[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary":3,"summaries-facets-categories":169,"summary-related-a4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary":7073},{"id":4,"title":5,"ai":6,"body":13,"categories":110,"created_at":112,"date_modified":112,"description":103,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":115,"navigation":150,"path":151,"published_at":152,"question":112,"scraped_at":153,"seo":154,"sitemap":155,"source_id":156,"source_name":157,"source_type":158,"source_url":159,"stem":160,"tags":161,"thumbnail_url":112,"tldr":166,"tweet":112,"unknown_tags":167,"__hash__":168},"summaries\u002Fsummaries\u002Fa4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary.md","Own the Outer Loop: Accountability in Agentic Engineering",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",10470,1136,6004,0.0043215,{"type":14,"value":15,"toc":102},"minimark",[16,21,34,38,41,68,72,75,95,99],[17,18,20],"h2",{"id":19},"the-shift-from-execution-to-oversight","The Shift from Execution to Oversight",[22,23,24,25,29,30,33],"p",{},"As AI agents become capable of handling the 'inner loop' of software development (investigation, implementation, verification, and repetition), the role of the engineer is fundamentally changing. The ability to generate code is becoming cheap and abundant, shifting the bottleneck from ",[26,27,28],"em",{},"creation"," to ",[26,31,32],{},"control",". Engineers must now 'own the outer loop'—the boundary where human judgment, governance, and accountability reside.",[17,35,37],{"id":36},"the-three-pillars-of-the-outer-loop","The Three Pillars of the Outer Loop",[22,39,40],{},"To maintain high-quality software in an agentic world, engineers must master three core concepts:",[42,43,44,52,58],"ul",{},[45,46,47,51],"li",{},[48,49,50],"strong",{},"Quality:"," The back-pressure mechanisms (tests, hooks, sandboxes, logs) installed to regulate agent autonomy. These provide the evidence needed to verify that the system is behaving correctly.",[45,53,54,57],{},[48,55,56],{},"Verdict:"," The final production decision. While an agent may propose a change, a human must provide the 'verdict'—deciding whether to ship, block, or redirect based on the evidence provided.",[45,59,60,63,64,67],{},[48,61,62],{},"Answerability:"," The guarantee that an engineer can explain ",[26,65,66],{},"why"," a decision was made. As agents operate over longer time horizons, decisions become harder to trace; therefore, explicit documentation of the rationale and evidence is mandatory for long-term maintenance.",[17,69,71],{"id":70},"avoiding-the-hidden-costs-of-automation","Avoiding the Hidden Costs of Automation",[22,73,74],{},"Delegating to AI introduces three specific risks that engineers must actively mitigate:",[42,76,77,83,89],{},[45,78,79,82],{},[48,80,81],{},"Cognitive Surrender:"," The tendency to blindly accept AI output. Research shows that when AI is wrong, users often accept it anyway, feeling a false sense of confidence. Engineers must remain the final arbiter of truth.",[45,84,85,88],{},[48,86,87],{},"Cognitive Debt:"," Offloading all problem-solving to agents leads to an erosion of understanding. When the agent produces code that the engineer cannot comprehend, the cost of future maintenance grows exponentially.",[45,90,91,94],{},[48,92,93],{},"Orchestration Tax:"," Managing a fleet of agents is not free. Human cognitive bandwidth does not scale linearly with the number of agents, and the effort required to steer, sort, and verify agent output is a non-automatable human task.",[17,96,98],{"id":97},"operationalizing-taste-and-agency","Operationalizing Taste and Agency",[22,100,101],{},"In a world where creation is cheap, 'taste'—the ability to make high-quality qualitative judgments where no objective metric exists—becomes the primary competitive advantage. Engineers should move from being task-doers to system-architects who define constraints, design verification loops, and hold the accountability for the final product. True engineering, in this context, is defined by the willingness to sign one's name to the work and accept the consequences of the system's behavior.",{"title":103,"searchDepth":104,"depth":104,"links":105},"",2,[106,107,108,109],{"id":19,"depth":104,"text":20},{"id":36,"depth":104,"text":37},{"id":70,"depth":104,"text":71},{"id":97,"depth":104,"text":98},[111],"Software Engineering",null,"md",false,{"group":116,"content_references":117,"triage":145},"addy-osmani",[118,124,128,132,137,141],{"type":119,"title":120,"author":121,"url":122,"context":123},"report","State of Code Developer Survey Report","SonarSource","https:\u002F\u002Fwww.sonarsource.com\u002Fstate-of-code-developer-survey-report.pdf","cited",{"type":119,"title":125,"author":126,"url":127,"context":123},"GitLab Research Reveals Organizations Are Generating AI Code Faster Than They Can Control It","GitLab","https:\u002F\u002Fir.gitlab.com\u002Fnews\u002Fnews-details\u002F2026\u002FGitLab-Research-Reveals-Organizations-Are-Generating-AI-Code-Faster-Than-They-Can-Control-It\u002Fdefault.aspx",{"type":119,"title":129,"author":130,"url":131,"context":123},"How agents are transforming work","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Fhow-agents-are-transforming-work\u002F",{"type":133,"title":134,"author":135,"url":136,"context":123},"other","Thinking Fast, Slow, and