[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a8a77e4504265570-openai-s-shift-to-agentic-workflows-for-non-engine-summary":3,"summaries-facets-categories":96,"summary-related-a8a77e4504265570-openai-s-shift-to-agentic-workflows-for-non-engine-summary":7000},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":77,"path":78,"published_at":79,"question":48,"scraped_at":80,"seo":81,"sitemap":82,"source_id":83,"source_name":84,"source_type":85,"source_url":86,"stem":87,"tags":88,"thumbnail_url":48,"tldr":93,"tweet":48,"unknown_tags":94,"__hash__":95},"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":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",9055,804,4260,0.00346975,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"the-evolution-of-ai-harnesses","The Evolution of AI Harnesses",[22,23,24],"p",{},"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.",[17,26,28],{"id":27},"the-challenge-of-non-technical-workflows","The Challenge of Non-Technical Workflows",[22,30,31],{},"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.",[17,33,35],{"id":34},"competitive-dynamics-and-economic-sustainability","Competitive Dynamics and Economic Sustainability",[22,37,38],{},"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":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":71},[53,58,64,67,69],{"type":54,"title":55,"author":56,"context":57},"book","Rocket Billionaires: Elon Musk, Jeff Bezos and the New Space Race","Tim Fernholz","mentioned",{"type":59,"title":60,"author":61,"url":62,"context":63},"other","The Bitter Lesson","Rich Sutton","http:\u002F\u002Fwww.incompleteideas.net\u002FIncIdeas\u002FBitterLesson.html","cited",{"type":65,"title":66,"context":57},"tool","Claude Code",{"type":65,"title":68,"context":57},"Composio",{"type":65,"title":70,"context":57},"Databricks",{"relevance":72,"novelty":73,"quality":73,"actionability":74,"composite":75,"reasoning":76},5,4,3,4.15,"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.",true,"\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":5,"description":40},{"loc":78},"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",[89,90,91,92],"llm","automation","product-strategy","ai-agents","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.",[92],"wiJAERivha7G3WzLFDMOxsJdxnla5qe7cAufWQRgfC8",[97,99,102,104,107,109,112,115,117,119,121,123,126,128,130,132,134,137,139,141,143,145,148,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,200,202,204,206,208,210,212,214,216,218,220,222,224,226,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,270,272,274,276,278,280,282,284,286,288,290,292,294,296,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,364,366,368,370,372,374,376,378,380,382,384,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,420,422,424,426,428,430,432,434,436,438,440,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,502,504,506,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,548,550,552,554,556,558,560,562,564,566,568,570,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,860,862,864,866,868,871,873,875,877,879,881,883,885,887,889,891,893,895,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998],{"categories":98},[47],{"categories":100},[101],"Developer Productivity",{"categories":103},[47],{"categories":105},[106],"Business & SaaS",{"categories":108},[47],{"categories":110},[111],"AI Automation",{"categories":113},[114],"Product Strategy",{"categories":116},[111],{"categories":118},[47],{"categories":120},[101],{"categories":122},[111],{"categories":124},[125],"Software Engineering",{"categories":127},[47],{"categories":129},[106],{"categories":131},[],{"categories":133},[47],{"categories":135},[136],"Inference & Serving",{"categories":138},[47],{"categories":140},[47],{"categories":142},[111],{"categories":144},[],{"categories":146},[147],"AI News & Trends",{"categories":149},[150],"Data Science & Visualization",{"categories":152},[111],{"categories":154},[47],{"categories":156},[47],{"categories":158},[106],{"categories":160},[101],{"categories":162},[47],{"categories":164},[111],{"categories":166},[147],{"categories":168},[47],{"categories":170},[111],{"categories":172},[111],{"categories":174},[47],{"categories":176},[47],{"categories":178},[111],{"categories":180},[47],{"categories":182},[47],{"categories":184},[47],{"categories":186},[111],{"categories":188},[147],{"categories":190},[47],{"categories":192},[47],{"categories":194},[47],{"categories":196},[],{"categories":198},[199],"Design & Frontend",{"categories":201},[150],{"categories":203},[147],{"categories":205},[47],{"categories":207},[47],{"categories":209},[47],{"categories":211},[],{"categories":213},[47],{"categories":215},[47],{"categories":217},[111],{"categories":219},[125],{"categories":221},[47],{"categories":223},[111],{"categories":225},[47],{"categories":227},[228],"Marketing & Growth",{"categories":230},[199],{"categories":232},[47],{"categories":234},[111],{"categories":236},[47],{"categories":238},[47],{"categories":240},[125],{"categories":242},[47],{"categories":244},[],{"categories":246},[],{"categories":248},[199],{"categories":250},[47],{"categories":252},[111],{"categories":254},[101],{"categories":256},[125],{"categories":258},[111],{"categories":260},[199],{"categories":262},[114],{"categories":264},[47],{"categories":266},[125],{"categories":268},[269],"DevOps & Cloud",{"categories":271},[111],{"categories":273},[114],{"categories":275},[147],{"categories":277},[47],{"categories":279},[],{"categories":281},[47],{"categories":283},[47],{"categories":285},[],{"categories":287},[111],{"categories":289},[125],{"categories":291},[],{"categories":293},[125],{"categories":295},[47],{"categories":297},[298],"Governance & Standards",{"categories":300},[106],{"categories":302},[],{"categories":304},[],{"categories":306},[47],{"categories":308},[47],{"categories":310},[111],{"categories":312},[47],{"categories":314},[47],{"categories":316},[111],{"categories":318},[47],{"categories":320},[47],{"categories":322},[47],{"categories":324},[],{"categories":326},[125],{"categories":328},[],{"categories":330},[],{"categories":332},[47],{"categories":334},[125],{"categories":336},[],{"categories":338},[125],{"categories":340},[47],{"categories":342},[47],{"categories":344},[228],{"categories":346},[47],{"categories":348},[47],{"categories":350},[47],{"categories":352},[199],{"categories":354},[199],{"categories":356},[47],{"categories":358},[125],{"categories":360},[111],{"categories":362},[363],"GovTech & Public-Sector Adoption",{"categories":365},[125],{"categories":367},[47],{"categories":369},[47],{"categories":371},[47],{"categories":373},[111],{"categories":375},[111],{"categories":377},[150],{"categories":379},[47],{"categories":381},[147],{"categories":383},[111],{"categories":385},[386],"Legal AI Tools",{"categories":388},[47],{"categories":390},[111],{"categories":392},[47],{"categories":394},[228],{"categories":396},[111],{"categories":398},[114],{"categories":400},[47],{"categories":402},[125],{"categories":404},[363],{"categories":406},[],{"categories":408},[111],{"categories":410},[],{"categories":412},[106],{"categories":414},[111],{"categories":416},[111],{"categories":418},[419],"RAG & Retrieval",{"categories":421},[106],{"categories":423},[47],{"categories":425},[125],{"categories":427},[125],{"categories":429},[269],{"categories":431},[199],{"categories":433},[111],{"categories":435},[47],{"categories":437},[47],{"categories":439},[],{"categories":441},[442],"Agents & Orchestration",{"categories":444},[125],{"categories":446},[47],{"categories":448},[],{"categories":450},[111],{"categories":452},[106],{"categories":454},[],{"categories":456},[47],{"categories":458},[],{"categories":460},[47],{"categories":462},[101],{"categories":464},[125],{"categories":466},[106],{"categories":468},[47],{"categories":470},[111],{"categories":472},[47],{"categories":474},[147],{"categories":476},[47],{"categories":478},[],{"categories":480},[47],{"categories":482},[],{"categories":484},[47],{"categories":486},[125],{"categories":488},[47],{"categories":490},[111],{"categories":492},[150],{"categories":494},[],{"categories":496},[47],{"categories":498},[199],{"categories":500},[501],"Models & Frontier Labs",{"categories":503},[],{"categories":505},[199],{"categories":507},[508],"Regulation & Governance of AI",{"categories":510},[114],{"categories":512},[111],{"categories":514},[],{"categories":516},[47],{"categories":518},[47],{"categories":520},[111],{"categories":522},[111],{"categories":524},[147],{"categories":526},[47],{"categories":528},[106],{"categories":530},[47],{"categories":532},[111],{"categories":534},[],{"categories":536},[125],{"categories":538},[111],{"categories":540},[47],{"categories":542},[114],{"categories":544},[47],{"categories":546},[547],"AI Policy & Regulation",{"categories":549},[],{"categories":551},[47],{"categories":553},[111],{"categories":555},[114],{"categories":557},[111],{"categories":559},[47],{"categories":561},[47],{"categories":563},[47],{"categories":565},[111],{"categories":567},[],{"categories":569},[150],{"categories":571},[572],"Evals & Reliability",{"categories":574},[47],{"categories":576},[47],{"categories":578},[],{"categories":580},[101],{"categories":582},[363],{"categories":584},[547],{"categories":586},[47],{"categories":588},[106],{"categories":590},[47],{"categories":592},[111],{"categories":594},[47],{"categories":596},[111],{"categories":598},[442],{"categories":600},[47],{"categories":602},[125],{"categories":604},[47],{"categories":606},[],{"categories":608},[199],{"categories":610},[],{"categories":612},[47],{"categories":614},[363],{"categories":616},[47],{"categories":618},[47],{"categories":620},[47],{"categories":622},[],{"categories":624},[47],{"categories":626},[199],{"categories":628},[125],{"categories":630},[],{"categories":632},[47],{"categories":634},[],{"categories":636},[111],{"categories":638},[47],{"categories":640},[199],{"categories":642},[],{"categories":644},[47],{"categories":646},[47],{"categories":648},[150],{"categories":650},[111],{"categories":652},[47],{"categories":654},[106],{"categories":656},[111],{"categories":658},[47],{"categories":660},[47],{"categories":662},[125],{"categories":664},[199],{"categories":666},[47],{"categories":668},[111],{"categories":670},[],{"categories":672},[125],{"categories":674},[111],{"categories":676},[150],{"categories":678},[],{"categories":680},[47],{"categories":682},[147],{"categories":684},[47],{"categories":686},[],{"categories":688},[47],{"categories":690},[47],{"categories":692},[47],{"categories":694},[106,228],{"categories":696},[],{"categories":698},[125],{"categories":700},[47],{"categories":702},[47],{"categories":704},[111],{"categories":706},[47],{"categories":708},[],{"categories":710},[],{"categories":712},[47],{"categories":714},[199],{"categories":716},[47],{"categories":718},[],{"categories":720},[47],{"categories":722},[269],{"categories":724},[],{"categories":726},[111],{"categories":728},[147],{"categories":730},[47],{"categories":732},[47],{"categories":734},[199],{"categories":736},[],{"categories":738},[147],{"categories":740},[47],{"categories":742},[136],{"categories":744},[47],{"categories":746},[47],{"categories":748},[111],{"categories":750},[147],{"categories":752},[501],{"categories":754},[47],{"categories":756},[228],{"categories":758},[],{"categories":760},[111],{"categories":762},[106],{"categories":764},[125],{"categories":766},[47],{"categories":768},[111],{"categories":770},[],{"categories":772},[47,269],{"categories":774},[47],{"categories":776},[47],{"categories":778},[47],{"categories":780},[111],{"categories":782},[47,125],{"categories":784},[150],{"categories":786},[47],{"categories":788},[47],{"categories":790},[47],{"categories":792},[125],{"categories":794},[47],{"categories":796},[111],{"categories":798},[111],{"categories":800},[547],{"categories":802},[228],{"categories":804},[47],{"categories":806},[111],{"categories":808},[47],{"categories":810},[47],{"categories":812},[111],{"categories":814},[],{"categories":816},[111],{"categories":818},[47],{"categories":820},[47],{"categories":822},[111],{"categories":824},[47],{"categories":826},[47,106],{"categories":828},[47],{"categories":830},[106],{"categories":832},[],{"categories":834},[199],{"categories":836},[199],{"categories":838},[47],{"categories":840},[],{"categories":842},[],{"categories":844},[47],{"categories":846},[147],{"categories":848},[],{"categories":850},[101],{"categories":852},[47],{"categories":854},[125],{"categories":856},[47],{"categories":858},[859],"Generative UI & Design-to-Code",{"categories":861},[47],{"categories":863},[47],{"categories":865},[199],{"categories":867},[47],{"categories":869},[870],"Algorithmic Accountability",{"categories":872},[111],{"categories":874},[125],{"categories":876},[147],{"categories":878},[199],{"categories":880},[47],{"categories":882},[],{"categories":884},[114],{"categories":886},[47],{"categories":888},[47],{"categories":890},[47],{"categories":892},[47],{"categories":894},[111],{"categories":896},[897],"MLOps & Infrastructure",{"categories":899},[47],{"categories":901},[47],{"categories":903},[47],{"categories":905},[47],{"categories":907},[47],{"categories":909},[125],{"categories":911},[147],{"categories":913},[47],{"categories":915},[114],{"categories":917},[101],{"categories":919},[47],{"categories":921},[111],{"categories":923},[269],{"categories":925},[47],{"categories":927},[106],{"categories":929},[47],{"categories":931},[199],{"categories":933},[47],{"categories":935},[47],{"categories":937},[111],{"categories":939},[],{"categories":941},[],{"categories":943},[47],{"categories":945},[136],{"categories":947},[199],{"categories":949},[147],{"categories":951},[150],{"categories":953},[],{"categories":955},[47],{"categories":957},[47],{"categories":959},[106],{"categories":961},[111],{"categories":963},[47],{"categories":965},[47],{"categories":967},[47],{"categories":969},[47],{"categories":971},[147],{"categories":973},[136],{"categories":975},[47],{"categories":977},[199],{"categories":979},[47],{"categories":981},[],{"categories":983},[111],{"categories":985},[125],{"categories":987},[],{"categories":989},[47],{"categories":991},[47],{"categories":993},[111],{"categories":995},[125],{"categories":997},[47],{"categories":999},[150],{"categories":1001},[199],{"categories":1003},[],{"categories":1005},[47],{"categories":1007},[],{"categories":1009},[47],{"categories":1011},[],{"categories":1013},[47],{"categories":1015},[47],{"categories":1017},[114],{"categories":1019},[106],{"categories":1021},[111],{"categories":1023},[111],{"categories":1025},[],{"categories":1027},[47],{"categories":1029},[101],{"categories":1031},[47],{"categories":1033},[47],{"categories":1035},[106],{"categories":1037},[147],{"categories":1039},[101],{"categories":1041},[],{"categories":1043},[47],{"categories":1045},[],{"categories":1047},[47],{"categories":1049},[],{"categories":1051},[147],{"categories":1053},[147],{"categories":1055},[],{"categories":1057},[442],{"categories":1059},[47],{"categories":1061},[199],{"categories":1063},[125],{"categories":1065},[],{"categories":1067},[386],{"categories":1069},[111],{"categories":1071},[106],{"categories":1073},[],{"categories":1075},[],{"categories":1077},[101],{"categories":1079},[150],{"categories":1081},[],{"categories":1083},[228],{"categories":1085},[111],{"categories":1087},[106],{"categories":1089},[111],{"categories":1091},[47],{"categories":1093},[106],{"categories":1095},[47],{"categories":1097},[125],{"categories":1099},[],{"categories":1101},[136],{"categories":1103},[114],{"categories":1105},[47],{"categories":1107},[199],{"categories":1109},[125],{"categories":1111},[106],{"categories":1113},[47],{"categories":1115},[125],{"categories":1117},[47],{"categories":1119},[111],{"categories":1121},[106],{"categories":1123},[47],{"categories":1125},[47],{"categories":1127},[47],{"categories":1129},[47],{"categories":1131},[47],{"categories":1133},[],{"categories":1135},[],{"categories":1137},[125],{"categories":1139},[150],{"categories":1141},[114],{"categories":1143},[47],{"categories":1145},[111],{"categories":1147},[125],{"categories":1149},[125],{"categories":1151},[47],{"categories":1153},[],{"categories":1155},[147],{"categories":1157},[114],{"categories":1159},[114],{"categories":1161},[125],{"categories":1163},[47],{"categories":1165},[572],{"categories":1167},[269],{"categories":1169},[],{"categories":1171},[111],{"categories":1173},[47],{"categories":1175},[],{"categories":1177},[101],{"categories":1179},[],{"categories":1181},[47],{"categories":1183},[47],{"categories":1185},[47],{"categories":1187},[199],{"categories":1189},[228],{"categories":1191},[47],{"categories":1193},[125],{"categories":1195},[47],{"categories":1197},[111],{"categories":1199},[],{"categories":1201},[125],{"categories":1203},[47],{"categories":1205},[101],{"categories":1207},[],{"categories":1209},[106],{"categories":1211},[47],{"categories":1213},[47],{"categories":1215},[147],{"categories":1217},[47,269],{"categories":1219},[47],{"categories":1221},[1222],"Design Systems for AI",{"categories":1224},[47],{"categories":1226},[47],{"categories":1228},[147],{"categories":1230},[47],{"categories":1232},[47],{"categories":1234},[47],{"categories":1236},[106],{"categories":1238},[47],{"categories":1240},[47],{"categories":1242},[47],{"categories":1244},[],{"categories":1246},[47],{"categories":1248},[47],{"categories":1250},[106],{"categories":1252},[47],{"categories":1254},[],{"categories":1256},[111],{"categories":1258},[111],{"categories":1260},[125],{"categories":1262},[147],{"categories":1264},[125],{"categories":1266},[47],{"categories":1268},[199],{"categories":1270},[147],{"categories":1272},[150],{"categories":1274},[47],{"categories":1276},[47],{"categories":1278},[111],{"categories":1280},[101],{"categories":1282},[547],{"categories":1284},[47],{"categories":1286},[111],{"categories":1288},[47],{"categories":1290},[125],{"categories":1292},[125],{"categories":1294},[],{"categories":1296},[],{"categories":1298},[47],{"categories":1300},[111],{"categories":1302},[114],{"categories":1304},[],{"categories":1306},[106],{"categories":1308},[47],{"categories":1310},[],{"categories":1312},[199],{"categories":1314},[125],{"categories":1316},[111],{"categories":1318},[125],{"categories":1320},[199],{"categories":1322},[47],{"categories":1324},[47],{"categories":1326},[199],{"categories":1328},[],{"categories":1330},[],{"categories":1332},[147],{"categories":1334},[111],{"categories":1336},[111],{"categories":1338},[47],{"categories":1340},[47],{"categories":1342},[47],{"categories":1344},[47],{"categories":1346},[106],{"categories":1348},[47],{"categories":1350},[47],{"categories":1352},[],{"categories":1354},[125],{"categories":1356},[125],{"categories":1358},[47],{"categories":1360},[125],{"categories":1362},[106],{"categories":1364},[],{"categories":1366},[47],{"categories":1368},[47],{"categories":1370},[47],{"categories":1372},[47],{"categories":1374},[47],{"categories":1376},[111],{"categories":1378},[101],{"categories":1380},[106],{"categories":1382},[47],{"categories":1384},[111],{"categories":1386},[147],{"categories":1388},[111],{"categories":1390},[136],{"categories":1392},[228],{"categories":1394},[47],{"categories":1396},[111],{"categories":1398},[47],{"categories":1400},[47],{"categories":1402},[47],{"categories":1404},[],{"categories":1406},[199],{"categories":1408},[],{"categories":1410},[47],{"categories":1412},[47],{"categories":1414},[],{"categories":1416},[47],{"categories":1418},[125],{"categories":1420},[106],{"categories":1422},[1423],"Visual & Generative Media",{"categories":1425},[111],{"categories":1427},[],{"categories":1429},[47],{"categories":1431},[47],{"categories":1433},[125],{"categories":1435},[269],{"categories":1437},[47],{"categories":1439},[150],{"categories":1441},[547],{"categories":1443},[125],{"categories":1445},[228],{"categories":1447},[47],{"categories":1449},[199],{"categories":1451},[47],{"categories":1453},[47],{"categories":1455},[125],{"categories":1457},[111],{"categories":1459},[47],{"categories":1461},[],{"categories":1463},[],{"categories":1465},[111],{"categories":1467},[125],{"categories":1469},[101],{"categories":1471},[111],{"categories":1473},[501],{"categories":1475},[47],{"categories":1477},[114],{"categories":1479},[47],{"categories":1481},[106],{"categories":1483},[],{"categories":1485},[47],{"categories":1487},[114],{"categories":1489},[47],{"categories":1491},[47],{"categories":1493},[47],{"categories":1495},[114],{"categories":1497},[47],{"categories":1499},[47],{"categories":1501},[228],{"categories":1503},[47],{"categories":1505},[442],{"categories":1507},[47],{"categories":1509},[111],{"categories":1511},[47],{"categories":1513},[47],{"categories":1515},[47],{"categories":1517},[47],{"categories":1519},[199],{"categories":1521},[111],{"categories":1523},[],{"categories":1525},[111],{"categories":1527},[],{"categories":1529},[269],{"categories":1531},[125],{"categories":1533},[],{"categories":1535},[501],{"categories":1537},[47],{"categories":1539},[111],{"categories":1541},[111],{"categories":1543},[47],{"categories":1545},[199,47],{"categories":1547},[101],{"categories":1549},[47],{"categories":1551},[199],{"categories":1553},[],{"categories":1555},[47],{"categories":1557},[101],{"categories":1559},[47],{"categories":1561},[1562],"Medical Imaging & Radiology",{"categories":1564},[47],{"categories":1566},[47],{"categories":1568},[47],{"categories":1570},[199],{"categories":1572},[111],{"categories":1574},[125],{"categories":1576},[],{"categories":1578},[47],{"categories":1580},[47],{"categories":1582},[47],{"categories":1584},[],{"categories":1586},[],{"categories":1588},[47],{"categories":1590},[47],{"categories":1592},[442],{"categories":1594},[47],{"categories":1596},[101],{"categories":1598},[47],{"categories":1600},[47],{"categories":1602},[],{"categories":1604},[111],{"categories":1606},[47],{"categories":1608},[114],{"categories":1610},[125],{"categories":1612},[47],{"categories":1614},[111],{"categories":1616},[442],{"categories":1618},[47],{"categories":1620},[111],{"categories":1622},[47],{"categories":1624},[47],{"categories":1626},[47],{"categories":1628},[199],{"categories":1630},[111],{"categories":1632},[269],{"categories":1634},[199],{"categories":1636},[106],{"categories":1638},[111],{"categories":1640},[147],{"categories":1642},[47],{"categories":1644},[47],{"categories":1646},[114],{"categories":1648},[47],{"categories":1650},[47],{"categories":1652},[47],{"categories":1654},[47],{"categories":1656},[111],{"categories":1658},[47],{"categories":1660},[125],{"categories":1662},[125],{"categories":1664},[47],{"categories":1666},[114],{"categories":1668},[],{"categories":1670},[147],{"categories":1672},[],{"categories":1674},[114],{"categories":1676},[111],{"categories":1678},[47],{"categories":1680},[111],{"categories":1682},[1222],{"categories":1684},[1222],{"categories":1686},[199],{"categories":1688},[47],{"categories":1690},[47],{"categories":1692},[47],{"categories":1694},[111],{"categories":1696},[125],{"categories":1698},[199],{"categories":1700},[111],{"categories":1702},[147],{"categories":1704},[],{"categories":1706},[47],{"categories":1708},[],{"categories":1710},[47],{"categories":1712},[47],{"categories":1714},[47],{"categories":1716},[47],{"categories":1718},[111],{"categories":1720},[1721],"Contract Review & E-Discovery",{"categories":1723},[47],{"categories":1725},[199],{"categories":1727},[47],{"categories":1729},[101],{"categories":1731},[47],{"categories":1733},[147],{"categories":1735},[47],{"categories":1737},[47],{"categories":1739},[228],{"categories":1741},[125],{"categories":1743},[47],{"categories":1745},[47],{"categories":1747},[111],{"categories":1749},[111],{"categories":1751},[870],{"categories":1753},[47],{"categories":1755},[47],{"categories":1757},[111],{"categories":1759},[111],{"categories":1761},[47],{"categories":1763},[47],{"categories":1765},[47],{"categories":1767},[111],{"categories":1769},[47],{"categories":1771},[47],{"categories":1773},[442],{"categories":1775},[419],{"categories":1777},[47],{"categories":1779},[111],{"categories":1781},[47],{"categories":1783},[1784],"Law-Firm Practice & Adoption",{"categories":1786},[47],{"categories":1788},[111],{"categories":1790},[199],{"categories":1792},[47],{"categories":1794},[47],{"categories":1796},[47],{"categories":1798},[],{"categories":1800},[],{"categories":1802},[125],{"categories":1804},[47],{"categories":1806},[],{"categories":1808},[111],{"categories":1810},[101],{"categories":1812},[269],{"categories":1814},[47],{"categories":1816},[],{"categories":1818},[101],{"categories":1820},[106],{"categories":1822},[47],{"categories":1824},[228],{"categories":1826},[],{"categories":1828},[106],{"categories":1830},[111],{"categories":1832},[106],{"categories":1834},[],{"categories":1836},[47],{"categories":1838},[114],{"categories":1840},[47],{"categories":1842},[125],{"categories":1844},[],{"categories":1846},[],{"categories":1848},[],{"categories":1850},[],{"categories":1852},[47],{"categories":1854},[114],{"categories":1856},[111],{"categories":1858},[269],{"categories":1860},[47],{"categories":1862},[101],{"categories":1864},[125],{"categories":1866},[47],{"categories":1868},[47],{"categories":1870},[125],{"categories":1872},[114],{"categories":1874},[47],{"categories":1876},[47],{"categories":1878},[47],{"categories":1880},[897],{"categories":1882},[47],{"categories":1884},[125],{"categories":1886},[47],{"categories":1888},[228],{"categories":1890},[125],{"categories":1892},[106],{"categories":1894},[47],{"categories":1896},[47],{"categories":1898},[47],{"categories":1900},[199],{"categories":1902},[47],{"categories":1904},[47],{"categories":1906},[47],{"categories":1908},[47],{"categories":1910},[106],{"categories":1912},[111],{"categories":1914},[47,101],{"categories":1916},[442],{"categories":1918},[47],{"categories":1920},[47],{"categories":1922},[125],{"categories":1924},[125],{"categories":1926},[199],{"categories":1928},[111],{"categories":1930},[111],{"categories":1932},[125],{"categories":1934},[47],{"categories":1936},[47],{"categories":1938},[47],{"categories":1940},[],{"categories":1942},[],{"categories":1944},[47],{"categories":1946},[150],{"categories":1948},[47],{"categories":1950},[111],{"categories":1952},[],{"categories":1954},[47],{"categories":1956},[47],{"categories":1958},[125],{"categories":1960},[150],{"categories":1962},[147],{"categories":1964},[199],{"categories":1966},[47],{"categories":1968},[111],{"categories":1970},[47],{"categories":1972},[125],{"categories":1974},[],{"categories":1976},[111],{"categories":1978},[47],{"categories":1980},[47],{"categories":1982},[47],{"categories":1984},[47],{"categories":1986},[],{"categories":1988},[111],{"categories":1990},[47],{"categories":1992},[47],{"categories":1994},[47],{"categories":1996},[],{"categories":1998},[111],{"categories":2000},[47],{"categories":2002},[47],{"categories":2004},[106],{"categories":2006},[47],{"categories":2008},[47],{"categories":2010},[],{"categories":2012},[101],{"categories":2014},[47],{"categories":2016},[47],{"categories":2018},[47],{"categories":2020},[199],{"categories":2022},[47],{"categories":2024},[125],{"categories":2026},[47],{"categories":2028},[101],{"categories":2030},[47],{"categories":2032},[125],{"categories":2034},[228],{"categories":2036},[111],{"categories":2038},[111],{"categories":2040},[47],{"categories":2042},[47],{"categories":2044},[47,199],{"categories":2046},[47],{"categories":2048},[111],{"categories":2050},[147],{"categories":2052},[47],{"categories":2054},[147],{"categories":2056},[111],{"categories":2058},[199],{"categories":2060},[47],{"categories":2062},[],{"categories":2064},[125],{"categories":2066},[269],{"categories":2068},[199],{"categories":2070},[125],{"categories":2072},[47],{"categories":2074},[114],{"categories":2076},[47],{"categories":2078},[47],{"categories":2080},[111],{"categories":2082},[],{"categories":2084},[],{"categories":2086},[47],{"categories":2088},[],{"categories":2090},[],{"categories":2092},[114],{"categories":2094},[125],{"categories":2096},[47],{"categories":2098},[111],{"categories":2100},[111],{"categories":2102},[106],{"categories":2104},[111],{"categories":2106},[269],{"categories":2108},[47],{"categories":2110},[47],{"categories":2112},[47],{"categories":2114},[136],{"categories":2116},[47],{"categories":2118},[47],{"categories":2120},[47],{"categories":2122},[125],{"categories":2124},[111],{"categories":2126},[47],{"categories":2128},[47],{"categories":2130},[125],{"categories":2132},[386],{"categories":2134},[111],{"categories":2136},[870],{"categories":2138},[],{"categories":2140},[199],{"categories":2142},[1784],{"categories":2144},[125],{"categories":2146},[],{"categories":2148},[],{"categories":2150},[47],{"categories":2152},[111],{"categories":2154},[],{"categories":2156},[],{"categories":2158},[47],{"categories":2160},[228],{"categories":2162},[47],{"categories":2164},[228],{"categories":2166},[111],{"categories":2168},[47],{"categories":2170},[47],{"categories":2172},[125],{"categories":2174},[114],{"categories":2176},[],{"categories":2178},[47],{"categories":2180},[47],{"categories":2182},[125],{"categories":2184},[1721],{"categories":2186},[199],{"categories":2188},[199],{"categories":2190},[47],{"categories":2192},[111],{"categories":2194},[101],{"categories":2196},[47],{"categories":2198},[47],{"categories":2200},[47],{"categories":2202},[47],{"categories":2204},[199],{"categories":2206},[199],{"categories":2208},[111],{"categories":2210},[111],{"categories":2212},[111],{"categories":2214},[47],{"categories":2216},[47],{"categories":2218},[],{"categories":2220},[47],{"categories":2222},[],{"categories":2224},[2225],"Interaction & Product Design",{"categories":2227},[47],{"categories":2229},[111],{"categories":2231},[125],{"categories":2233},[298],{"categories":2235},[147],{"categories":2237},[125],{"categories":2239},[47],{"categories":2241},[47],{"categories":2243},[47],{"categories":2245},[125],{"categories":2247},[47],{"categories":2249},[101],{"categories":2251},[111],{"categories":2253},[47],{"categories":2255},[],{"categories":2257},[111],{"categories":2259},[111],{"categories":2261},[111],{"categories":2263},[],{"categories":2265},[125],{"categories":2267},[47],{"categories":2269},[111],{"categories":2271},[101],{"categories":2273},[2225],{"categories":2275},[47],{"categories":2277},[101],{"categories":2279},[101],{"categories":2281},[],{"categories":2283},[111],{"categories":2285},[125],{"categories":2287},[],{"categories":2289},[111],{"categories":2291},[147],{"categories":2293},[47],{"categories":2295},[111],{"categories":2297},[47],{"categories":2299},[111],{"categories":2301},[111],{"categories":2303},[47],{"categories":2305},[47],{"categories":2307},[147],{"categories":2309},[150],{"categories":2311},[47],{"categories":2313},[114],{"categories":2315},[125],{"categories":2317},[2318],"Coding Agents & Dev Productivity",{"categories":2320},[147],{"categories":2322},[199],{"categories":2324},[47],{"categories":2326},[47],{"categories":2328},[],{"categories":2330},[47],{"categories":2332},[870],{"categories":2334},[],{"categories":2336},[47],{"categories":2338},[47],{"categories":2340},[269],{"categories":2342},[47],{"categories":2344},[147],{"categories":2346},[],{"categories":2348},[],{"categories":2350},[47],{"categories":2352},[],{"categories":2354},[111],{"categories":2356},[47],{"categories":2358},[],{"categories":2360},[125],{"categories":2362},[125],{"categories":2364},[47],{"categories":2366},[150],{"categories":2368},[],{"categories":2370},[47],{"categories":2372},[47],{"categories":2374},[47],{"categories":2376},[150],{"categories":2378},[125],{"categories":2380},[111],{"categories":2382},[],{"categories":2384},[],{"categories":2386},[47],{"categories":2388},[47],{"categories":2390},[111],{"categories":2392},[111],{"categories":2394},[363],{"categories":2396},[125],{"categories":2398},[125],{"categories":2400},[111],{"categories":2402},[147],{"categories":2404},[147],{"categories":2406},[111],{"categories":2408},[111],{"categories":2410},[47],{"categories":2412},[101],{"categories":2414},[2225],{"categories":2416},[114],{"categories":2418},[47,269],{"categories":2420},[150],{"categories":2422},[],{"categories":2424},[199],{"categories":2426},[111],{"categories":2428},[125],{"categories":2430},[101],{"categories":2432},[47],{"categories":2434},[111],{"categories":2436},[2437],"The Designer's Role & Craft",{"categories":2439},[199],{"categories":2441},[],{"categories":2443},[111],{"categories":2445},[47],{"categories":2447},[111],{"categories":2449},[111],{"categories":2451},[47],{"categories":2453},[228],{"categories":2455},[47],{"categories":2457},[125],{"categories":2459},[47],{"categories":2461},[199],{"categories":2463},[47],{"categories":2465},[],{"categories":2467},[111],{"categories":2469},[199],{"categories":2471},[114],{"categories":2473},[47],{"categories":2475},[47],{"categories":2477},[47],{"categories":2479},[2480],"AI UX Patterns",{"categories":2482},[111],{"categories":2484},[111],{"categories":2486},[111],{"categories":2488},[111],{"categories":2490},[228],{"categories":2492},[150],{"categories":2494},[47],{"categories":2496},[111],{"categories":2498},[47],{"categories":2500},[1222],{"categories":2502},[],{"categories":2504},[228],{"categories":2506},[111],{"categories":2508},[147],{"categories":2510},[125],{"categories":2512},[47],{"categories":2514},[111],{"categories":2516},[],{"categories":2518},[],{"categories":2520},[47],{"categories":2522},[47],{"categories":2524},[111],{"categories":2526},[47],{"categories":2528},[111],{"categories":2530},[363],{"categories":2532},[199],{"categories":2534},[47],{"categories":2536},[147],{"categories":2538},[125],{"categories":2540},[47],{"categories":2542},[111],{"categories":2544},[111],{"categories":2546},[],{"categories":2548},[47],{"categories":2550},[],{"categories":2552},[47],{"categories":2554},[],{"categories":2556},[47],{"categories":2558},[47],{"categories":2560},[47],{"categories":2562},[111],{"categories":2564},[125],{"categories":2566},[],{"categories":2568},[],{"categories":2570},[150],{"categories":2572},[136],{"categories":2574},[47],{"categories":2576},[47],{"categories":2578},[47],{"categories":2580},[150],{"categories":2582},[47],{"categories":2584},[47],{"categories":2586},[147],{"categories":2588},[47],{"categories":2590},[47],{"categories":2592},[47],{"categories":2594},[111],{"categories":2596},[47],{"categories":2598},[111],{"categories":2600},[47],{"categories":2602},[47],{"categories":2604},[47],{"categories":2606},[111],{"categories":2608},[],{"categories":2610},[47],{"categories":2612},[],{"categories":2614},[47],{"categories":2616},[47],{"categories":2618},[269],{"categories":2620},[47],{"categories":2622},[],{"categories":2624},[],{"categories":2626},[199],{"categories":2628},[897],{"categories":2630},[111],{"categories":2632},[101],{"categories":2634},[2437],{"categories":2636},[],{"categories":2638},[],{"categories":2640},[47],{"categories":2642},[],{"categories":2644},[],{"categories":2646},[125],{"categories":2648},[147],{"categories":2650},[228],{"categories":2652},[111],{"categories":2654},[106],{"categories":2656},[47],{"categories":2658},[47],{"categories":2660},[106],{"categories":2662},[],{"categories":2664},[199],{"categories":2666},[114],{"categories":2668},[47],{"categories":2670},[47],{"categories":2672},[111],{"categories":2674},[106],{"categories":2676},[47],{"categories":2678},[47],{"categories":2680},[101],{"categories":2682},[47],{"categories":2684},[47],{"categories":2686},[],{"categories":2688},[101],{"categories":2690},[47],{"categories":2692},[228],{"categories":2694},[111],{"categories":2696},[147],{"categories":2698},[47],{"categories":2700},[125],{"categories":2702},[47],{"categories":2704},[47],{"categories":2706},[106],{"categories":2708},[47],{"categories":2710},[47],{"categories":2712},[47],{"categories":2714},[111],{"categories":2716},[47],{"categories":2718},[],{"categories":2720},[47],{"categories":2722},[125],{"categories":2724},[101],{"categories":2726},[47],{"categories":2728},[47],{"categories":2730},[47],{"categories":2732},[],{"categories":2734},[47],{"categories":2736},[442],{"categories":2738},[111],{"categories":2740},[106],{"categories":2742},[147],{"categories":2744},[47],{"categories":2746},[47],{"categories":2748},[],{"categories":2750},[106],{"categories":2752},[106],{"categories":2754},[47],{"categories":2756},[47],{"categories":2758},[114],{"categories":2760},[47],{"categories":2762},[47],{"categories":2764},[47],{"categories":2766},[47],{"categories":2768},[125],{"categories":2770},[125],{"categories":2772},[47],{"categories":2774},[],{"categories":2776},[125],{"categories":2778},[47],{"categories":2780},[125],{"categories":2782},[111],{"categories":2784},[547],{"categories":2786},[],{"categories":2788},[],{"categories":2790},[47],{"categories":2792},[147],{"categories":2794},[],{"categories":2796},[269],{"categories":2798},[47],{"categories":2800},[47],{"categories":2802},[47],{"categories":2804},[199],{"categories":2806},[859],{"categories":2808},[],{"categories":2810},[47],{"categories":2812},[47],{"categories":2814},[47],{"categories":2816},[125],{"categories":2818},[47],{"categories":2820},[47],{"categories":2822},[47,269],{"categories":2824},[47],{"categories":2826},[47],{"categories":2828},[199],{"categories":2830},[111],{"categories":2832},[],{"categories":2834},[111],{"categories":2836},[111],{"categories":2838},[47],{"categories":2840},[47],{"categories":2842},[47],{"categories":2844},[47],{"categories":2846},[150],{"categories":2848},[47],{"categories":2850},[2480],{"categories":2852},[101],{"categories":2854},[150],{"categories":2856},[101],{"categories":2858},[125],{"categories":2860},[199],{"categories":2862},[111],{"categories":2864},[47],{"categories":2866},[],{"categories":2868},[106],{"categories":2870},[47],{"categories":2872},[47],{"categories":2874},[147],{"categories":2876},[47],{"categories":2878},[47],{"categories":2880},[47],{"categories":2882},[111],{"categories":2884},[47],{"categories":2886},[47],{"categories":2888},[47],{"categories":2890},[106],{"categories":2892},[],{"categories":2894},[269],{"categories":2896},[47],{"categories":2898},[363],{"categories":2900},[199],{"categories":2902},[199],{"categories":2904},[125],{"categories":2906},[111],{"categories":2908},[47],{"categories":2910},[106],{"categories":2912},[147],{"categories":2914},[47],{"categories":2916},[47],{"categories":2918},[47],{"categories":2920},[199],{"categories":2922},[111],{"categories":2924},[111],{"categories":2926},[47],{"categories":2928},[47],{"categories":2930},[501],{"categories":2932},[111],{"categories":2934},[],{"categories":2936},[47],{"categories":2938},[47],{"categories":2940},[47],{"categories":2942},[],{"categories