[156],{"categories":6649},[84],{"categories":6651},[153],{"categories":6653},[84],{"categories":6655},[84],{"categories":6657},[84],{"categories":6659},[84],{"categories":6661},[84],{"categories":6663},[84],{"categories":6665},[84],{"categories":6667},[148],{"categories":6669},[],{"categories":6671},[156],{"categories":6673},[189],{"categories":6675},[153],{"categories":6677},[84],{"categories":6679},[167],{"categories":6681},[],{"categories":6683},[167],{"categories":6685},[167],{"categories":6687},[153],{"categories":6689},[167],{"categories":6691},[84],{"categories":6693},[84],{"categories":6695},[84],{"categories":6697},[153],{"categories":6699},[167],{"categories":6701},[84],{"categories":6703},[84],{"categories":6705},[84],{"categories":6707},[153],{"categories":6709},[189],{"categories":6711},[84],{"categories":6713},[84],{"categories":6715},[84],{"categories":6717},[148],{"categories":6719},[84],{"categories":6721},[153],{"categories":6723},[241],{"categories":6725},[],{"categories":6727},[84],{"categories":6729},[192],{"categories":6731},[153],{"categories":6733},[84],{"categories":6735},[84],{"categories":6737},[],{"categories":6739},[84],{"categories":6741},[84],{"categories":6743},[189],{"categories":6745},[84],{"categories":6747},[84],{"categories":6749},[153],{"categories":6751},[270],{"categories":6753},[],{"categories":6755},[],{"categories":6757},[167],{"categories":6759},[84],{"categories":6761},[84],{"categories":6763},[189],{"categories":6765},[84],{"categories":6767},[167],{"categories":6769},[189],{"categories":6771},[84],{"categories":6773},[84],{"categories":6775},[270],{"categories":6777},[192],{"categories":6779},[84],{"categories":6781},[84],{"categories":6783},[143],{"categories":6785},[153],{"categories":6787},[84],{"categories":6789},[84],{"categories":6791},[153],{"categories":6793},[148],{"categories":6795},[153],{"categories":6797},[167],{"categories":6799},[84],{"categories":6801},[148],{"categories":6803},[],{"categories":6805},[84],{"categories":6807},[192],{"categories":6809},[84],{"categories":6811},[84],{"categories":6813},[],{"categories":6815},[189],{"categories":6817},[84],{"categories":6819},[153],{"categories":6821},[192],{"categories":6823},[84],{"categories":6825},[167],{"categories":6827},[167],{"categories":6829},[167],{"categories":6831},[84],{"categories":6833},[153],{"categories":6835},[153],{"categories":6837},[84],{"categories":6839},[153],{"categories":6841},[84],{"categories":6843},[84],{"categories":6845},[241],{"categories":6847},[192],{"categories":6849},[192],{"categories":6851},[],{"categories":6853},[189],{"categories":6855},[84],{"categories":6857},[84],{"categories":6859},[167],{"categories":6861},[],{"categories":6863},[189],{"categories":6865},[189],{"categories":6867},[189],{"categories":6869},[],{"categories":6871},[153],{"categories":6873},[84],{"categories":6875},[],{"categories":6877},[143],{"categories":6879},[148],{"categories":6881},[],{"categories":6883},[84],{"categories":6885},[84],{"categories":6887},[],{"categories":6889},[167],{"categories":6891},[],{"categories":6893},[],{"categories":6895},[],{"categories":6897},[],{"categories":6899},[84],{"categories":6901},[189],{"categories":6903},[],{"categories":6905},[],{"categories":6907},[84],{"categories":6909},[84],{"categories":6911},[84],{"categories":6913},[192],{"categories":6915},[84],{"categories":6917},[192],{"categories":6919},[],{"categories":6921},[192],{"categories":6923},[192],{"categories":6925},[311],{"categories":6927},[153],{"categories":6929},[167],{"categories":6931},[],{"categories":6933},[],{"categories":6935},[192],{"categories":6937},[167],{"categories":6939},[167],{"categories":6941},[167],{"categories":6943},[],{"categories":6945},[143],{"categories":6947},[167],{"categories":6949},[167],{"categories":6951},[143],{"categories":6953},[167],{"categories":6955},[148],{"categories":6957},[167],{"categories":6959},[167],{"categories":6961},[167],{"categories":6963},[192],{"categories":6965},[189],{"categories":6967},[189],{"categories":6969},[84],{"categories":6971},