Artificially","Wharton","https:\u002F\u002Fexecutiveeducation.wharton.upenn.edu\u002Fthought-leadership\u002Fwharton-at-work\u002F2026\u002F05\u002Fthinking-fast-slow-and-artificially\u002F",{"type":133,"title":138,"author":139,"url":140,"context":123},"AI assistance and coding skills","Anthropic","https:\u002F\u002Fwww.anthropic.com\u002Fresearch\u002FAI-assistance-coding-skills",{"type":133,"title":142,"author":143,"url":144,"context":123},"Taste","Paul Graham","https:\u002F\u002Fpaulgraham.com\u002Ftaste.html",{"relevance":146,"novelty":147,"quality":147,"actionability":147,"composite":148,"reasoning":149},5,4,4.35,"Category: Product Strategy. The article discusses the shift in engineering roles due to AI agents, addressing a key pain point for product-minded builders about accountability and oversight in AI-driven development. It provides actionable insights on maintaining quality and decision-making processes, which are crucial for engineers adapting to these changes.",true,"\u002Fsummaries\u002Fa4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary","2026-07-09 14:31:24","2026-07-16 13:33:37",{"title":5,"description":103},{"loc":151},"a4a84eb847043d97","Elevate (Addy Osmani Substack)","article","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Fown-the-outer-loop","summaries\u002Fa4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary",[162,163,164,165],"product-strategy","ai-agents","software-engineering","accountability","As AI agents automate the inner loop of software execution, engineers must shift their focus to the 'outer loop'—owning the decisions, verification, and accountability for what gets shipped.",[163,164,165],"cVSBSczmqmZUNy6uySZplQeU5IsRrImr0ypLBUqEQxU",[170,173,176,178,181,183,186,189,191,193,195,197,199,201,203,205,207,210,212,214,216,218,221,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,273,275,277,279,281,283,285,287,289,291,293,295,297,299,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,343,345,347,349,351,353,355,357,359,361,363,365,367,369,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,437,439,441,443,445,447,449,451,453,455,457,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,493,495,497,499,501,503,505,507,509,511,513,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,575,577,579,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,621,623,625,627,629,631,633,635,637,639,641,643,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,933,935,937,939,941,944,946,948,950,952,954,956,958,960,962,964,966,968,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071],{"categories":171},[172],"AI & LLMs",{"categories":174},[175],"Developer Productivity",{"categories":177},[172],{"categories":179},[180],"Business & SaaS",{"categories":182},[172],{"categories":184},[185],"AI Automation",{"categories":187},[188],"Product Strategy",{"categories":190},[185],{"categories":192},[172],{"categories":194},[175],{"categories":196},[185],{"categories":198},[111],{"categories":200},[172],{"categories":202},[180],{"categories":204},[],{"categories":206},[172],{"categories":208},[209],"Inference & Serving",{"categories":211},[172],{"categories":213},[172],{"categories":215},[185],{"categories":217},[],{"categories":219},[220],"AI News & Trends",{"categories":222},[223],"Data Science & Visualization",{"categories":225},[185],{"categories":227},[172],{"categories":229},[172],{"categories":231},[180],{"categories":233},[175],{"categories":235},[172],{"categories":237},[185],{"categories":239},[220],{"categories":241},[172],{"categories":243},[185],{"categories":245},[185],{"categories":247},[172],{"categories":249},[172],{"categories":251},[185],{"categories":253},[172],{"categories":255},[172],{"categories":257},[172],{"categories":259},[185],{"categories":261},[220],{"categories":263},[172],{"categories":265},[172],{"categories":267},[172],{"categories":269},[],{"categories":271},[272],"Design & Frontend",{"categories":274},[223],{"categories":276},[220],{"categories":278},[172],{"categories":280},[172],{"categories":282},[172],{"categories":284},[],{"categories":286},[172],{"categories":288},[172],{"categories":290},[185],{"categories":292},[111],{"categories":294},[172],{"categories":296},[185],{"categories":298},[172],{"categories":300},[301],"Marketing & Growth",{"categories":303},[272],{"categories":305},[172],{"categories":307},[185],{"categories":309},[172],{"categories":311},[172],{"categories":313},[111],{"categories":315},[172],{"categories":317},[],{"categories":319},[],{"categories":321},[272],{"categories":323},[172],{"categories":325},[185],{"categories":327},[175],{"categories":329},[111],{"categories":331},[185],{"categories":333},[272],{"categories":335},[188],{"categories":337},[172],{"categories":339},[111],{"categories":341},[342],"DevOps & Cloud",{"categories":344},[185],{"categories":346},[188],{"categories":348},[220],{"categories":350},[172],{"categories":352},[],{"categories":354},[172],{"categories":356},[172],{"categories":358},[],{"categories":360},[185],{"categories":362},[111],{"categories":364},[],{"categories":366},[111],{"categories":368},[172],{"categories":370},[371],"Governance & Standards",{"categories":373},[180],{"categories":375},[],{"categories":377},[],{"categories":379},[172],{"categories":381},[172],{"categories":383},[185],{"categories":385},[172],{"categories":387},[172],{"categories":389},[185],{"categories":391},[172],{"categories":393},[172],{"categories":395},[172],{"categories":397},[],{"categories":399},[111],{"categories":401},[],{"categories":403},[],{"categories":405},[172],{"categories":407},[111],{"categories":409},[],{"categories":411},[111],{"categories":413},[172],{"categories":415},[172],{"categories":417},[301],{"categories":419},[172],{"categories":421},[172],{"categories":423},[172],{"categories":425},[272],{"categories":427},[272],{"categories":429},[172],{"categories":431},[111],{"categories":433},[185],{"categories":435},[436],"GovTech & Public-Sector Adoption",{"categories":438},[111],{"categories":440},[172],{"categories":442},[172],{"categories":444},[172],{"categories":446},[185],{"categories":448},[185],{"categories":450},[223],{"categories":452},[172],{"categories":454},[220],{"categories":456},[185],{"categories":458},[459],"Legal AI Tools",{"categories":461},[172],{"categories":463},[185],{"categories":465},[172],{"categories":467},[301],{"categories":469},[185],{"categories":471},[188],{"categories":473},[172],{"categories":475},[111],{"categories":477},[436],{"categories":479},[],{"categories":481},[185],{"categories":483},[],{"categories":485},[180],{"categories":487},[185],{"categories":489},[185],{"categories":491},[492],"RAG & Retrieval",{"categories":494},[180],{"categories":496},[172],{"categories":498},[111],{"categories":500},[111],{"categories":502},[342],{"categories":504},[272],{"categories":506},[185],{"categories":508},[172],{"categories":510},[172],{"categories":512},[],{"categories":514},[515],"Agents & Orchestration",{"categories":517},[111],{"categories":519},[172],{"categories":521},[],{"categories":523},[185],{"categories":525},[180],{"categories":527},[],{"categories":529},[172],{"categories":531},[],{"categories":533},[172],{"categories":535},[175],{"categories":537},[111],{"categories":539},[180],{"categories":541},[172],{"categories":543},[185],{"categories":545},[172],{"categories":547},[220],{"categories":549},[172],{"categories":551},[],{"categories":553},[172],{"categories":555},[],{"categories":557},[172],{"categories":559},[111],{"categories":561},[172],{"categories":563},[185],{"categories":565},[223],{"categories":567},[],{"categories":569},[172],{"categories":571},[272],{"categories":573},[574],"Models & Frontier Labs",{"categories":576},[],{"categories":578},[272],{"categories":580},[581],"Regulation & Governance of AI",{"categories":583},[188],{"categories":585},[185],{"categories":587},[],{"categories":589},[172],{"categories":591},[172],{"categories":593},[185],{"categories":595},[185],{"categories":597},[220],{"categories":599},[172],{"categories":601},[180],{"categories":603},[172],{"categories":605},[185],{"categories":607},[],{"categories":609},[111],{"categories":611},[185],{"categories":613},[172],{"categories":615},[188],{"categories":617},[172],{"categories":619},[620],"AI Policy & Regulation",{"categories":622},[],{"categories":624},[172],{"categories":626},[185],{"categories":628},[188],{"categories":630},[185],{"categories":632},[172],{"categories":634},[172],{"categories":636},[172],{"categories":638},[185],{"categories":640},[],{"categories":642},[223],{"categories":644},[645],"Evals & Reliability",{"categories":647},[172],{"categories":649},[172],{"categories":651},[],{"categories":653},[175],{"categories":655},[436],{"categories":657},[620],{"categories":659},[172],{"categories":661},[180],{"categories":663},[172],{"categories":665},[185],{"categories":667},[172],{"categories":669},[185],{"categories":671},[515],{"categories":673},[172],{"categories":675},[111],{"categories":677},[172],{"categories":679},[],{"categories":681},[272],{"categories":683},[],{"categories":685},[172],{"categories":687},[436],{"categories":689},[172],{"categories":691},[172],{"categories":693},[172],{"categories":695},[],{"categories":697},[172],{"categories":699},[272],{"categories":701},[111],{"categories":703},[],{"categories":705},[172],{"categories":707},[],{"categories":709},[185],{"categories":711},[172],{"categories":713},[272],{"categories":715},[],{"categories":717},[172],{"categories":719},[172],{"categories":721},[223],{"categories":723},[185],{"categories":725},[172],{"categories":727},[180],{"categories":729},[185],{"categories":731},[172],{"categories":733},[172],{"categories":735},[111],{"categories":737},[272],{"categories":739},[172],{"categories":741},[185],{"categories":743},[],{"categories":745},[111],{"categories":747},[185],{"categories":749},[223],{"categories":751},[],{"categories":753},[172],{"categories":755},[220],{"categories":757},[172],{"categories":759},[],{"categories":761},[172],{"categories":763},[172],{"categories":765},[172],{"categories":767},[180,301],{"categories":769},[],{"categories":771},[111],{"categories":773},[172],{"categories":775},[172],{"categories":777},[185],{"categories":779},[172],{"categories":781},[],{"categories":783},[],{"categories":785},[172],{"categories":787},[272],{"categories":789},[172],{"categories":791},[],{"categories":793},[172],{"categories":795},[342],{"categories":797},[],{"categories":799},[185],{"categories":801},[220],{"categories":803},[172],{"categories":805},[172],{"categories":807},[272],{"categories":809},[],{"categories":811},[220],{"categories":813},[172],{"categories":815},[209],{"categories":817},[172],{"categories":819},[172],{"categories":821},[185],{"categories":823},[220],{"categories":825},[574],{"categories":827},[172],{"categories":829},[301],{"categories":831},[],{"categories":833},[185],{"categories":835},[180],{"categories":837},[111],{"categories":839},[172],{"categories":841},[185],{"categories":843},[],{"categories":845},[172,342],{"categories":847},[172],{"categories":849},[172],{"categories":851},[172],{"categories":853},[185],{"categories":855},[172,111],{"categories":857},[223],{"categories":859},[172],{"categories":861},[172],{"categories":863},[172],{"categories":865},[111],{"categories":867},[172],{"categories":869},[185],{"categories":871},[185],{"categories":873},[620],{"categories":875},[301],{"categories":877},[172],{"categories":879},[185],{"categories":881},[172],{"categories":883},[172],{"categories":885},[185],{"categories":887},[],{"categories":889},[185],{"categories":891},[172],{"categories":893},[172],{"categories":895},[185],{"categories":897},[172],{"categories":899},[172,180],{"categories":901},[172],{"categories":903},[180],{"categories":905},[],{"categories":907},[272],{"categories":909},[272],{"categories":911},[172],{"categories":913},[],{"categories":915},[],{"categories":917},[172],{"categories":919},[220],{"categories":921},[],{"categories":923},[175],{"categories":925},[172],{"categories":927},[111],{"categories":929},[172],{"categories":931},[932],"Generative UI & Design-to-Code",{"categories":934},[172],{"categories":936},[172],{"categories":938},[272],{"categories":940},[172],{"categories":942},[943],"Algorithmic Accountability",{"categories":945},[185],{"categories":947},[111],{"categories":949},[220],{"categories":951},[272],{"categories":953},[172],{"categories":955},[],{"categories":957},[188],{"categories":959},[172],{"categories":961},[172],{"categories":963},[172],{"categories":965},[172],{"categories":967},[185],{"categories":969},[970],"MLOps & Infrastructure",{"categories":972},[172],{"categories":974},[172],{"categories":976},[172],{"categories":978},[172],{"categories":980},[172],{"categories":982},[111],{"categories":984},[220],{"categories":986},[172],{"categories":988},[188],{"categories":990},[175],{"categories":992},[172],{"categories":994},[185],{"categories":996},[342],{"categories":998},[172],{"categories":1000},[180],{"categories":1002},[172],{"categories":1004},[272],{"categories":1006},[172],{"categories":1008},[172],{"categories":1010},[185],{"categories":1012},[],{"categories":1014},[],{"categories":1016},[172],{"categories":1018},[209],{"categories":1020},[272],{"categories":1022},[220],{"categories":1024},[223],{"categories":1026},[],{"categories":1028},[172],{"categories":1030},[172],{"categories":1032},[180],{"categories":1034},[185],{"categories":1036},[172],{"categories":1038},[172],{"categories":1040},[172],{"categories":1042},[172],{"categories":1044},[220],{"categories":1046},[209],{"categories":1048},[172],{"categories":1050},[272],{"categories":1052},[172],{"categories":1054},[],{"categories":1056},[185],{"categories":1058},[111],{"categories":1060},[],{"categories":1062},[172],{"categories":1064},[172],{"categories":1066},[185],{"categories":1068},[111],{"categories":1070},[172],{"categories":1072},[223],{"categories":1074},[272],{"categories":1076},[],{"categories":1078},[172],{"categories":1080},[],{"categories":1082},[172],{"categories":1084},[],{"categories":1086},[172],{"categories":1088},[172],{"categories":1090},[188],{"categories":1092},[180],{"categories":1094},[185],{"categories":1096},[185],{"categories":1098},[],{"categories":1100},[172],{"categories":1102},[175],{"categories":1104},[172],{"categories":1106},[172],{"categories":1108},[180],{"categories":1110},[220],{"categories":1112},[175],{"categories":1114},[],{"categories":1116},[172],{"categories":1118},[],{"categories":1120},[172],{"categories":1122},[],{"categories":1124},[220],{"categories":1126},[220],{"categories":1128},[],{"categories":1130},[515],{"categories":1132},[172],{"categories":1134},[272],{"categories":1136},[111],{"categories":1138},[],{"categories":1140},[459],{"categories":1142},[185],{"categories":1144},[180],{"categories":1146},[],{"categories":1148},[],{"categories":1150},[175],{"categories":1152},[223],{"categories":1154},[],{"categories":1156},[301],{"categories":1158},[185],{"categories":1160},[180],{"categories":1162},[185],{"categories":1164},[172],{"categories":1166},[180],{"categories":1168},[172],{"categories":1170},[111],{"categories":1172},[],{"categories":1174},[209],{"categories":1176},[188],{"categories":1178},[172],{"categories":1180},[272],{"categories":1182},[111],{"categories":1184},[180],{"categories":1186},[172],{"categories":1188},[111],{"categories":1190},[172],{"categories":1192},[185],{"categories":1194},[180],{"categories":1196},[172],{"categories":1198},[172],{"categories":1200},[172],{"categories":1202},[172],{"categories":1204},[172],{"categories":1206},[],{"categories":1208},[],{"categories":1210},[111],{"categories":1212},[223],{"categories":1214},[188],{"categories":1216},[172],{"categories":1218},[185],{"categories":1220},[111],{"categories":1222},[111],{"categories":1224},[172],{"categories":1226},[],{"categories":1228},[220],{"categories":1230},[188],{"categories":1232},[188],{"categories":1234},[111],{"categories":1236},[172],{"categories":1238},[645],{"categories":1240},[342],{"categories":1242},[],{"categories":1244},[185],{"categories":1246},[172],{"categories":1248},[],{"categories":1250},[175],{"categories":1252},[],{"categories":1254},[172],{"categories":1256},[172],{"categories":1258},[172],{"categories":1260},[272],{"categories":1262},[301],{"categories":1264},[172],{"categories":1266},[111],{"categories":1268},[172],{"categories":1270},[185],{"categories":1272},[],{"categories":1274},[111],{"categories":1276},[172],{"categories":1278},[175],{"categories":1280},[],{"categories":1282},[180],{"categories":1284},[172],{"categories":1286},[172],{"categories":1288},[220],{"categories":1290},[172,342],{"categories":1292},[172],{"categories":1294},[1295],"Design