":2944},[],{"categories":2946},[47],{"categories":2948},[47],{"categories":2950},[111],{"categories":2952},[47],{"categories":2954},[47],{"categories":2956},[47],{"categories":2958},[125],{"categories":2960},[47],{"categories":2962},[47],{"categories":2964},[111],{"categories":2966},[47],{"categories":2968},[47],{"categories":2970},[47],{"categories":2972},[47],{"categories":2974},[47],{"categories":2976},[],{"categories":2978},[125],{"categories":2980},[150],{"categories":2982},[47],{"categories":2984},[111],{"categories":2986},[111],{"categories":2988},[47],{"categories":2990},[47],{"categories":2992},[],{"categories":2994},[],{"categories":2996},[47],{"categories":2998},[47],{"categories":3000},[47],{"categories":3002},[147],{"categories":3004},[150],{"categories":3006},[],{"categories":3008},[47],{"categories":3010},[199],{"categories":3012},[47],{"categories":3014},[269],{"categories":3016},[1784],{"categories":3018},[147],{"categories":3020},[125],{"categories":3022},[47],{"categories":3024},[125],{"categories":3026},[125],{"categories":3028},[47],{"categories":3030},[47],{"categories":3032},[125],{"categories":3034},[147],{"categories":3036},[147],{"categories":3038},[269],{"categories":3040},[111],{"categories":3042},[],{"categories":3044},[147],{"categories":3046},[47],{"categories":3048},[111],{"categories":3050},[101],{"categories":3052},[125],{"categories":3054},[47],{"categories":3056},[147],{"categories":3058},[],{"categories":3060},[47],{"categories":3062},[125],{"categories":3064},[125],{"categories":3066},[150],{"categories":3068},[47],{"categories":3070},[147],{"categories":3072},[47],{"categories":3074},[125],{"categories":3076},[111],{"categories":3078},[111],{"categories":3080},[147],{"categories":3082},[111],{"categories":3084},[269],{"categories":3086},[111],{"categories":3088},[47],{"categories":3090},[47],{"categories":3092},[47],{"categories":3094},[47],{"categories":3096},[125],{"categories":3098},[47],{"categories":3100},[],{"categories":3102},[111],{"categories":3104},[106],{"categories":3106},[125],{"categories":3108},[],{"categories":3110},[],{"categories":3112},[47],{"categories":3114},[111],{"categories":3116},[47],{"categories":3118},[47],{"categories":3120},[3121],"Frameworks & Tooling",{"categories":3123},[47],{"categories":3125},[47],{"categories":3127},[125],{"categories":3129},[47],{"categories":3131},[47],{"categories":3133},[],{"categories":3135},[150],{"categories":3137},[150],{"categories":3139},[101],{"categories":3141},[47],{"categories":3143},[111],{"categories":3145},[47],{"categories":3147},[199],{"categories":3149},[],{"categories":3151},[1784],{"categories":3153},[47],{"categories":3155},[125],{"categories":3157},[47],{"categories":3159},[269],{"categories":3161},[269],{"categories":3163},[],{"categories":3165},[111],{"categories":3167},[111],{"categories":3169},[47],{"categories":3171},[47],{"categories":3173},[147],{"categories":3175},[111],{"categories":3177},[147],{"categories":3179},[47],{"categories":3181},[111],{"categories":3183},[],{"categories":3185},[199],{"categories":3187},[47],{"categories":3189},[47],{"categories":3191},[],{"categories":3193},[47],{"categories":3195},[111],{"categories":3197},[47],{"categories":3199},[47],{"categories":3201},[47],{"categories":3203},[],{"categories":3205},[125],{"categories":3207},[47],{"categories":3209},[125],{"categories":3211},[269],{"categories":3213},[47],{"categories":3215},[47],{"categories":3217},[47],{"categories":3219},[125],{"categories":3221},[106],{"categories":3223},[47],{"categories":3225},[1784],{"categories":3227},[],{"categories":3229},[111],{"categories":3231},[101],{"categories":3233},[47],{"categories":3235},[101],{"categories":3237},[47],{"categories":3239},[],{"categories":3241},[111],{"categories":3243},[47],{"categories":3245},[47],{"categories":3247},[3248],"AI Design Tooling",{"categories":3250},[199],{"categories":3252},[47],{"categories":3254},[47],{"categories":3256},[125],{"categories":3258},[199],{"categories":3260},[47],{"categories":3262},[47],{"categories":3264},[125],{"categories":3266},[147],{"categories":3268},[114],{"categories":3270},[125],{"categories":3272},[47],{"categories":3274},[47],{"categories":3276},[47],{"categories":3278},[111],{"categories":3280},[47],{"categories":3282},[],{"categories":3284},[111],{"categories":3286},[47],{"categories":3288},[47],{"categories":3290},[111],{"categories":3292},[47],{"categories":3294},[47],{"categories":3296},[47],{"categories":3298},[111],{"categories":3300},[],{"categories":3302},[111],{"categories":3304},[3121],{"categories":3306},[47],{"categories":3308},[47],{"categories":3310},[111],{"categories":3312},[111],{"categories":3314},[125],{"categories":3316},[125],{"categories":3318},[47],{"categories":3320},[],{"categories":3322},[125],{"categories":3324},[47],{"categories":3326},[47],{"categories":3328},[111],{"categories":3330},[106],{"categories":3332},[47],{"categories":3334},[],{"categories":3336},[47],{"categories":3338},[47],{"categories":3340},[2225],{"categories":3342},[],{"categories":3344},[47],{"categories":3346},[47],{"categories":3348},[47],{"categories":3350},[47],{"categories":3352},[199],{"categories":3354},[47],{"categories":3356},[],{"categories":3358},[47],{"categories":3360},[47],{"categories":3362},[47],{"categories":3364},[47],{"categories":3366},[228],{"categories":3368},[147],{"categories":3370},[47],{"categories":3372},[47],{"categories":3374},[1784],{"categories":3376},[101],{"categories":3378},[47],{"categories":3380},[47],{"categories":3382},[150],{"categories":3384},[47],{"categories":3386},[47],{"categories":3388},[147],{"categories":3390},[111],{"categories":3392},[],{"categories":3394},[47],{"categories":3396},[47],{"categories":3398},[199],{"categories":3400},[47],{"categories":3402},[228],{"categories":3404},[111],{"categories":3406},[47],{"categories":3408},[111],{"categories":3410},[],{"categories":3412},[],{"categories":3414},[],{"categories":3416},[101],{"categories":3418},[147],{"categories":3420},[111],{"categories":3422},[47],{"categories":3424},[47],{"categories":3426},[47],{"categories":3428},[47],{"categories":3430},[386],{"categories":3432},[199],{"categories":3434},[111],{"categories":3436},[47],{"categories":3438},[],{"categories":3440},[111],{"categories":3442},[111],{"categories":3444},[],{"categories":3446},[47],{"categories":3448},[111],{"categories":3450},[47],{"categories":3452},[],{"categories":3454},[47],{"categories":3456},[47],{"categories":3458},[47],{"categories":3460},[147],{"categories":3462},[199],{"categories":3464},[111],{"categories":3466},[199],{"categories":3468},[111],{"categories":3470},[47],{"categories":3472},[106],{"categories":3474},[],{"categories":3476},[],{"categories":3478},[47],{"categories":3480},[47],{"categories":3482},[47],{"categories":3484},[101],{"categories":3486},[111],{"categories":3488},[147],{"categories":3490},[],{"categories":3492},[199],{"categories":3494},[],{"categories":3496},[125],{"categories":3498},[47],{"categories":3500},[125],{"categories":3502},[199],{"categories":3504},[125],{"categories":3506},[47],{"categories":3508},[],{"categories":3510},[47],{"categories":3512},[47],{"categories":3514},[],{"categories":3516},[47],{"categories":3518},[47],{"categories":3520},[228],{"categories":3522},[47],{"categories":3524},[47],{"categories":3526},[269],{"categories":3528},[125],{"categories":3530},[47],{"categories":3532},[],{"categories":3534},[111],{"categories":3536},[47],{"categories":3538},[101],{"categories":3540},[501],{"categories":3542},[47],{"categories":3544},[47],{"categories":3546},[111],{"categories":3548},[47],{"categories":3550},[111],{"categories":3552},[47],{"categories":3554},[47],{"categories":3556},[47],{"categories":3558},[47],{"categories":3560},[],{"categories":3562},[47],{"categories":3564},[101],{"categories":3566},[47],{"categories":3568},[106],{"categories":3570},[125],{"categories":3572},[199],{"categories":3574},[],{"categories":3576},[47],{"categories":3578},[],{"categories":3580},[111],{"categories":3582},[47],{"categories":3584},[],{"categories":3586},[111],{"categories":3588},[47],{"categories":3590},[125],{"categories":3592},[199],{"categories":3594},[147],{"categories":3596},[47],{"categories":3598},[147],{"categories":3600},[111],{"categories":3602},[199],{"categories":3604},[47],{"categories":3606},[],{"categories":3608},[47],{"categories":3610},[136],{"categories":3612},[111],{"categories":3614},[47],{"categories":3616},[199],{"categories":3618},[147],{"categories":3620},[106],{"categories":3622},[125],{"categories":3624},[47],{"categories":3626},[47],{"categories":3628},[47],{"categories":3630},[47],{"categories":3632},[147],{"categories":3634},[228],{"categories":3636},[],{"categories":3638},[],{"categories":3640},[150],{"categories":3642},[442],{"categories":3644},[47],{"categories":3646},[111],{"categories":3648},[47,125],{"categories":3650},[147],{"categories":3652},[47],{"categories":3654},[47],{"categories":3656},[47],{"categories":3658},[47],{"categories":3660},[47],{"categories":3662},[47],{"categories":3664},[47],{"categories":3666},[111],{"categories":3668},[47],{"categories":3670},[111],{"categories":3672},[47],{"categories":3674},[47],{"categories":3676},[47],{"categories":3678},[],{"categories":3680},[47],{"categories":3682},[1222],{"categories":3684},[125],{"categories":3686},[199],{"categories":3688},[47],{"categories":3690},[47],{"categories":3692},[47],{"categories":3694},[150],{"categories":3696},[111],{"categories":3698},[228],{"categories":3700},[269],{"categories":3702},[],{"categories":3704},[125],{"categories":3706},[47],{"categories":3708},[106],{"categories":3710},[111],{"categories":3712},[101],{"categories":3714},[111],{"categories":3716},[47],{"categories":3718},[111],{"categories":3720},[111],{"categories":3722},[114],{"categories":3724},[125],{"categories":3726},[47],{"categories":3728},[47],{"categories":3730},[],{"categories":3732},[],{"categories":3734},[],{"categories":3736},[269],{"categories":3738},[47],{"categories":3740},[147],{"categories":3742},[47],{"categories":3744},[47],{"categories":3746},[47],{"categories":3748},[47],{"categories":3750},[],{"categories":3752},[47],{"categories":3754},[150],{"categories":3756},[106],{"categories":3758},[111],{"categories":3760},[47],{"categories":3762},[],{"categories":3764},[47],{"categories":3766},[111],{"categories":3768},[47],{"categories":3770},[269],{"categories":3772},[],{"categories":3774},[199],{"categories":3776},[199],{"categories":3778},[47],{"categories":3780},[111],{"categories":3782},[],{"categories":3784},[125],{"categories":3786},[47],{"categories":3788},[199],{"categories":3790},[47],{"categories":3792},[106],{"categories":3794},[111],{"categories":3796},[47],{"categories":3798},[],{"categories":3800},[147],{"categories":3802},[47],{"categories":3804},[47],{"categories":3806},[47],{"categories":3808},[199],{"categories":3810},[111],{"categories":3812},[147],{"categories":3814},[],{"categories":3816},[111],{"categories":3818},[106],{"categories":3820},[111],{"categories":3822},[199],{"categories":3824},[47],{"categories":3826},[47],{"categories":3828},[47],{"categories":3830},[442],{"categories":3832},[47],{"categories":3834},[111],{"categories":3836},[],{"categories":3838},[47],{"categories":3840},[47],{"categories":3842},[269],{"categories":3844},[147],{"categories":3846},[150],{"categories":3848},[547],{"categories":3850},[150],{"categories":3852},[150],{"categories":3854},[47],{"categories":3856},[],{"categories":3858},[],{"categories":3860},[],{"categories":3862},[111],{"categories":3864},[47],{"categories":3866},[111],{"categories":3868},[111],{"categories":3870},[125],{"categories":3872},[47],{"categories":3874},[419],{"categories":3876},[125],{"categories":3878},[111],{"categories":3880},[47],{"categories":3882},[47],{"categories":3884},[47],{"categories":3886},[47],{"categories":3888},[47],{"categories":3890},[111],{"categories":3892},[47],{"categories":3894},[],{"categories":3896},[],{"categories":3898},[47],{"categories":3900},[],{"categories":3902},[47],{"categories":3904},[111],{"categories":3906},[199],{"categories":3908},[47],{"categories":3910},[47],{"categories":3912},[],{"categories":3914},[111],{"categories":3916},[47],{"categories":3918},[47],{"categories":3920},[114],{"categories":3922},[47],{"categories":3924},[199],{"categories":3926},[47],{"categories":3928},[111],{"categories":3930},[106],{"categories":3932},[47],{"categories":3934},[47],{"categories":3936},[228],{"categories":3938},[111],{"categories":3940},[47],{"categories":3942},[47],{"categories":3944},[859],{"categories":3946},[47],{"categories":3948},[111],{"categories":3950},[47],{"categories":3952},[125],{"categories":3954},[47],{"categories":3956},[501],{"categories":3958},[199],{"categories":3960},[],{"categories":3962},[47],{"categories":3964},[47],{"categories":3966},[147],{"categories":3968},[442],{"categories":3970},[111],{"categories":3972},[47],{"categories":3974},[],