[167],{"categories":6973},[192],{"categories":6975},[311],{"categories":6977},[192],{"categories":6979},[192],{"categories":6981},[192],{"categories":6983},[],{"categories":6985},[148],{"categories":6987},[],{"categories":6989},[311],{"categories":6991},[167],{"categories":6993},[167],{"categories":6995},[167],{"categories":6997},[153],{"categories":6999},[189,148],{"categories":7001},[192],{"categories":7003},[],{"categories":7005},[],{"categories":7007},[192],{"categories":7009},[],{"categories":7011},[192],{"categories":7013},[189],{"categories":7015},[153],{"categories":7017},[],{"categories":7019},[167],{"categories":7021},[84],{"categories":7023},[241],{"categories":7025},[],{"categories":7027},[84],{"categories":7029},[],{"categories":7031},[189],{"categories":7033},[143],{"categories":7035},[192],{"categories":7037},[],{"categories":7039},[167],{"categories":7041},[189],[7043,7181,7271,7359],{"id":7044,"title":7045,"ai":7046,"body":7051,"categories":7146,"created_at":85,"date_modified":85,"description":77,"extension":86,"faq":85,"featured":87,"kicker_label":85,"meta":7147,"navigation":117,"path":7167,"published_at":7168,"question":85,"scraped_at":7169,"seo":7170,"sitemap":7171,"source_id":7172,"source_name":124,"source_type":125,"source_url":7173,"stem":7174,"tags":7175,"thumbnail_url":7176,"tldr":7177,"tweet":7178,"unknown_tags":7179,"__hash__":7180},"summaries\u002Fsummaries\u002F26c4444a1c4348de-don-t-build-slop-4-levels-of-ai-agent-maturity-summary.md","Don't Build Slop: 4 Levels of AI Agent Maturity",{"provider":7,"model":8,"input_tokens":7047,"output_tokens":7048,"processing_time_ms":7049,"cost_usd":7050},8147,972,4851,0.00349475,{"type":14,"value":7052,"toc":7141},[7053,7057,7060,7092,7096,7099,7134,7138],[17,7054,7056],{"id":7055},"the-four-levels-of-agent-maturity","The Four Levels of Agent Maturity",[22,7058,7059],{},"Building AI agents is often plagued by \"mass psychosis\"—the confusion of whether to use complex frameworks or manual coding. The author proposes a four-level maturity model to navigate this:",[7061,7062,7063,7069,7080,7086],"ol",{},[48,7064,7065,7068],{},[51,7066,7067],{},"Framework Prototyping:"," Use existing frameworks (e.g., LangChain, LangGraph) only for initial Proof of Concept (PMF) testing. These are useful for rapid validation but lack the modularity and customizability required for production-grade systems.",[48,7070,7071,7074,7075,7079],{},[51,7072,7073],{},"State-Machine Architecture:"," Move to custom-built agents. Treat every agent as a recursive state machine—a ",[7076,7077,7078],"code",{},"while"," loop with specific conditions and end states. Visualizing the agent as a state machine makes it easier to debug and manage complex logic.",[48,7081,7082,7085],{},[51,7083,7084],{},"Kanban UX for Inference-Bound Agents:"," Because agents are often inference-bound (running for 8–10 minutes), the ideal interface is a Kanban board. This allows a human to act as an \"engineering manager,\" overseeing multiple parallel agents that mutate source code in isolated environments.",[48,7087,7088,7091],{},[51,7089,7090],{},"Cloud-Native Fleets:"," For scaling, move agents to the cloud. This removes local dependencies, enables parallel execution of long-running tasks (e.g., 60-minute Q&A cycles), and allows for shared, consistent environments across teams.",[17,7093,7095],{"id":7094},"five-rules-for-writing-agent-code","Five Rules for Writing Agent Code",[22,7097,7098],{},"To avoid building \"slop,\" follow these five technical heuristics:",[45,7100,7101,7107,7113,7122,7128],{},[48,7102,7103,7106],{},[51,7104,7105],{},"Prune System Prompts:"," Frontier models are increasingly capable; excessive instructions lead to sensory overload and degraded performance. Keep prompts minimal.",[48,7108,7109,7112],{},[51,7110,7111],{},"Think in State Machines:"," Always maintain a clear mental model of the agent's current state within its recursive loop.",[48,7114,7115,7118,7119,7121],{},[51,7116,7117],{},"Build for AI-to-AI Interaction:"," Design your agent’s CLI and CI\u002FCD pipelines so