Systems for AI",{"categories":1297},[172],{"categories":1299},[172],{"categories":1301},[220],{"categories":1303},[172],{"categories":1305},[172],{"categories":1307},[172],{"categories":1309},[180],{"categories":1311},[172],{"categories":1313},[172],{"categories":1315},[172],{"categories":1317},[],{"categories":1319},[172],{"categories":1321},[172],{"categories":1323},[180],{"categories":1325},[172],{"categories":1327},[],{"categories":1329},[185],{"categories":1331},[185],{"categories":1333},[111],{"categories":1335},[220],{"categories":1337},[111],{"categories":1339},[172],{"categories":1341},[272],{"categories":1343},[220],{"categories":1345},[223],{"categories":1347},[172],{"categories":1349},[172],{"categories":1351},[185],{"categories":1353},[175],{"categories":1355},[620],{"categories":1357},[172],{"categories":1359},[185],{"categories":1361},[172],{"categories":1363},[111],{"categories":1365},[111],{"categories":1367},[],{"categories":1369},[],{"categories":1371},[172],{"categories":1373},[185],{"categories":1375},[188],{"categories":1377},[],{"categories":1379},[180],{"categories":1381},[172],{"categories":1383},[],{"categories":1385},[272],{"categories":1387},[111],{"categories":1389},[185],{"categories":1391},[111],{"categories":1393},[272],{"categories":1395},[172],{"categories":1397},[172],{"categories":1399},[272],{"categories":1401},[],{"categories":1403},[],{"categories":1405},[220],{"categories":1407},[185],{"categories":1409},[185],{"categories":1411},[172],{"categories":1413},[172],{"categories":1415},[172],{"categories":1417},[172],{"categories":1419},[180],{"categories":1421},[172],{"categories":1423},[172],{"categories":1425},[],{"categories":1427},[111],{"categories":1429},[111],{"categories":1431},[172],{"categories":1433},[111],{"categories":1435},[180],{"categories":1437},[],{"categories":1439},[172],{"categories":1441},[172],{"categories":1443},[172],{"categories":1445},[172],{"categories":1447},[172],{"categories":1449},[185],{"categories":1451},[175],{"categories":1453},[180],{"categories":1455},[172],{"categories":1457},[185],{"categories":1459},[220],{"categories":1461},[185],{"categories":1463},[209],{"categories":1465},[301],{"categories":1467},[172],{"categories":1469},[185],{"categories":1471},[172],{"categories":1473},[172],{"categories":1475},[172],{"categories":1477},[],{"categories":1479},[272],{"categories":1481},[],{"categories":1483},[172],{"categories":1485},[172],{"categories":1487},[],{"categories":1489},[172],{"categories":1491},[111],{"categories":1493},[180],{"categories":1495},[1496],"Visual & Generative Media",{"categories":1498},[185],{"categories":1500},[],{"categories":1502},[172],{"categories":1504},[172],{"categories":1506},[111],{"categories":1508},[342],{"categories":1510},[172],{"categories":1512},[223],{"categories":1514},[620],{"categories":1516},[111],{"categories":1518},[301],{"categories":1520},[172],{"categories":1522},[272],{"categories":1524},[172],{"categories":1526},[172],{"categories":1528},[111],{"categories":1530},[185],{"categories":1532},[172],{"categories":1534},[],{"categories":1536},[],{"categories":1538},[185],{"categories":1540},[111],{"categories":1542},[175],{"categories":1544},[185],{"categories":1546},[574],{"categories":1548},[172],{"categories":1550},[188],{"categories":1552},[172],{"categories":1554},[180],{"categories":1556},[],{"categories":1558},[172],{"categories":1560},[188],{"categories":1562},[172],{"categories":1564},[172],{"categories":1566},[172],{"categories":1568},[188],{"categories":1570},[172],{"categories":1572},[172],{"categories":1574},[301],{"categories":1576},[172],{"categories":1578},[515],{"categories":1580},[172],{"categories":1582},[185],{"categories":1584},[172],{"categories":1586},[172],{"categories":1588},[172],{"categories":1590},[172],{"categories":1592},[272],{"categories":1594},[185],{"categories":1596},[],{"categories":1598},[185],{"categories":1600},[],{"categories":1602},[342],{"categories":1604},[111],{"categories":1606},[],{"categories":1608},[574],{"categories":1610},[172],{"categories":1612},[185],{"categories":1614},[185],{"categories":1616},[172],{"categories":1618},[272,172],{"categories":1620},[175],{"categories":1622},[172],{"categories":1624},[272],{"categories":1626},[],{"categories":1628},[172],{"categories":1630},[175],{"categories":1632},[172],{"categories":1634},[1635],"Medical Imaging & Radiology",{"categories":1637},[172],{"categories":1639},[172],{"categories":1641},[172],{"categories":1643},[272],{"categories":1645},[185],{"categories":1647},[111],{"categories":1649},[],{"categories":1651},[172],{"categories":1653},[172],{"categories":1655},[172],{"categories":1657},[],{"categories":1659},[],{"categories":1661},[172],{"categories":1663},[172],{"categories":1665},[515],{"categories":1667},[172],{"categories":1669},[175],{"categories":1671},[172],{"categories":1673},[172],{"categories":1675},[],{"categories":1677},[185],{"categories":1679},[172],{"categories":1681},[188],{"categories":1683},[111],{"categories":1685},[172],{"categories":1687},[185],{"categories":1689},[515],{"categories":1691},[172],{"categories":1693},[185],{"categories":1695},[172],{"categories":1697},[172],{"categories":1699},[172],{"categories":1701},[272],{"categories":1703},[185],{"categories":1705},[342],{"categories":1707},[272],{"categories":1709},[180],{"categories":1711},[185],{"categories":1713},[220],{"categories":1715},[172],{"categories":1717},[172],{"categories":1719},[188],{"categories":1721},[172],{"categories":1723},[172],{"categories":1725},[172],{"categories":1727},[172],{"categories":1729},[185],{"categories":1731},[172],{"categories":1733},[111],{"categories":1735},[111],{"categories":1737},[172],{"categories":1739},[188],{"categories":1741},[],{"categories":1743},[220],{"categories":1745},[],{"categories":1747},[188],{"categories":1749},[185],{"categories":1751},[172],{"categories":1753},[185],{"categories":1755},[1295],{"categories":1757},[1295],{"categories":1759},[272],{"categories":1761},[172],{"categories":1763},[172],{"categories":1765},[172],{"categories":1767},[185],{"categories":1769},[111],{"categories":1771},[272],{"categories":1773},[185],{"categories":1775},[220],{"categories":1777},[],{"categories":1779},[172],{"categories":1781},[],{"categories":1783},[172],{"categories":1785},[172],{"categories":1787},[172],{"categories":1789},[172],{"categories":1791},[185],{"categories":1793},[1794],"Contract Review & E-Discovery",{"categories":1796},[172],{"categories":1798},[272],{"categories":1800},[172],{"categories":1802},[175],{"categories":1804},[172],{"categories":1806},[220],{"categories":1808},[172],{"categories":1810},[172],{"categories":1812},[301],{"categories":1814},[111],{"categories":1816},[172],{"categories":1818},[172],{"categories":1820},[185],{"categories":1822},[185],{"categories":1824},[943],{"categories":1826},[172],{"categories":1828},[172],{"categories":1830},[185],{"categories":1832},[185],{"categories":1834},[172],{"categories":1836},[172],{"categories":1838},[172],{"categories":1840},[185],{"categories":1842},[172],{"categories":1844},[172],{"categories":1846},[515],{"categories":1848},[492],{"categories":1850},[172],{"categories":1852},[185],{"categories":1854},[172],{"categories":1856},[1857],"Law-Firm Practice & Adoption",{"categories":1859},[172],{"categories":1861},[185],{"categories":1863},[272],{"categories":1865},[172],{"categories":1867},[172],{"categories":1869},[172],{"categories":1871},[],{"categories":1873},[],{"categories":1875},[111],{"categories":1877},[172],{"categories":1879},[],{"categories":1881},[185],{"categories":1883},[175],{"categories":1885},[342],{"categories":1887},[172],{"categories":1889},[],{"categories":1891},[175],{"categories":1893},[180],{"categories":1895},[172],{"categories":1897},[301],{"categories":1899},[],{"categories":1901},[180],{"categories":1903},[185],{"categories":1905},[180],{"categories":1907},[],{"categories":1909},[172],{"categories":1911},[188],{"categories":1913},[172],{"categories":1915},[111],{"categories":1917},[],{"categories":1919},[],{"categories":1921},[],{"categories":1923},[],{"categories":1925},[172],{"categories":1927},[188],{"categories":1929},[185],{"categories":1931},[342],{"categories":1933},[172],{"categories":1935},[175],{"categories":1937},[111],{"categories":1939},[172],{"categories":1941},[172],{"categories":1943},[111],{"categories":1945},[188],{"categories":1947},[172],{"categories":1949},[172],{"categories":1951},[172],{"categories":1953},[970],{"categories":1955},[172],{"categories":1957},[111],{"categories":1959},[172],{"categories":1961},[301],{"categories":1963},[111],{"categories":1965},[180],{"categories":1967},[172],{"categories":1969},[172],{"categories":1971},[172],{"categories":1973},[272],{"categories":1975},[172],{"categories":1977},[172],{"categories":1979},[172],{"categories":1981},[172],{"categories":1983},[180],{"categories":1985},[185],{"categories":1987},[172,175],{"categories":1989},[515],{"categories":1991},[172],{"categories":1993},[172],{"categories":1995},[111],{"categories":1997},[111],{"categories":1999},[272],{"categories":2001},[185],{"categories":2003},[185],{"categories":2005},[111],{"categories":2007},[172],{"categories":2009},[172],{"categories":2011},[172],{"categories":2013},[],{"categories":2015},[],{"categories":2017},[172],{"categories":2019},[223],{"categories":2021},[172],{"categories":2023},[185],{"categories":2025},[],{"categories":2027},[172],{"categories":2029},[172],{"categories":2031},[111],{"categories":2033},[223],{"categories":2035},[220],{"categories":2037},[272],{"categories":2039},[172],{"categories":2041},[185],{"categories":2043},[172],{"categories":2045},[111],{"categories":2047},[],{"categories":2049},[185],{"categories":2051},[172],{"categories":2053},[172],{"categories":2055},[172],{"categories":2057},[172],{"categories":2059},[],{"categories":2061},[185],{"categories":2063},[172],{"categories":2065},[172],{"categories":2067},[172],{"categories":2069},[],{"categories