{"categories":3976},[147],{"categories":3978},[363],{"categories":3980},[111],{"categories":3982},[111],{"categories":3984},[111],{"categories":3986},[47],{"categories":3988},[47],{"categories":3990},[111],{"categories":3992},[],{"categories":3994},[106],{"categories":3996},[47],{"categories":3998},[106],{"categories":4000},[111],{"categories":4002},[],{"categories":4004},[125],{"categories":4006},[47],{"categories":4008},[47],{"categories":4010},[101],{"categories":4012},[47],{"categories":4014},[147],{"categories":4016},[269],{"categories":4018},[136],{"categories":4020},[111],{"categories":4022},[111],{"categories":4024},[47],{"categories":4026},[47],{"categories":4028},[111],{"categories":4030},[47],{"categories":4032},[101],{"categories":4034},[],{"categories":4036},[111],{"categories":4038},[47],{"categories":4040},[47],{"categories":4042},[47],{"categories":4044},[111],{"categories":4046},[47],{"categories":4048},[],{"categories":4050},[47],{"categories":4052},[],{"categories":4054},[199],{"categories":4056},[111],{"categories":4058},[47,106],{"categories":4060},[111],{"categories":4062},[47],{"categories":4064},[],{"categories":4066},[101],{"categories":4068},[150],{"categories":4070},[106],{"categories":4072},[47],{"categories":4074},[125],{"categories":4076},[47],{"categories":4078},[47],{"categories":4080},[111],{"categories":4082},[47],{"categories":4084},[47],{"categories":4086},[47],{"categories":4088},[147],{"categories":4090},[1222],{"categories":4092},[111],{"categories":4094},[47],{"categories":4096},[],{"categories":4098},[],{"categories":4100},[47],{"categories":4102},[111],{"categories":4104},[47],{"categories":4106},[47],{"categories":4108},[269],{"categories":4110},[],{"categories":4112},[47],{"categories":4114},[111],{"categories":4116},[136],{"categories":4118},[111],{"categories":4120},[442],{"categories":4122},[],{"categories":4124},[386],{"categories":4126},[111],{"categories":4128},[47],{"categories":4130},[47],{"categories":4132},[228],{"categories":4134},[111],{"categories":4136},[47],{"categories":4138},[150],{"categories":4140},[114],{"categories":4142},[111],{"categories":4144},[47],{"categories":4146},[442],{"categories":4148},[47],{"categories":4150},[269],{"categories":4152},[106],{"categories":4154},[],{"categories":4156},[47],{"categories":4158},[47],{"categories":4160},[228],{"categories":4162},[199],{"categories":4164},[47],{"categories":4166},[47],{"categories":4168},[47],{"categories":4170},[],{"categories":4172},[228],{"categories":4174},[147],{"categories":4176},[47],{"categories":4178},[47],{"categories":4180},[47],{"categories":4182},[547],{"categories":4184},[101],{"categories":4186},[47],{"categories":4188},[114],{"categories":4190},[47],{"categories":4192},[],{"categories":4194},[],{"categories":4196},[199],{"categories":4198},[47],{"categories":4200},[150],{"categories":4202},[228],{"categories":4204},[111],{"categories":4206},[47],{"categories":4208},[47],{"categories":4210},[228],{"categories":4212},[147],{"categories":4214},[47],{"categories":4216},[],{"categories":4218},[47],{"categories":4220},[47],{"categories":4222},[],{"categories":4224},[47],{"categories":4226},[47],{"categories":4228},[572],{"categories":4230},[47],{"categories":4232},[47],{"categories":4234},[111],{"categories":4236},[125],{"categories":4238},[442],{"categories":4240},[47],{"categories":4242},[47],{"categories":4244},[47],{"categories":4246},[],{"categories":4248},[47,125],{"categories":4250},[147],{"categories":4252},[111],{"categories":4254},[125],{"categories":4256},[111],{"categories":4258},[897],{"categories":4260},[125],{"categories":4262},[125],{"categories":4264},[111],{"categories":4266},[47],{"categories":4268},[101],{"categories":4270},[],{"categories":4272},[],{"categories":4274},[111],{"categories":4276},[47],{"categories":4278},[125],{"categories":4280},[47],{"categories":4282},[101],{"categories":4284},[125],{"categories":4286},[125],{"categories":4288},[47],{"categories":4290},[228],{"categories":4292},[47],{"categories":4294},[125],{"categories":4296},[47],{"categories":4298},[],{"categories":4300},[47],{"categories":4302},[47],{"categories":4304},[199,47],{"categories":4306},[269],{"categories":4308},[101],{"categories":4310},[47],{"categories":4312},[],{"categories":4314},[47],{"categories":4316},[47],{"categories":4318},[106],{"categories":4320},[47],{"categories":4322},[106],{"categories":4324},[47],{"categories":4326},[47],{"categories":4328},[363],{"categories":4330},[47],{"categories":4332},[106],{"categories":4334},[125],{"categories":4336},[150],{"categories":4338},[111],{"categories":4340},[47],{"categories":4342},[125],{"categories":4344},[47],{"categories":4346},[47],{"categories":4348},[147],{"categories":4350},[228],{"categories":4352},[199],{"categories":4354},[47],{"categories":4356},[47],{"categories":4358},[47],{"categories":4360},[47],{"categories":4362},[101],{"categories":4364},[47],{"categories":4366},[111],{"categories":4368},[111],{"categories":4370},[125],{"categories":4372},[147],{"categories":4374},[125],{"categories":4376},[125],{"categories":4378},[47],{"categories":4380},[47],{"categories":4382},[],{"categories":4384},[],{"categories":4386},[150],{"categories":4388},[47],{"categories":4390},[125],{"categories":4392},[47],{"categories":4394},[199],{"categories":4396},[442],{"categories":4398},[386],{"categories":4400},[363],{"categories":4402},[47],{"categories":4404},[47],{"categories":4406},[47],{"categories":4408},[150],{"categories":4410},[47],{"categories":4412},[47],{"categories":4414},[47],{"categories":4416},[47],{"categories":4418},[47],{"categories":4420},[47],{"categories":4422},[47],{"categories":4424},[111],{"categories":4426},[101],{"categories":4428},[111],{"categories":4430},[47,106],{"categories":4432},[],{"categories":4434},[199],{"categories":4436},[],{"categories":4438},[114],{"categories":4440},[47],{"categories":4442},[147],{"categories":4444},[101],{"categories":4446},[47],{"categories":4448},[101],{"categories":4450},[111],{"categories":4452},[150],{"categories":4454},[111],{"categories":4456},[114],{"categories":4458},[111],{"categories":4460},[47],{"categories":4462},[47],{"categories":4464},[106],{"categories":4466},[111],{"categories":4468},[125],{"categories":4470},[228],{"categories":4472},[47],{"categories":4474},[47],{"categories":4476},[],{"categories":4478},[147],{"categories":4480},[47],{"categories":4482},[47],{"categories":4484},[47],{"categories":4486},[47],{"categories":4488},[47],{"categories":4490},[47],{"categories":4492},[125],{"categories":4494},[147],{"categories":4496},[125],{"categories":4498},[125],{"categories":4500},[47],{"categories":4502},[47],{"categories":4504},[47],{"categories":4506},[47],{"categories":4508},[386],{"categories":4510},[47],{"categories":4512},[111],{"categories":4514},[147],{"categories":4516},[47],{"categories":4518},[47],{"categories":4520},[47],{"categories":4522},[111],{"categories":4524},[47],{"categories":4526},[47],{"categories":4528},[47],{"categories":4530},[3121],{"categories":4532},[4533],"Clinical AI",{"categories":4535},[199],{"categories":4537},[47],{"categories":4539},[47],{"categories":4541},[47],{"categories":4543},[47],{"categories":4545},[269],{"categories":4547},[2480],{"categories":4549},[47],{"categories":4551},[114],{"categories":4553},[199],{"categories":4555},[47],{"categories":4557},[111],{"categories":4559},[47],{"categories":4561},[47],{"categories":4563},[147],{"categories":4565},[47],{"categories":4567},[111],{"categories":4569},[125],{"categories":4571},[228],{"categories":4573},[47],{"categories":4575},[47],{"categories":4577},[106],{"categories":4579},[47],{"categories":4581},[47],{"categories":4583},[501],{"categories":4585},[47],{"categories":4587},[],{"categories":4589},[111],{"categories":4591},[47],{"categories":4593},[125],{"categories":4595},[101],{"categories":4597},[47],{"categories":4599},[],{"categories":4601},[],{"categories":4603},[47],{"categories":4605},[],{"categories":4607},[106],{"categories":4609},[47],{"categories":4611},[47],{"categories":4613},[111],{"categories":4615},[47],{"categories":4617},[147],{"categories":4619},[147],{"categories":4621},[147],{"categories":4623},[147],{"categories":4625},[],{"categories":4627},[101],{"categories":4629},[111],{"categories":4631},[147],{"categories":4633},[47],{"categories":4635},[572],{"categories":4637},[114],{"categories":4639},[111],{"categories":4641},[47],{"categories":4643},[101],{"categories":4645},[47],{"categories":4647},[111],{"categories":4649},[47],{"categories":4651},[47],{"categories":4653},[47],{"categories":4655},[47,111],{"categories":4657},[111],{"categories":4659},[269],{"categories":4661},[147],{"categories":4663},[111],{"categories":4665},[147],{"categories":4667},[111],{"categories":4669},[47],{"categories":4671},[],{"categories":4673},[147],{"categories":4675},[228],{"categories":4677},[101],{"categories":4679},[47],{"categories":4681},[47],{"categories":4683},[],{"categories":4685},[125],{"categories":4687},[],{"categories":4689},[101],{"categories":4691},[111],{"categories":4693},[147],{"categories":4695},[47],{"categories":4697},[147],{"categories":4699},[101],{"categories":4701},[147],{"categories":4703},[147],{"categories":4705},[],{"categories":4707},[106],{"categories":4709},[111],{"categories":4711},[147],{"categories":4713},[147],{"categories":4715},[147],{"categories":4717},[147],{"categories":4719},[147],{"categories":4721},[147],{"categories":4723},[147],{"categories":4725},[147],{"categories":4727},[147],{"categories":4729},[147],{"categories":4731},[150],{"categories":4733},[101],{"categories":4735},[47],{"categories":4737},[47],{"categories":4739},[111],{"categories":4741},[111],{"categories":4743},[],{"categories":4745},[47],{"categories":4747},[47,101],{"categories":4749},[],{"categories":4751},[111],{"categories":4753},[47],{"categories":4755},[147],{"categories":4757},[111],{"categories":4759},[897],{"categories":4761},[47],{"categories":4763},[47],{"categories":4765},[47],{"categories":4767},[47],{"categories":4769},[47],{"categories":4771},[363],{"categories":4773},[47],{"categories":4775},[47],{"categories":4777},[111],{"categories":4779},[47],{"categories":4781},[47],{"categories":4783},[106],{"categories":4785},[114],{"categories":4787},[111],{"categories":4789},[111],{"categories":4791},[],{"categories":4793},[111],{"categories":4795},[199],{"categories":4797},[147],{"categories":4799},[47],{"categories":4801},[],{"categories":4803},[114],{"categories":4805},[],{"categories":4807},[125],{"categories":4809},[47],{"categories":4811},[111],{"categories":4813},[199],{"categories":4815},[47],{"categories":4817},[],{"categories":4819},[47],{"categories":4821},[47],{"categories":4823},[],{"categories":4825},[228],{"categories":4827},[47],{"categories":4829},[111],{"categories":4831},[],{"categories":4833},[],{"categories":4835},[147],{"categories":4837},[101],{"categories":4839},[47],{"categories":4841},[47],{"categories":4843},[106],{"categories":4845},[47],{"categories":4847},[47],{"categories":4849},[111],{"categories":4851},[47],{"categories":4853},[106],{"categories":4855},[106],{"categories":4857},[199],{"categories":4859},[],{"categories":4861},[47],{"categories":4863},[147],{"categories":4865},[],{"categories":4867},[47],{"categories":4869},[47],{"categories":4871},[199],{"categories":4873},[47],{"categories":4875},[47],{"categories":4877},[228],{"categories":4879},[47],{"categories":4881},[269],{"categories":4883},[],{"categories":4885},[111],{"categories":4887},[47],{"categories":4889},[228],{"categories":4891},[125],{"categories":4893},[],{"categories":4895},[47],{"categories":4897},[],{"categories":4899},[111],{"categories":4901},[199],{"categories":4903},[125],{"categories":4905},[],{"categories":4907},[3121],{"categories":4909},[106],{"categories":4911},[101],{"categories":4913},[47],{"categories":4915},[150],{"categories":4917},[111],{"categories":4919},[199],{"categories":4921},[47],{"categories":4923},[125],{"categories":4925},[],{"categories":4927},[],{"categories":4929},[47],{"categories":4931},[101],{"categories":4933},[47],{"categories":4935},[228],{"categories":4937},[],{"categories":4939},[111],{"categories":4941},[111],{"categories":4943},[47],{"categories":4945},[111],{"categories":4947},[47],{"categories":4949},[147],{"categories":4951},[125],{"categories":4953},[47],{"categories":4955},[111],{"categories":4957},[114],{"categories":4959},[47],{"categories":4961},[47],{"categories":4963},[47],{"categories":4965},[111],{"categories":4967},[47],{"categories":4969},[114],{"categories":4971},[228],{"categories":4973},[147],{"categories":4975},[],{"categories":4977},[228],{"categories":4979},[47],{"categories":4981},[],{"categories":4983},[125],{"categories":4985},[111],{"categories":4987},[],{"categories":4989},[47],{"categories":4991},[47],{"categories":4993},[47],{"categories":4995},[47],{"categories":4997},[47],{"categories":4999},[111],{"categories":5001},[106],{"categories