that ",[40,7120,102],{}," coding agents can easily test, modify, and deploy your agent. If it is hard for a human to test, it is hard for an AI to improve.",[48,7123,7124,7127],{},[51,7125,7126],{},"Architect Manually:"," While AI can write code, the high-level architecture and state-machine design must be handled by a human to ensure the system is thoughtful and coherent.",[48,7129,7130,7133],{},[51,7131,7132],{},"Respect API Specifics:"," Frontier labs often lock down APIs. Failing to use exact formats for features like \"reasoning traces\" results in silent performance degradation. Do not rely on generic wrappers like OpenRouter if you need peak performance.",[17,7135,7137],{"id":7136},"the-future-of-agent-interaction","The Future of Agent Interaction",[22,7139,7140],{},"As agents become more autonomous, the human role shifts from direct guidance to management. By using Kanban boards, users can track agent progress, handle state transitions (e.g., moving a task from \"In Progress\" to \"Review\"), and manage multiple parallel threads. Moving these workflows to the cloud allows for \"fire and forget\" execution, where an agent can perform complex tasks—like building a VS Code extension, configuring settings, and running terminal tests—entirely in the background.",{"title":77,"searchDepth":78,"depth":78,"links":7142},[7143,7144,7145],{"id":7055,"depth":78,"text":7056},{"id":7094,"depth":78,"text":7095},{"id":7136,"depth":78,"text":7137},[84],{"content_references":7148,"triage":7165},[7149,7153,7156,7159,7162],{"type":96,"title":7150,"url":7151,"context":7152},"Cline","https:\u002F\u002Fcline.bot\u002F","recommended",{"type":96,"title":7154,"url":7155,"context":109},"Claude Code","https:\u002F\u002Fclaude.ai\u002Fcode",{"type":96,"title":7157,"url":7158,"context":109},"Cursor","https:\u002F\u002Fcursor.sh\u002F",{"type":96,"title":7160,"url":7161,"context":109},"LangChain","https:\u002F\u002Fwww.langchain.com\u002F",{"type":96,"title":7163,"url":7164,"context":109},"LangGraph","https:\u002F\u002Fwww.langchain.com\u002Flanggraph",{"relevance":113,"novelty":114,"quality":114,"actionability":114,"composite":115,"reasoning":7166},"Category: AI & LLMs. The article provides a detailed framework for building AI agents, addressing the audience's pain point of moving from prototypes to production-ready systems. It offers actionable insights like the four levels of agent maturity and specific heuristics for writing agent code, making it highly relevant and practical.","\u002Fsummaries\u002F26c4444a1c4348de-don-t-build-slop-4-levels-of-ai-agent-maturity-summary","2026-05-19 15:00:06","2026-05-19 19:00:17",{"title":7045,"description":77},{"loc":7167},"26c4444a1c4348de","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=yUmS-F9IX90","summaries\u002F26c4444a1c4348de-don-t-build-slop-4-levels-of-ai-agent-maturity-summary",[129,130,131,132],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FyUmS-F9IX90\u002Fhqdefault.jpg","Building effective AI agents requires moving beyond framework-heavy 'slop' toward state-machine architectures, Kanban-based UX for parallel inference, and cloud-native execution to handle long-running, autonomous tasks.","This talk outlines a four-level maturity model for building AI agents, moving from framework-based prototyping to custom state-machine architectures. The speaker argues for \"pruning\" agent logic to avoid model sensory overload, suggesting that the most effective agents are simple, human-architected, and designed to be easily tested by other coding agents.",[131,132],"W6UtUJgGNIggB71LOqWN9UD7j1KsxcMRDBsreUQQYUw",{"id":7182,"title":7183,"ai":7184,"body":7189,"categories":7245,"created_at":85,"date_modified":85,"description":77,"extension":86,"faq":85,"featured":87,"kicker_label":85,"meta":7246,"navigation":117,"path":7256,"published_at":7257,"question":85,"scraped_at":7258,"seo":7259,"sitemap":7260,"source_id":7261,"source_name":124,"source_type":125,"source_url":7262,"stem":7263,"tags":7264,"thumbnail_url":7266,"tldr":7267,"tweet":7268,"unknown_tags":7269,"__hash__":7270},"summaries\u002Fsummaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary.md","Scaling