":2071},[185],{"categories":2073},[172],{"categories":2075},[172],{"categories":2077},[180],{"categories":2079},[172],{"categories":2081},[172],{"categories":2083},[],{"categories":2085},[175],{"categories":2087},[172],{"categories":2089},[172],{"categories":2091},[172],{"categories":2093},[272],{"categories":2095},[172],{"categories":2097},[111],{"categories":2099},[172],{"categories":2101},[175],{"categories":2103},[172],{"categories":2105},[111],{"categories":2107},[301],{"categories":2109},[185],{"categories":2111},[185],{"categories":2113},[172],{"categories":2115},[172],{"categories":2117},[172,272],{"categories":2119},[172],{"categories":2121},[185],{"categories":2123},[220],{"categories":2125},[172],{"categories":2127},[220],{"categories":2129},[185],{"categories":2131},[272],{"categories":2133},[172],{"categories":2135},[],{"categories":2137},[111],{"categories":2139},[342],{"categories":2141},[272],{"categories":2143},[111],{"categories":2145},[172],{"categories":2147},[188],{"categories":2149},[172],{"categories":2151},[172],{"categories":2153},[185],{"categories":2155},[],{"categories":2157},[],{"categories":2159},[172],{"categories":2161},[],{"categories":2163},[],{"categories":2165},[188],{"categories":2167},[111],{"categories":2169},[172],{"categories":2171},[185],{"categories":2173},[185],{"categories":2175},[180],{"categories":2177},[185],{"categories":2179},[342],{"categories":2181},[172],{"categories":2183},[172],{"categories":2185},[172],{"categories":2187},[209],{"categories":2189},[172],{"categories":2191},[172],{"categories":2193},[172],{"categories":2195},[111],{"categories":2197},[185],{"categories":2199},[172],{"categories":2201},[172],{"categories":2203},[111],{"categories":2205},[459],{"categories":2207},[185],{"categories":2209},[943],{"categories":2211},[],{"categories":2213},[272],{"categories":2215},[1857],{"categories":2217},[111],{"categories":2219},[],{"categories":2221},[],{"categories":2223},[172],{"categories":2225},[185],{"categories":2227},[],{"categories":2229},[],{"categories":2231},[172],{"categories":2233},[301],{"categories":2235},[172],{"categories":2237},[301],{"categories":2239},[185],{"categories":2241},[172],{"categories":2243},[172],{"categories":2245},[111],{"categories":2247},[188],{"categories":2249},[],{"categories":2251},[172],{"categories":2253},[172],{"categories":2255},[111],{"categories":2257},[1794],{"categories":2259},[272],{"categories":2261},[272],{"categories":2263},[172],{"categories":2265},[185],{"categories":2267},[175],{"categories":2269},[172],{"categories":2271},[172],{"categories":2273},[172],{"categories":2275},[172],{"categories":2277},[272],{"categories":2279},[272],{"categories":2281},[185],{"categories":2283},[185],{"categories":2285},[185],{"categories":2287},[172],{"categories":2289},[172],{"categories":2291},[],{"categories":2293},[172],{"categories":2295},[],{"categories":2297},[2298],"Interaction & Product Design",{"categories":2300},[172],{"categories":2302},[185],{"categories":2304},[111],{"categories":2306},[371],{"categories":2308},[220],{"categories":2310},[111],{"categories":2312},[172],{"categories":2314},[172],{"categories":2316},[172],{"categories":2318},[111],{"categories":2320},[172],{"categories":2322},[175],{"categories":2324},[185],{"categories":2326},[172],{"categories":2328},[],{"categories":2330},[185],{"categories":2332},[185],{"categories":2334},[185],{"categories":2336},[],{"categories":2338},[111],{"categories":2340},[172],{"categories":2342},[185],{"categories":2344},[175],{"categories":2346},[2298],{"categories":2348},[172],{"categories":2350},[175],{"categories":2352},[175],{"categories":2354},[],{"categories":2356},[185],{"categories":2358},[111],{"categories":2360},[],{"categories":2362},[185],{"categories":2364},[220],{"categories":2366},[172],{"categories":2368},[185],{"categories":2370},[172],{"categories":2372},[185],{"categories":2374},[185],{"categories":2376},[172],{"categories":2378},[172],{"categories":2380},[220],{"categories":2382},[223],{"categories":2384},[172],{"categories":2386},[188],{"categories":2388},[111],{"categories":2390},[2391],"Coding Agents & Dev Productivity",{"categories":2393},[220],{"categories":2395},[272],{"categories":2397},[172],{"categories":2399},[172],{"categories":2401},[],{"categories":2403},[172],{"categories":2405},[943],{"categories":2407},[],{"categories":2409},[172],{"categories":2411},[172],{"categories":2413},[342],{"categories":2415},[172],{"categories":2417},[220],{"categories":2419},[],{"categories":2421},[],{"categories":2423},[172],{"categories":2425},[],{"categories":2427},[185],{"categories":2429},[172],{"categories":2431},[],{"categories":2433},[111],{"categories":2435},[111],{"categories":2437},[172],{"categories":2439},[223],{"categories":2441},[],{"categories":2443},[172],{"categories":2445},[172],{"categories":2447},[172],{"categories":2449},[223],{"categories":2451},[111],{"categories":2453},[185],{"categories":2455},[],{"categories":2457},[],{"categories":2459},[172],{"categories":2461},[172],{"categories":2463},[185],{"categories":2465},[185],{"categories":2467},[436],{"categories":2469},[111],{"categories":2471},[111],{"categories":2473},[185],{"categories":2475},[220],{"categories":2477},[220],{"categories":2479},[185],{"categories":2481},[185],{"categories":2483},[172],{"categories":2485},[175],{"categories":2487},[2298],{"categories":2489},[188],{"categories":2491},[172,342],{"categories":2493},[223],{"categories":2495},[],{"categories":2497},[272],{"categories":2499},[185],{"categories":2501},[111],{"categories":2503},[175],{"categories":2505},[172],{"categories":2507},[185],{"categories":2509},[2510],"The