":5003},[101],{"categories":5005},[111],{"categories":5007},[47],{"categories":5009},[199],{"categories":5011},[125],{"categories":5013},[125],{"categories":5015},[47],{"categories":5017},[150],{"categories":5019},[111],{"categories":5021},[47],{"categories":5023},[47],{"categories":5025},[111],{"categories":5027},[47],{"categories":5029},[47],{"categories":5031},[111],{"categories":5033},[106],{"categories":5035},[47],{"categories":5037},[199],{"categories":5039},[125],{"categories":5041},[111],{"categories":5043},[47],{"categories":5045},[114],{"categories":5047},[47],{"categories":5049},[111],{"categories":5051},[47],{"categories":5053},[47],{"categories":5055},[147],{"categories":5057},[47],{"categories":5059},[],{"categories":5061},[101],{"categories":5063},[47],{"categories":5065},[47],{"categories":5067},[47],{"categories":5069},[125],{"categories":5071},[125],{"categories":5073},[47],{"categories":5075},[125],{"categories":5077},[47],{"categories":5079},[111],{"categories":5081},[47],{"categories":5083},[47],{"categories":5085},[47],{"categories":5087},[47],{"categories":5089},[47],{"categories":5091},[],{"categories":5093},[47],{"categories":5095},[199],{"categories":5097},[111],{"categories":5099},[106],{"categories":5101},[147],{"categories":5103},[47],{"categories":5105},[111],{"categories":5107},[47],{"categories":5109},[111],{"categories":5111},[47],{"categories":5113},[47],{"categories":5115},[199],{"categories":5117},[111],{"categories":5119},[47],{"categories":5121},[228],{"categories":5123},[47],{"categories":5125},[150],{"categories":5127},[47],{"categories":5129},[47],{"categories":5131},[147],{"categories":5133},[47],{"categories":5135},[47],{"categories":5137},[47],{"categories":5139},[47],{"categories":5141},[111],{"categories":5143},[269],{"categories":5145},[47],{"categories":5147},[125],{"categories":5149},[111],{"categories":5151},[150],{"categories":5153},[],{"categories":5155},[111],{"categories":5157},[125],{"categories":5159},[47],{"categories":5161},[47],{"categories":5163},[2318],{"categories":5165},[199],{"categories":5167},[298],{"categories":5169},[47],{"categories":5171},[47],{"categories":5173},[47],{"categories":5175},[47],{"categories":5177},[101],{"categories":5179},[47],{"categories":5181},[47],{"categories":5183},[125],{"categories":5185},[106],{"categories":5187},[47],{"categories":5189},[125],{"categories":5191},[47],{"categories":5193},[],{"categories":5195},[111],{"categories":5197},[111],{"categories":5199},[47],{"categories":5201},[47],{"categories":5203},[47],{"categories":5205},[150],{"categories":5207},[],{"categories":5209},[147],{"categories":5211},[],{"categories":5213},[147],{"categories":5215},[47],{"categories":5217},[47],{"categories":5219},[111],{"categories":5221},[47],{"categories":5223},[111],{"categories":5225},[111],{"categories":5227},[],{"categories":5229},[47],{"categories":5231},[147],{"categories":5233},[47],{"categories":5235},[],{"categories":5237},[47],{"categories":5239},[47],{"categories":5241},[],{"categories":5243},[47],{"categories":5245},[47],{"categories":5247},[199],{"categories":5249},[125],{"categories":5251},[111],{"categories":5253},[47],{"categories":5255},[47],{"categories":5257},[47],{"categories":5259},[47],{"categories":5261},[228],{"categories":5263},[47],{"categories":5265},[47],{"categories":5267},[47],{"categories":5269},[101],{"categories":5271},[47],{"categories":5273},[47],{"categories":5275},[],{"categories":5277},[47],{"categories":5279},[47],{"categories":5281},[47],{"categories":5283},[],{"categories":5285},[101],{"categories":5287},[47],{"categories":5289},[47],{"categories":5291},[147],{"categories":5293},[125],{"categories":5295},[114],{"categories":5297},[111],{"categories":5299},[442],{"categories":5301},[47],{"categories":5303},[47],{"categories":5305},[47],{"categories":5307},[125],{"categories":5309},[147],{"categories":5311},[199],{"categories":5313},[47],{"categories":5315},[47],{"categories":5317},[47],{"categories":5319},[47],{"categories":5321},[147],{"categories":5323},[47],{"categories":5325},[199],{"categories":5327},[47],{"categories":5329},[47],{"categories":5331},[147],{"categories":5333},[199],{"categories":5335},[47],{"categories":5337},[147],{"categories":5339},[47],{"categories":5341},[111],{"categories":5343},[111],{"categories":5345},[111],{"categories":5347},[125],{"categories":5349},[147],{"categories":5351},[111],{"categories":5353},[111],{"categories":5355},[47],{"categories":5357},[125],{"categories":5359},[199],{"categories":5361},[47],{"categories":5363},[47],{"categories":5365},[111],{"categories":5367},[47],{"categories":5369},[],{"categories":5371},[111],{"categories":5373},[],{"categories":5375},[47],{"categories":5377},[47],{"categories":5379},[],{"categories":5381},[],{"categories":5383},[111],{"categories":5385},[106],{"categories":5387},[111],{"categories":5389},[5390],"Liability & Ethics",{"categories":5392},[47],{"categories":5394},[47],{"categories":5396},[47],{"categories":5398},[111],{"categories":5400},[101],{"categories":5402},[111],{"categories":5404},[106],{"categories":5406},[228],{"categories":5408},[111],{"categories":5410},[47],{"categories":5412},[47],{"categories":5414},[],{"categories":5416},[547],{"categories":5418},[111],{"categories":5420},[],{"categories":5422},[47],{"categories":5424},[101],{"categories":5426},[111],{"categories":5428},[],{"categories":5430},[111],{"categories":5432},[47],{"categories":5434},[47],{"categories":5436},[125],{"categories":5438},[47],{"categories":5440},[147],{"categories":5442},[47],{"categories":5444},[47],{"categories":5446},[114],{"categories":5448},[111],{"categories":5450},[47],{"categories":5452},[47],{"categories":5454},[47],{"categories":5456},[147],{"categories":5458},[111],{"categories":5460},[125],{"categories":5462},[199],{"categories":5464},[101],{"categories":5466},[47],{"categories":5468},[47],{"categories":5470},[47],{"categories":5472},[],{"categories":5474},[111],{"categories":5476},[111],{"categories":5478},[111],{"categories":5480},[442],{"categories":5482},[199],{"categories":5484},[111],{"categories":5486},[269],{"categories":5488},[125],{"categories":5490},[147],{"categories":5492},[47],{"categories":5494},[199],{"categories":5496},[47],{"categories":5498},[101],{"categories":5500},[],{"categories":5502},[111],{"categories":5504},[47],{"categories":5506},[47],{"categories":5508},[47],{"categories":5510},[47],{"categories":5512},[111],{"categories":5514},[47],{"categories":5516},[47],{"categories":5518},[199],{"categories":5520},[],{"categories":5522},[111],{"categories":5524},[114],{"categories":5526},[147],{"categories":5528},[111],{"categories":5530},[106],{"categories":5532},[],{"categories":5534},[47],{"categories":5536},[47],{"categories":5538},[114],{"categories":5540},[47],{"categories":5542},[111],{"categories":5544},[147],{"categories":5546},[101],{"categories":5548},[269],{"categories":5550},[47],{"categories":5552},[47],{"categories":5554},[47],{"categories":5556},[147],{"categories":5558},[106],{"categories":5560},[47],{"categories":5562},[199],{"categories":5564},[147],{"categories":5566},[269],{"categories":5568},[47],{"categories":5570},[111],{"categories":5572},[],{"categories":5574},[501],{"categories":5576},[],{"categories":5578},[47],{"categories":5580},[269],{"categories":5582},[47],{"categories":5584},[150],{"categories":5586},[47],{"categories":5588},[111],{"categories":5590},[111],{"categories":5592},[5593],"Design News & Tools",{"categories":5595},[47],{"categories":5597},[47],{"categories":5599},[147],{"categories":5601},[47],{"categories":5603},[47],{"categories":5605},[101],{"categories":5607},[111],{"categories":5609},[47],{"categories":5611},[199],{"categories":5613},[111],{"categories":5615},[111],{"categories":5617},[199],{"categories":5619},[47],{"categories":5621},[47],{"categories":5623},[442],{"categories":5625},[111],{"categories":5627},[47],{"categories":5629},[47],{"categories":5631},[442],{"categories":5633},[47],{"categories":5635},[228],{"categories":5637},[47],{"categories":5639},[111],{"categories":5641},[],{"categories":5643},[47],{"categories":5645},[47],{"categories":5647},[47],{"categories":5649},[147],{"categories":5651},[47],{"categories":5653},[101],{"categories":5655},[],{"categories":5657},[47],{"categories":5659},[47],{"categories":5661},[47],{"categories":5663},[125],{"categories":5665},[572],{"categories":5667},[125],{"categories":5669},[199],{"categories":5671},[47],{"categories":5673},[47,111],{"categories":5675},[228,106],{"categories":5677},[125],{"categories":5679},[47],{"categories":5681},[47],{"categories":5683},[47],{"categories":5685},[47],{"categories":5687},[],{"categories":5689},[111],{"categories":5691},[47],{"categories":5693},[],{"categories":5695},[47],{"categories":5697},[125],{"categories":5699},[47],{"categories":5701},[125],{"categories":5703},[],{"categories":5705},[111],{"categories":5707},[47],{"categories":5709},[106],{"categories":5711},[47],{"categories":5713},[147],{"categories":5715},[47],{"categories":5717},[],{"categories":5719},[111],{"categories":5721},[47],{"categories":5723},[],{"categories":5725},[199],{"categories":5727},[47],{"categories":5729},[47],{"categories":5731},[111],{"categories":5733},[47],{"categories":5735},[47],{"categories":5737},[101],{"categories":5739},[111],{"categories":5741},[47],{"categories":5743},[],{"categories":5745},[47],{"categories":5747},[269],{"categories":5749},[228],{"categories":5751},[106],{"categories":5753},[106],{"categories":5755},[47],{"categories":5757},[101],{"categories":5759},[101],{"categories":5761},[47],{"categories":5763},[111],{"categories":5765},[47],{"categories":5767},[47],{"categories":5769},[47],{"categories":5771},[47],{"categories":5773},[125],{"categories":5775},[47],{"categories":5777},[101],{"categories":5779},[47],{"categories":5781},[47],{"categories":5783},[111],{"categories":5785},[47],{"categories":5787},[228],{"categories":5789},[47],{"categories":5791},[147],{"categories":5793},[47],{"categories":5795},[47],{"categories":5797},[111],{"categories":5799},[114],{"categories":5801},[47],{"categories":5803},[47],{"categories":5805},[111],{"categories":5807},[],{"categories":5809},[125],{"categories":5811},[],{"categories":5813},[125],{"categories":5815},[111],{"categories":5817},[101],{"categories":5819},[47],{"categories":5821},[],{"categories":5823},[150],{"categories":5825},[269],{"categories":5827},[47],{"categories":5829},[125],{"categories":5831},[47],{"categories":5833},[],{"categories":5835},[147],{"categories":5837},[111],{"categories":5839},[125],{"categories":5841},[199],{"categories":5843},[106],{"categories":5845},[47],{"categories":5847},[47],{"categories":5849},[111],{"categories":5851},[125],{"categories":5853},[111],{"categories":5855},[147],{"categories":5857},[47],{"categories":5859},[114],{"categories":5861},[101],{"categories":5863},[114],{"categories":5865},[147],{"categories":5867},[47],{"categories":5869},[125],{"categories":5871},[47],{"categories":5873},[199],{"categories":5875},[106],{"categories":5877},[47],{"categories":5879},[47],{"categories":5881},[47],{"categories":5883},[47],{"categories":5885},[47],{"categories":5887},[47],{"categories":5889},[111],{"categories":5891},[47],{"categories":5893},[111],{"categories":5895},[47],{"categories":5897},[47],{"categories":5899},[101],{"categories":5901},[47],{"categories":5903},[111],{"categories":5905},[111],{"categories":5907},[199],{"categories":5909},[111],{"categories":5911},[111],{"categories":5913},[47],{"categories":5915},[101],{"categories":5917},[111],{"categories":5919},[199],{"categories":5921},[],{"categories":5923},[47],{"categories":5925},[150],{"categories":5927},[442],{"categories":5929},[47],{"categories":5931},[111],{"categories":5933},[47],{"categories":5935},[47],{"categories":5937},[125],{"categories":5939},[47],{"categories":5941},[],{"categories":5943},[47],{"categories":5945},[111],{"categories":5947},[47],{"categories":5949},[228],{"categories":5951},[47],{"categories":5953},[125],{"categories":5955},[47],{"categories":5957},[147],{"categories":5959},[111],{"categories":5961},[47],{"categories":5963},[228],{"categories":5965},[111],{"categories":5967},[106],{"categories":5969},[106],{"categories":5971},[47],{"categories":5973},[47],{"categories":5975},[47],{"categories":5977},[47],{"categories":5979},[47],{"categories":5981},[47],{"categories":5983},[101],{"categories":5985},[],{"categories":5987},[47],{"categories":5989},[47],{"categories":5991},[111],{"categories":5993},[111],{"categories":5995},[47],{"categories":5997},[47],{"categories":5999},[47],{"categories":6001},[47],{"categories":6003},[47],{"categories":6005},[125],{"categories":6007},[],{"categories":6009},[101],{"categories":6011},[47],{"categories":6013},[47],{"categories":6015},[111],{"categories":6017},[111],{"categories":6019},[],{"categories":6021},[125],{"categories":6023},[125],{"categories":6025},[47],{"categories":6027},[228],{"categories":6029