AI Agents: Lessons from Snowflake's GTM Assistant",{"provider":7,"model":8,"input_tokens":7185,"output_tokens":7186,"processing_time_ms":7187,"cost_usd":7188},8540,776,3680,0.003299,{"type":14,"value":7190,"toc":7239},[7191,7195,7198,7202,7205,7209,7212,7232,7236],[17,7192,7194],{"id":7193},"prioritize-quality-over-coverage","Prioritize Quality Over Coverage",[22,7196,7197],{},"User trust is fragile and difficult to recover once lost. When launching an AI agent, the first five interactions determine whether a user returns. Instead of aiming for broad coverage (answering 100 questions at 70% accuracy), focus on a narrow set of high-value questions at 95%+ accuracy. This builds immediate credibility. At Snowflake, the team defined 150 critical sales questions before building the agent, using them as the benchmark for success. Coverage can be expanded iteratively; 60% of the data powering their current system was added post-launch.",[17,7199,7201],{"id":7200},"activation-and-change-management","Activation and Change Management",[22,7203,7204],{},"AI projects often fail at the activation stage, not the technical stage. Even a high-performing agent will fail if users do not adopt it. Successful deployment requires a phased approach: a pilot with AI-native power users to refine the product, a 10% beta to validate the MVP and retention metrics, and finally, general availability. Post-launch, expect to spend 60-70% of your time on change management—giving demos, building dashboards to track adoption, and securing executive sponsorship to drive usage. If only 20% of your organization has tried the tool, the problem is activation, not the technology.",[17,7206,7208],{"id":7207},"managing-the-collapsing-wow-factor","Managing the 'Collapsing Wow Factor'",[22,7210,7211],{},"AI-powered features quickly transition from 'magic' to 'baseline' expectations. Once users become accustomed to talking to their data, they will demand more sophisticated capabilities. To stay relevant, the product roadmap must evolve through three phases:",[7061,7213,7214,7220,7226],{},[48,7215,7216,7219],{},[51,7217,7218],{},"Data Democratization:"," Moving users away from manual dashboard dependencies.",[48,7221,7222,7225],{},[51,7223,7224],{},"Workflow Automation:"," Using agents to orchestrate tasks (e.g., monitoring inboxes, drafting responses, or updating CRM records).",[48,7227,7228,7231],{},[51,7229,7230],{},"Hyper-personalization:"," Enabling teams to build custom skills and tools that leverage living customer context.",[17,7233,7235],{"id":7234},"build-for-flexibility-not-perfection","Build for Flexibility, Not Perfection",[22,7237,7238],{},"Avoid the trap of shopping for the 'perfect' architecture. Technology in the AI space matures rapidly, and your initial architecture will likely be obsolete within months. Snowflake’s internal agent underwent significant rearchitecting—moving from simple agent instructions in a Google Doc to a complex system of semantic views, MCP connections, and skill libraries. Accept that 30-40% of your engineering effort will be spent rearchitecting to accommodate new capabilities. Finally, treat your logs as a gold mine; analyzing them allows you to identify feature gaps, improve quality in real-time, and automate the creation of sales enablement materials like battle cards.",{"title":77,"searchDepth":78,"depth":78,"links":7240},[7241,7242,7243,7244],{"id":7193,"depth":78,"text":7194},{"id":7200,"depth":78,"text":7201},{"id":7207,"depth":78,"text":7208},{"id":7234,"depth":78,"text":7235},[84],{"content_references":7247,"triage":7254},[7248,7251],{"type":96,"title":7249,"url":7250,"context":109},"Snowflake Cortex","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002F",{"type":96,"title":7252,"url":7253,"context":109},"Snowflake Co-work","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002Fco-work\u002F",{"relevance":113,"novelty":114,"quality":114,"actionability":114,"composite":115,"reasoning":7255},"Category: Product Strategy. The article provides actionable insights on deploying AI agents effectively, addressing key pain points like user trust and activation challenges. It emphasizes prioritizing quality interactions and offers a phased approach to deployment, which is directly applicable to product builders.","\u002Fsummaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary","2026-08-26 15:00:06","2026-08-27 03:11:58",{"title":7183,"description":77},{"loc":7256},"0e75516c4c8f45ac","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DrTdD-ttjCY","summaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary",[7265,130,129,131],"saas","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FDrTdD-ttjCY\u002Fhqdefault.jpg","Successfully deploying AI agents at scale requires prioritizing quality over coverage, aggressive change management, and a willingness to rearchitect as user expectations evolve.","This presentation outlines a pragmatic approach to deploying internal AI agents at scale, emphasizing that success depends more on rigorous change management and trust-building than on architectural perfection. The speaker argues for prioritizing high-accuracy answers over broad coverage to ensure early user retention, while warning that the \"wow factor\" of natural language querying fades quickly, necessitating a shift toward workflow automation.",[131],"jQ_-3ji9aKfdPS4YZOMjrtgVRtdpAP3LRHnleb4Ey-4",{"id":7272,"title":7273,"ai":7274,"body":7279,"categories":7335,"created_at":85,"date_modified":85,"description":77,"extension":86,"faq":85,"featured":87,"kicker_label":85,"meta":7336,"navigation":117,"path":7343,"published_at":7344,"question":85,"scraped_at":7345,"seo":7346,"sitemap":7347,"source_id":7348,"source_name":7349,"source_type":125,"source_url":7350,"stem":7351,"tags":7352,"thumbnail_url":7354,"tldr":7355,"tweet":7356,"unknown_tags":7357,"__hash__":7358},"summaries\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary.md","AI Agents: Why the Harness Matters More Than the Model",{"provider":7,"model":8,"input_tokens":7275,"output_tokens":7276,"processing_time_ms":7277,"cost_usd":7278},5246,692,3597,0.0023495,{"type":14,"value":7280,"toc":7330},[7281,7285,7292,7296,7299,7323,7327],[17,7282,7284],{"id":7283},"the-brain-vs-the-jar","The Brain vs. The Jar",[22,7286,7287,7288,7291],{},"AI models (like GPT-4 or Claude) are essentially 'brains in a jar.' While they are highly capable, they are inherently limited by their inability to interact with the outside world—they cannot natively run code, browse the web, or access files. The performance gap between AI products often isn't due to the underlying model, as benchmark scores between top labs have converged. Instead, the difference lies in the ",[51,7289,7290],{},"agentic harness",": the architectural wrapper that enables the model to act, remember, and iterate.",[17,7293,7295],{"id":7294},"the-three-pillars-of-the-agentic-harness","The Three Pillars of the Agentic Harness",[22,7297,7298],{},"To transform a static model into a functional agent, the harness must provide three critical capabilities:",[45,7300,7301,7307,7317],{},[48,7302,7303,7306],{},[51,7304,7305],{},"Tools:"," These allow the model to interface with the world. Beyond basic file I\u002FO, modern harnesses enable code execution in sandboxes, web browsing, and 'computer use' (controlling a cursor to operate software). The Model Context Protocol (MCP) is emerging as a standard to allow these tools to plug into various harnesses without custom rebuilds.",[48,7308,7309,7312,7313,7316],{},[51,7310,7311],{},"Memory:"," Because models have finite context windows that reset after a session, the harness must manage persistence. This includes loading instruction files (e.g., ",[7076,7314,7315],{},"agents.md",") to define project conventions, compacting context windows by summarizing past interactions, and implementing retrieval systems (semantic search or code indexing) to feed the model only the relevant data rather than the entire codebase.",[48,7318,7319,7322],{},[51,7320,7321],{},"Agentic Loops:"," This is the operational cycle where the model plans a step, the harness executes it, and the model observes the result. Sophisticated harnesses add a verification layer to this loop, such as running automated tests, taking screenshots of UI states, or using a secondary 'reviewer' model to ensure the agent stays on track during long-running tasks.",[17,7324,7326],{"id":7325},"the-fluid-future-of-ai-architecture","The Fluid Future of AI Architecture",[22,7328,7329],{},"It is a mistake to evaluate AI capability based solely on the model. A brilliant model can fail in a poorly designed harness, while a mid-tier model can perform exceptionally well in a robust one. The distinction between the two is becoming increasingly fluid: complex behaviors like long-horizon planning are being trained directly into models, while consistency and project-specific knowledge are increasingly managed by harness-level conventions. Builders should focus on optimizing the 'jar' as much as the 'brain' to achieve production-grade results.",{"title":77,"searchDepth":78,"depth":78,"links":7331},[7332,7333,7334],{"id":7283,"depth":78,"text":7284},{"id":7294,"depth":78,"text":7295},{"id":7325,"depth":78,"text":7326},[84],{"content_references":7337,"triage":7341},[7338],{"type":96,"title":7339,"url":7340,"context":109},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"relevance":113,"novelty":114,"quality":114,"actionability":114,"composite":115,"reasoning":7342},"Category: AI & LLMs. The article provides a deep dive into the concept of the 'agentic harness' which is crucial for building effective AI agents, addressing a key pain point for developers looking to integrate AI into their products. It outlines specific capabilities of the harness, such as tools, memory management, and operational loops, which are actionable insights for product builders.","\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary","2026-08-25 11:00:31","2026-08-26 03:09:58",{"title":7273,"description":77},{"loc":7343},"34d109b3ae5f0509","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZELPNFXJ4_o","summaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary",[129,7353,131,132],"automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZELPNFXJ4_o\u002Fhqdefault.jpg","AI system performance is driven by the 'agentic harness'—the tools, memory, and loops surrounding the model—rather than just the model itself. Distinguishing between the 'brain' (model) and the 'jar' (harness) is essential for building effective AI agents.","This video provides a conceptual breakdown of why AI performance often depends more on the \"agentic harness\"—the tools, memory, and loops wrapped around a model—than on the model itself. It is a high-level primer on how [AI models](https:\u002F\u002Fibm.biz\u002F~fAH1kt7jT) are integrated into functional systems.",[131,132],"PtVTsoTGi-qI9ZNh4s66ldbH7fWoQkYBn7wif1qsZ-o",{"id":7360,"title":7361,"ai":7362,"body":7367,"categories":7395,"created_at":85,"date_modified":85,"description":77,"extension":86,"faq":85,"featured":87,"kicker_label":85,"meta":7396,"navigation":117,"path":7415,"published_at":7416,"question":85,"scraped_at":7417,"seo":7418,"sitemap":7419,"source_id":7420,"source_name":7421,"source_type":7422,"source_url":7423,"stem":7424,"tags":7425,"thumbnail_url":85,"tldr":7426,"tweet":85,"unknown_tags":7427,"__hash__":7428},"summaries\u002Fsummaries\u002Fa8a77e4504265570-openai-s-shift-to-agentic-workflows-for-non-engine-summary.md","OpenAI's Shift to Agentic Workflows for Non-Engineers",{"provider":7,"model":8,"input_tokens":7363,"output_tokens":7364,"processing_time_ms":7365,"cost_usd":7366},9055,804,4260,0.00346975,{"type":14,"value":7368,"toc":7390},[7369,7373,7376,7380,7383,7387],[17,7370,7372],{"id":7371},"the-evolution-of-ai-harnesses","The Evolution of AI Harnesses",[22,7374,7375],{},"OpenAI is transitioning from simple chat interfaces to \"agentic\" workflows via ChatGPT Work. The core engineering challenge lies in the \"harness\"—the software layer that connects an LLM to external tools (email, Slack, Notion, Figma). While software engineers