},[106],{"categories":6031},[199],{"categories":6033},[],{"categories":6035},[47],{"categories":6037},[111],{"categories":6039},[101],{"categories":6041},[47],{"categories":6043},[47],{"categories":6045},[125],{"categories":6047},[101],{"categories":6049},[47],{"categories":6051},[47],{"categories":6053},[147],{"categories":6055},[150],{"categories":6057},[47],{"categories":6059},[147],{"categories":6061},[111],{"categories":6063},[47],{"categories":6065},[],{"categories":6067},[147],{"categories":6069},[111],{"categories":6071},[199],{"categories":6073},[150],{"categories":6075},[47],{"categories":6077},[47],{"categories":6079},[],{"categories":6081},[111],{"categories":6083},[111],{"categories":6085},[111],{"categories":6087},[3121],{"categories":6089},[147],{"categories":6091},[47],{"categories":6093},[125],{"categories":6095},[47],{"categories":6097},[47],{"categories":6099},[47],{"categories":6101},[47],{"categories":6103},[47],{"categories":6105},[106],{"categories":6107},[47],{"categories":6109},[101],{"categories":6111},[1784],{"categories":6113},[269],{"categories":6115},[101],{"categories":6117},[],{"categories":6119},[47],{"categories":6121},[],{"categories":6123},[147],{"categories":6125},[111],{"categories":6127},[199],{"categories":6129},[47],{"categories":6131},[47],{"categories":6133},[47],{"categories":6135},[147],{"categories":6137},[],{"categories":6139},[111],{"categories":6141},[47],{"categories":6143},[111],{"categories":6145},[111],{"categories":6147},[],{"categories":6149},[47],{"categories":6151},[],{"categories":6153},[147],{"categories":6155},[101],{"categories":6157},[199],{"categories":6159},[47],{"categories":6161},[111],{"categories":6163},[147],{"categories":6165},[47],{"categories":6167},[147],{"categories":6169},[],{"categories":6171},[147],{"categories":6173},[47],{"categories":6175},[101],{"categories":6177},[442],{"categories":6179},[111],{"categories":6181},[47],{"categories":6183},[],{"categories":6185},[125],{"categories":6187},[111],{"categories":6189},[114],{"categories":6191},[111],{"categories":6193},[101],{"categories":6195},[47],{"categories":6197},[47],{"categories":6199},[],{"categories":6201},[],{"categories":6203},[],{"categories":6205},[199],{"categories":6207},[47],{"categories":6209},[111],{"categories":6211},[47],{"categories":6213},[47],{"categories":6215},[],{"categories":6217},[],{"categories":6219},[],{"categories":6221},[47],{"categories":6223},[111],{"categories":6225},[199],{"categories":6227},[47],{"categories":6229},[],{"categories":6231},[111],{"categories":6233},[47],{"categories":6235},[47],{"categories":6237},[101],{"categories":6239},[],{"categories":6241},[],{"categories":6243},[47],{"categories":6245},[47],{"categories":6247},[111],{"categories":6249},[199],{"categories":6251},[47],{"categories":6253},[147],{"categories":6255},[],{"categories":6257},[47],{"categories":6259},[47],{"categories":6261},[228],{"categories":6263},[147],{"categories":6265},[228],{"categories":6267},[150],{"categories":6269},[47],{"categories":6271},[47],{"categories":6273},[],{"categories":6275},[],{"categories":6277},[111],{"categories":6279},[],{"categories":6281},[47],{"categories":6283},[442],{"categories":6285},[47],{"categories":6287},[47],{"categories":6289},[47],{"categories":6291},[47],{"categories":6293},[],{"categories":6295},[111],{"categories":6297},[47],{"categories":6299},[47],{"categories":6301},[],{"categories":6303},[111],{"categories":6305},[47],{"categories":6307},[147],{"categories":6309},[47],{"categories":6311},[228],{"categories":6313},[106],{"categories":6315},[114],{"categories":6317},[47],{"categories":6319},[47],{"categories":6321},[111],{"categories":6323},[150],{"categories":6325},[111],{"categories":6327},[111],{"categories":6329},[],{"categories":6331},[47],{"categories":6333},[111],{"categories":6335},[],{"categories":6337},[47],{"categories":6339},[],{"categories":6341},[147],{"categories":6343},[106],{"categories":6345},[],{"categories":6347},[47],{"categories":6349},[47],{"categories":6351},[47],{"categories":6353},[],{"categories":6355},[111],{"categories":6357},[199],{"categories":6359},[101],{"categories":6361},[47],{"categories":6363},[],{"categories":6365},[106],{"categories":6367},[228],{"categories":6369},[47],{"categories":6371},[125],{"categories":6373},[101],{"categories":6375},[150],{"categories":6377},[106],{"categories":6379},[125],{"categories":6381},[111],{"categories":6383},[125],{"categories":6385},[],{"categories":6387},[47],{"categories":6389},[114],{"categories":6391},[47],{"categories":6393},[],{"categories":6395},[111],{"categories":6397},[101],{"categories":6399},[199],{"categories":6401},[47],{"categories":6403},[101],{"categories":6405},[111],{"categories":6407},[269],{"categories":6409},[47],{"categories":6411},[47],{"categories":6413},[47],{"categories":6415},[47],{"categories":6417},[47],{"categories":6419},[101],{"categories":6421},[47],{"categories":6423},[125],{"categories":6425},[150],{"categories":6427},[111],{"categories":6429},[],{"categories":6431},[47],{"categories":6433},[47],{"categories":6435},[47],{"categories":6437},[125],{"categories":6439},[111],{"categories":6441},[147],{"categories":6443},[125],{"categories":6445},[47],{"categories":6447},[114],{"categories":6449},[],{"categories":6451},[199],{"categories":6453},[125],{"categories":6455},[147],{"categories":6457},[47],{"categories":6459},[101],{"categories":6461},[111],{"categories":6463},[47],{"categories":6465},[47],{"categories":6467},[111],{"categories":6469},[114],{"categories":6471},[47],{"categories":6473},[111],{"categories":6475},[47],{"categories":6477},[106],{"categories":6479},[111],{"categories":6481},[111,269],{"categories":6483},[47],{"categories":6485},[47],{"categories":6487},[111],{"categories":6489},[125],{"categories":6491},[47],{"categories":6493},[47],{"categories":6495},[150],{"categories":6497},[111],{"categories":6499},[228],{"categories":6501},[111],{"categories":6503},[106],{"categories":6505},[],{"categories":6507},[111],{"categories":6509},[47],{"categories":6511},[106],{"categories":6513},[],{"categories":6515},[],{"categories":6517},[125],{"categories":6519},[47],{"categories":6521},[47],{"categories":6523},[111],{"categories":6525},[150],{"categories":6527},[228],{"categories":6529},[47],{"categories":6531},[47],{"categories":6533},[47],{"categories":6535},[111],{"categories":6537},[],{"categories":6539},[111],{"categories":6541},[147],{"categories":6543},[47],{"categories":6545},[111],{"categories":6547},[111],{"categories":6549},[47],{"categories":6551},[],{"categories":6553},[147],{"categories":6555},[125],{"categories":6557},[3121],{"categories":6559},[101],{"categories":6561},[125],{"categories":6563},[47],{"categories":6565},[111],{"categories":6567},[47],{"categories":6569},[47],{"categories":6571},[228],{"categories":6573},[125],{"categories":6575},[150],{"categories":6577},[],{"categories":6579},[147],{"categories":6581},[47],{"categories":6583},[47],{"categories":6585},[],{"categories":6587},[111],{"categories":6589},[47],{"categories":6591},[47],{"categories":6593},[47],{"categories":6595},[47],{"categories":6597},[111],{"categories":6599},[47],{"categories":6601},[47],{"categories":6603},[47],{"categories":6605},[114],{"categories":6607},[47],{"categories":6609},[111],{"categories":6611},[47],{"categories":6613},[47],{"categories":6615},[47],{"categories":6617},[47],{"categories":6619},[47],{"categories":6621},[47],{"categories":6623},[47],{"categories":6625},[106],{"categories":6627},[],{"categories":6629},[114],{"categories":6631},[147],{"categories":6633},[111],{"categories":6635},[47],{"categories":6637},[125],{"categories":6639},[],{"categories":6641},[125],{"categories":6643},[125],{"categories":6645},[111],{"categories":6647},[125],{"categories":6649},[47],{"categories":6651},[47],{"categories":6653},[47],{"categories":6655},[111],{"categories":6657},[125],{"categories":6659},[47],{"categories":6661},[47],{"categories":6663},[47],{"categories":6665},[111],{"categories":6667},[147],{"categories":6669},[47],{"categories":6671},[47],{"categories":6673},[47],{"categories":6675},[106],{"categories":6677},[47],{"categories":6679},[111],{"categories":6681},[199],{"categories":6683},[],{"categories":6685},[47],{"categories":6687},[150],{"categories":6689},[111],{"categories":6691},[47],{"categories":6693},[47],{"categories":6695},[],{"categories":6697},[47],{"categories":6699},[47],{"categories":6701},[147],{"categories":6703},[47],{"categories":6705},[47],{"categories":6707},[111],{"categories":6709},[228],{"categories":6711},[],{"categories":6713},[],{"categories":6715},[125],{"categories":6717},[47],{"categories":6719},[47],{"categories":6721},[147],{"categories":6723},[47],{"categories":6725},[125],{"categories":6727},[147],{"categories":6729},[47],{"categories":6731},[47],{"categories":6733},[228],{"categories":6735},[150],{"categories":6737},[47],{"categories":6739},[47],{"categories":6741},[101],{"categories":6743},[111],{"categories":6745},[47],{"categories":6747},[47],{"categories":6749},[111],{"categories":6751},[106],{"categories":6753},[111],{"categories":6755},[125],{"categories":6757},[47],{"categories":6759},[106],{"categories":6761},[],{"categories":6763},[47],{"categories":6765},[150],{"categories":6767},[47],{"categories":6769},[47],{"categories":6771},[],{"categories":6773},[147],{"categories":6775},[47],{"categories":6777},[111],{"categories":6779},[150],{"categories":6781},[47],{"categories":6783},[125],{"categories":6785},[125],{"categories":6787},[125],{"categories":6789},[47],{"categories":6791},[111],{"categories":6793},[111],{"categories":6795},[47],{"categories":6797},[111],{"categories":6799},[47],{"categories":6801},[47],{"categories":6803},[199],{"categories":6805},[150],{"categories":6807},[150],{"categories":6809},[],{"categories":6811},[147],{"categories":6813},[47],{"categories":6815},[47],{"categories":6817},[125],{"categories":6819},[],{"categories":6821},[147],{"categories":6823},[147],{"categories":6825},[147],{"categories":6827},[],{"categories":6829},[111],{"categories":6831},[47],{"categories":6833},[],{"categories":6835},[101],{"categories":6837},[106],{"categories":6839},[],{"categories":6841},[47],{"categories":6843},[47],{"categories":6845},[],{"categories":6847},[125],{"categories":6849},[],{"categories":6851},[],{"categories":6853},[],{"categories":6855},[],{"categories":6857},[47],{"categories":6859},[147],{"categories":6861},[],{"categories":6863},[],{"categories":6865},[47],{"categories":6867},[47],{"categories":6869},[47],{"categories":6871},[150],{"categories":6873},[47],{"categories":6875},[150],{"categories":6877},[],{"categories":6879},[150],{"categories":6881},[150],{"categories":6883},[269],{"categories":6885},[111],{"categories":6887},[125],{"categories":6889},[],{"categories":6891},[],{"categories":6893},[150],{"categories":6895},[125],{"categories":6897},[125],{"categories":6899},[125],{"categories":6901},[],{"categories":6903},[101],{"categories":6905},[125],{"categories":6907},[125],{"categories":6909},[101],{"categories":6911},[125],{"categories":6913},[106],{"categories":6915},[125],{"categories":6917},[125],{"categories":6919},[125],{"categories":6921},[150],{"categories":6923},[147],{"categories":6925},[147],{"categories":6927},[47],{"categories":6929},[125],{"categories":6931},[150],{"categories":6933},[269],{"categories":6935},[150],{"categories":6937},[150],{"categories":6939},[150],{"categories":6941},[],{"categories":6943},[106],{"categories":6945},[],{"categories":6947},[269],{"categories":6949},[125],{"categories":6951},[125],{"categories":6953},[125],{"categories":6955},[111],{"categories":6957},[147,106],{"categories":6959},[150],{"categories":6961},[],{"categories":6963},[],{"categories":6965},[150],{"categories":6967},[],{"categories":6969},[150],{"categories":6971},[147],{"categories":6973},[111],{"categories":6975},[],{"categories":6977},[125],{"categories":6979},[47],{"categories":6981},[199],{"categories":6983},[],{"categories":6985},[47],{"categories":6987},[],{"categories":6989},[147],{"categories":6991},[101],{"categories":6993},[150],{"categories":6995},[],{"categories":6997},[125],{"categories":6999},[147],[7001,7115,7213,7303],{"id":7002,"title":7003,"ai":7004,"body":7009,"categories":7088,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7089,"navigation":77,"path":7099,"published_at":7100,"question":48,"scraped_at":7101,"seo":7102,"sitemap":7103,"source_id":7104,"source_name":7105,"source_type":7106,"source_url":7107,"stem":7108,"tags":7109,"thumbnail_url":7110,"tldr":7111,"tweet":7112,"unknown_tags":7113,"__hash__":7114},"summaries\u002Fsummaries\u002F6918cb675b9d44a5-bounded-autonomy-engineering-ai-agents-with-constr-summary.md","Bounded Autonomy: Engineering AI Agents with Constraints",{"provider":7,"model":8,"input_tokens":7005,"output_tokens":7006,"processing_time_ms":7007,"cost_usd":7008},7217,668,3536,0.00280625,{"type":14,"value":7010,"toc":7083},[7011,7015,7018,7022,7025,7053,7057],[17,7012,7014],{"id":7013},"the-case-for-bounded-autonomy","The