have long used CLI-based agents for coding, OpenAI is now building graphical, intuitive interfaces to bring this capability to non-technical professionals. The design philosophy currently balances \"magic box\" simplicity with necessary UI elements (buttons\u002Fplugins) to aid discoverability, acknowledging that users are not yet ready for fully autonomous, invisible AI agents.",[17,7377,7379],{"id":7378},"the-challenge-of-non-technical-workflows","The Challenge of Non-Technical Workflows",[22,7381,7382],{},"Unlike coding, where success is binary (the code works or it doesn't), knowledge work—such as business strategy, sales, or communications—is nuanced and harder to evaluate. OpenAI is using its internal \"GDPVal\" benchmark, which tests models across 44 occupations, to refine these agents. A significant hurdle is the \"messy world\" of legacy software and non-digitized decision-making processes. Because these workflows are less structured than code, the agents require more user-in-the-loop interaction to avoid errors. OpenAI engineers emphasize that the goal of harness design is to provide the model with just enough context to act, betting that as models improve, the need for complex, hard-coded \"if-then\" logic will diminish.",[17,7384,7386],{"id":7385},"competitive-dynamics-and-economic-sustainability","Competitive Dynamics and Economic Sustainability",[22,7388,7389],{},"OpenAI faces stiff competition from Anthropic’s Claude, which gained early traction by prioritizing a back-and-forth, collaborative interaction style over OpenAI’s initial \"AGI-pilled\" approach of letting the model attempt full autonomy. While OpenAI is catching up in adoption, the industry remains divided on whether model-specific harnesses or model-agnostic tools (like those used by Harvey or Clay) will win. Furthermore, the economic model remains a challenge: agentic tasks are token-intensive, often costing significantly more than the $20\u002Fmonth subscription fee. OpenAI is banking on rapid improvements in model efficiency and price reductions to make these high-utility agents commercially viable at scale.",{"title":77,"searchDepth":78,"depth":78,"links":7391},[7392,7393,7394],{"id":7371,"depth":78,"text":7372},{"id":7378,"depth":78,"text":7379},{"id":7385,"depth":78,"text":7386},[84],{"content_references":7397,"triage":7411},[7398,7402,7406,7407,7409],{"type":7399,"title":7400,"author":7401,"context":109},"book","Rocket Billionaires: Elon Musk, Jeff Bezos and the New Space Race","Tim Fernholz",{"type":102,"title":7403,"author":7404,"url":7405,"context":94},"The Bitter Lesson","Rich Sutton","http:\u002F\u002Fwww.incompleteideas.net\u002FIncIdeas\u002FBitterLesson.html",{"type":96,"title":7154,"context":109},{"type":96,"title":7408,"context":109},"Composio",{"type":96,"title":7410,"context":109},"Databricks",{"relevance":113,"novelty":114,"quality":114,"actionability":7412,"composite":7413,"reasoning":7414},3,4.15,"Category: AI & LLMs. The article discusses OpenAI's shift to agentic workflows, which directly relates to AI automation and product strategy, addressing the audience's interest in practical applications of AI in non-technical workflows. It provides insights into the challenges and design philosophies behind these new tools, although it lacks specific actionable steps for implementation.","\u002Fsummaries\u002Fa8a77e4504265570-openai-s-shift-to-agentic-workflows-for-non-engine-summary","2026-08-24 15:00:00","2026-08-25 03:09:45",{"title":7361,"description":77},{"loc":7415},"a8a77e4504265570","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F24\u002Fopenai-is-building-an-ai-agent-for-everything-will-everyone-use-them\u002F","summaries\u002Fa8a77e4504265570-openai-s-shift-to-agentic-workflows-for-non-engine-summary",[129,7353,130,131],"OpenAI is expanding beyond coding tools with 'ChatGPT Work,' an agentic platform designed to automate complex, multi-step tasks across common business software, aiming to move AI from simple Q&A to autonomous project execution.",[131],"wiJAERivha7G3WzLFDMOxsJdxnla5qe7cAufWQRgfC8"]