Case for Bounded Autonomy",[22,7016,7017],{},"Modern AI development often falls into the trap of \"maximalism\"—throwing as much context as possible at a model and expecting emergent behavior. Angus McLean argues for \"bounded autonomy,\" where developers intentionally constrain agents to improve performance and reliability. In high-stakes environments like advertising, where his team generates 4,000 assets daily, the goal is not to build a black-box agent that does everything, but to design systems that are reactive, fast, and measurable.",[17,7019,7021],{"id":7020},"rethinking-context-and-complexity","Rethinking Context and Complexity",[22,7023,7024],{},"LLMs are naturally verbose and tend toward complexity, often suggesting overly engineered solutions. McLean suggests that developers should:",[7026,7027,7028,7036,7042],"ul",{},[7029,7030,7031,7035],"li",{},[7032,7033,7034],"strong",{},"Minimize Context:"," Instead of dumping massive amounts of data into a context window, ask how little information is required to complete the task. Excessive context often introduces noise and makes models susceptible to SEO-heavy, low-quality data.",[7029,7037,7038,7041],{},[7032,7039,7040],{},"Curate Inputs:"," Replace broad internet access with high-quality, curated documentation. This forces the model to rely on verified information rather than the \"hallucination-prone\" noise of the open web.",[7029,7043,7044,7047,7048,7052],{},[7032,7045,7046],{},"Embrace Constraints:"," Just as early game developers achieved massive results with limited memory (e.g., ",[7049,7050,7051],"em",{},"Crash Bandicoot","), AI engineers should use constraints to drive creativity. If you cannot perform a task manually, you should not be automating it.",[17,7054,7056],{"id":7055},"practical-engineering-principles","Practical Engineering Principles",[7026,7058,7059,7065,7071,7077],{},[7029,7060,7061,7064],{},[7032,7062,7063],{},"Treat LLMs as Databases:"," View models as flexible databases capable of semantic math rather than sentient entities. This mindset shift helps developers focus on data representation and transformation.",[7029,7066,7067,7070],{},[7032,7068,7069],{},"Use Multiple Representations:"," Don't rely on a single format. Use Markdown for human-readable hierarchy, graph relationships for connections, and folder structures for fast retrieval. The structure of data is a property of the observer, not the object itself.",[7029,7072,7073,7076],{},[7032,7074,7075],{},"Shorten Feedback Loops:"," Avoid building complex agentic workflows that are difficult to debug. If a simple tool like HTML can replace a complex agentic application (as McLean found with his CV), choose the simpler path.",[7029,7078,7079,7082],{},[7032,7080,7081],{},"Build Your Own Harness:"," Experiment by building your own memory and compaction layers rather than relying solely on black-box frameworks. This builds a deeper understanding of the underlying data and improves prompt control.",{"title":40,"searchDepth":41,"depth":41,"links":7084},[7085,7086,7087],{"id":7013,"depth":41,"text":7014},{"id":7020,"depth":41,"text":7021},{"id":7055,"depth":41,"text":7056},[47],{"content_references":7090,"triage":7096},[7091,7095],{"type":7092,"title":7093,"author":7094,"context":63},"paper","Attention Is All You Need","Vaswani et al.",{"type":59,"title":60,"author":61,"context":63},{"relevance":72,"novelty":73,"quality":73,"actionability":73,"composite":7097,"reasoning":7098},4.35,"Category: AI & LLMs. The article provides a deep dive into the concept of bounded autonomy in AI agents, addressing specific pain points such as the pitfalls of excessive context and complexity, which are relevant to developers building AI-powered products. It offers practical engineering principles that can be directly applied, such as treating LLMs as databases and minimizing context, making it actionable for the target audience.","\u002Fsummaries\u002F6918cb675b9d44a5-bounded-autonomy-engineering-ai-agents-with-constr-summary","2026-05-25 13:00:06","2026-05-25 15:11:57",{"title":7003,"description":40},{"loc":7099},"6918cb675b9d44a5","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=t4359sKBu4w","summaries\u002F6918cb675b9d44a5-bounded-autonomy-engineering-ai-agents-with-constr-summary",[89,91,90,92],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Ft4359sKBu4w\u002Fhqdefault.jpg","To build effective AI agents, developers should embrace constraints, minimize context, and prioritize simplicity over complexity. Treat LLMs as flexible databases and avoid over-automating tasks you cannot perform yourself.","This talk is a practical, non-technical argument for simplifying AI agent workflows by embracing constraints. The speaker advocates for stripping away excessive context and internet access in favor of curated documentation, arguing that developers often over-engineer solutions when simpler, more focused approaches are more effective.",[92],"D97QG6OtVgEC3_GsLg2todTtIYsg-fz6QlWFvj3rTa8",{"id":7116,"title":7117,"ai":7118,"body":7123,"categories":7193,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7194,"navigation":77,"path":7202,"published_at":7203,"question":48,"scraped_at":7203,"seo":7204,"sitemap":7205,"source_id":7206,"source_name":7207,"source_type":85,"source_url":7199,"stem":7208,"tags":7209,"thumbnail_url":48,"tldr":7210,"tweet":48,"unknown_tags":7211,"__hash__":7212},"summaries\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary.md","Decomposing AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":7119,"output_tokens":7120,"processing_time_ms":7121,"cost_usd":7122},4073,581,3472,0.00188975,{"type":14,"value":7124,"toc":7189},[7125,7129,7132,7158,7162,7165,7186],[17,7126,7128],{"id":7127},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,7130,7131],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[7026,7133,7134,7140,7146,7152],{},[7029,7135,7136,7139],{},[7032,7137,7138],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[7029,7141,7142,7145],{},[7032,7143,7144],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[7029,7147,7148,7151],{},[7032,7149,7150],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[7029,7153,7154,7157],{},[7032,7155,7156],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,7159,7161],{"id":7160},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,7163,7164],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[7166,7167,7168,7174,7180],"ol",{},[7029,7169,7170,7173],{},[7032,7171,7172],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[7029,7175,7176,7179],{},[7032,7177,7178],{},"Debugging:"," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[7029,7181,7182,7185],{},[7032,7183,7184],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,7187,7188],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":40,"searchDepth":41,"depth":41,"links":7190},[7191,7192],{"id":7127,"depth":41,"text":7128},{"id":7160,"depth":41,"text":7161},[47],{"content_references":7195,"triage":7200},[7196],{"type":7092,"title":7197,"author":7198,"url":7199,"context":63},"Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893",{"relevance":72,"novelty":73,"quality":73,"actionability":73,"composite":7097,"reasoning":7201},"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":7117,"description":40},{"loc":7202},"a2e69b3ac342f3a6","arXiv cs.AI","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[89,90,92],"The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[92],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":7214,"title":7215,"ai":7216,"body":7221,"categories":7277,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7278,"navigation":77,"path":7288,"published_at":7289,"question":48,"scraped_at":7290,"seo":7291,"sitemap":7292,"source_id":7293,"source_name":7105,"source_type":7106,"source_url":7294,"stem":7295,"tags":7296,"thumbnail_url":7298,"tldr":7299,"tweet":7300,"unknown_tags":7301,"__hash__":7302},"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":7217,"output_tokens":7218,"processing_time_ms":7219,"cost_usd":7220},8540,776,3680,0.003299,{"type":14,"value":7222,"toc":7271},[7223,7227,7230,7234,7237,7241,7244,7264,7268],[17,7224,7226],{"id":7225},"prioritize-quality-over-coverage","Prioritize Quality Over Coverage",[22,7228,7229],{},"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.",[17,7231,7233],{"id":7232},"activation-and-change-management","Activation and Change Management",[22,7235,7236],{},"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.",[17,7238,7240],{"id":7239},"managing-the-collapsing-wow-factor","Managing the 'Collapsing Wow Factor'",[22,7242,7243],{},"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:",[7166,7245,7246,7252,7258],{},[7029,7247,7248,7251],{},[7032,7249,7250],{},"Data Democratization:"," Moving users away from manual dashboard dependencies.",[7029,7253,7254,7257],{},[7032,7255,7256],{},"Workflow Automation:"," Using agents to orchestrate tasks (e.g., monitoring inboxes, drafting responses, or updating CRM records).",[7029,7259,7260,7263],{},[7032,7261,7262],{},"Hyper-personalization:"," Enabling teams to build custom skills and tools that leverage living customer context.",[17,7265,7267],{"id":7266},"build-for-flexibility-not-perfection","Build for Flexibility, Not Perfection",[22,7269,7270],{},"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":40,"searchDepth":41,"depth":41,"links":7272},[7273,7274,7275,7276],{"id":7225,"depth":41,"text":7226},{"id":7232,"depth":41,"text":7233},{"id":7239,"depth":41,"text":7240},{"id":7266,"depth":41,"text":7267},[47],{"content_references":7279,"triage":7286},[7280,7283],{"type":65,"title":7281,"url":7282,"context":57},"Snowflake Cortex","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002F",{"type":65,"title":7284,"url":7285,"context":57},"Snowflake Co-work","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002Fco-work\u002F",{"relevance":72,"novelty":73,"quality":73,"actionability":73,"composite":7097,"reasoning":7287},"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":7215,"description":40},{"loc":7288},"0e75516c4c8f45ac","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DrTdD-ttjCY","summaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary",[7297,91,89,92],"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.",[92],"jQ_-3ji9aKfdPS4YZOMjrtgVRtdpAP3LRHnleb4Ey-4",{"id":7304,"title":7305,"ai":7306,"body":7311,"categories":7368,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7369,"navigation":77,"path":7376,"published_at":7377,"question":48,"scraped_at":7378,"seo":7379,"sitemap":7380,"source_id":7381,"source_name":7382,"source_type":7106,"source_url":7383,"stem":7384,"tags":7385,"thumbnail_url":7387,"tldr":7388,"tweet":7389,"unknown_tags":7390,"__hash__":7391},"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":7307,"output_tokens":7308,"processing_time_ms":7309,"cost_usd":7310},5246,692,3597,0.0023495,{"type":14,"value":7312,"toc":7363},[7313,7317,7324,7328,7331,7356,7360],[17,7314,7316],{"id":7315},"the-brain-vs-the-jar","The Brain vs. The Jar",[22,7318,7319,7320,7323],{},"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 ",[7032,7321,7322],{},"agentic harness",": the architectural wrapper that enables the model to act, remember, and iterate.",[17,7325,7327],{"id":7326},"the-three-pillars-of-the-agentic-harness","The Three Pillars of the Agentic Harness",[22,7329,7330],{},"To transform a static model into a functional agent, the harness must provide three critical capabilities:",[7026,7332,7333,7339,7350],{},[7029,7334,7335,7338],{},[7032,7336,7337],{},"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.",[7029,7340,7341,7344,7345,7349],{},[7032,7342,7343],{},"Memory:"," Because models have finite context windows that reset after a session, the harness must manage persistence. This includes loading instruction files (e.g., ",[7346,7347,7348],"code",{},"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.",[7029,7351,7352,7355],{},[7032,7353,7354],{},"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.",[17,7357,7359],{"id":7358},"the-fluid-future-of-ai-architecture","The Fluid Future of AI Architecture",[22,7361,7362],{},"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":40,"searchDepth":41,"depth":41,"links":7364},[7365,7366,7367],{"id":7315,"depth":41,"text":7316},{"id":7326,"depth":41,"text":7327},{"id":7358,"depth":41,"text":7359},[47],{"content_references":7370,"triage":7374},[7371],{"type":65,"title":7372,"url":7373,"context":57},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"relevance":72,"novelty":73,"quality":73,"actionability":73,"composite":7097,"reasoning":7375},"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":7305,"description":40},{"loc":7376},"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",[89,90,92,7386],"software-engineering","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.",[92,7386],"PtVTsoTGi-qI9ZNh4s66ldbH7fWoQkYBn7wif1qsZ-o"]