Designer's Role & Craft",{"categories":2512},[272],{"categories":2514},[],{"categories":2516},[185],{"categories":2518},[172],{"categories":2520},[185],{"categories":2522},[185],{"categories":2524},[172],{"categories":2526},[301],{"categories":2528},[172],{"categories":2530},[111],{"categories":2532},[172],{"categories":2534},[272],{"categories":2536},[172],{"categories":2538},[],{"categories":2540},[185],{"categories":2542},[272],{"categories":2544},[188],{"categories":2546},[172],{"categories":2548},[172],{"categories":2550},[172],{"categories":2552},[2553],"AI UX Patterns",{"categories":2555},[185],{"categories":2557},[185],{"categories":2559},[185],{"categories":2561},[185],{"categories":2563},[301],{"categories":2565},[223],{"categories":2567},[172],{"categories":2569},[185],{"categories":2571},[172],{"categories":2573},[1295],{"categories":2575},[],{"categories":2577},[301],{"categories":2579},[185],{"categories":2581},[220],{"categories":2583},[111],{"categories":2585},[172],{"categories":2587},[185],{"categories":2589},[],{"categories":2591},[],{"categories":2593},[172],{"categories":2595},[172],{"categories":2597},[185],{"categories":2599},[172],{"categories":2601},[185],{"categories":2603},[436],{"categories":2605},[272],{"categories":2607},[172],{"categories":2609},[220],{"categories":2611},[111],{"categories":2613},[172],{"categories":2615},[185],{"categories":2617},[185],{"categories":2619},[],{"categories":2621},[172],{"categories":2623},[],{"categories":2625},[172],{"categories":2627},[],{"categories":2629},[172],{"categories":2631},[172],{"categories":2633},[172],{"categories":2635},[185],{"categories":2637},[111],{"categories":2639},[],{"categories":2641},[],{"categories":2643},[223],{"categories":2645},[209],{"categories":2647},[172],{"categories":2649},[172],{"categories":2651},[172],{"categories":2653},[223],{"categories":2655},[172],{"categories":2657},[172],{"categories":2659},[220],{"categories":2661},[172],{"categories":2663},[172],{"categories":2665},[172],{"categories":2667},[185],{"categories":2669},[172],{"categories":2671},[185],{"categories":2673},[172],{"categories":2675},[172],{"categories":2677},[172],{"categories":2679},[185],{"categories":2681},[],{"categories":2683},[172],{"categories":2685},[],{"categories":2687},[172],{"categories":2689},[172],{"categories":2691},[342],{"categories":2693},[172],{"categories":2695},[],{"categories":2697},[],{"categories":2699},[272],{"categories":2701},[970],{"categories":2703},[185],{"categories":2705},[175],{"categories":2707},[2510],{"categories":2709},[],{"categories":2711},[],{"categories":2713},[172],{"categories":2715},[],{"categories":2717},[],{"categories":2719},[111],{"categories":2721},[220],{"categories":2723},[301],{"categories":2725},[185],{"categories":2727},[180],{"categories":2729},[172],{"categories":2731},[172],{"categories":2733},[180],{"categories":2735},[],{"categories":2737},[272],{"categories":2739},[188],{"categories":2741},[172],{"categories":2743},[172],{"categories":2745},[185],{"categories":2747},[180],{"categories":2749},[172],{"categories":2751},[172],{"categories":2753},[175],{"categories":2755},[172],{"categories":2757},[172],{"categories":2759},[],{"categories":2761},[175],{"categories":2763},[172],{"categories":2765},[301],{"categories":2767},[185],{"categories":2769},[220],{"categories":2771},[172],{"categories":2773},[111],{"categories":2775},[172],{"categories":2777},[172],{"categories":2779},[180],{"categories":2781},[172],{"categories":2783},[172],{"categories":2785},[172],{"categories":2787},[185],{"categories":2789},[172],{"categories":2791},[],{"categories":2793},[172],{"categories":2795},[111],{"categories":2797},[175],{"categories":2799},[172],{"categories":2801},[172],{"categories":2803},[172],{"categories":2805},[],{"categories":2807},[172],{"categories":2809},[515],{"categories":2811},[185],{"categories":2813},[180],{"categories":2815},[220],{"categories":2817},[172],{"categories":2819},[172],{"categories":2821},[],{"categories":2823},[180],{"categories":2825},[180],{"categories":2827},[172],{"categories":2829},[172],{"categories":2831},[188],{"categories":2833},[172],{"categories":2835},[172],{"categories":2837},[172],{"categories":2839},[172],{"categories":2841},[111],{"categories":2843},[111],{"categories":2845},[172],{"categories":2847},[],{"categories":2849},[111],{"categories":2851},[172],{"categories":2853},[111],{"categories":2855},[185],{"categories":2857},[620],{"categories":2859},[],{"categories":2861},[],{"categories":2863},[172],{"categories":2865},[220],{"categories":2867},[],{"categories":2869},[342],{"categories":2871},[172],{"categories":2873},[172],{"categories":2875},[172],{"categories":2877},[272],{"categories":2879},[932],{"categories":2881},[],{"categories":2883},[172],{"categories":2885},[172],{"categories":2887},[172],{"categories":2889},[111],{"categories":2891},[172],{"categories":2893},[172],{"categories":2895},[172,342],{"categories":2897},[172],{"categories":2899},[172],{"categories":2901},[272],{"categories":2903},[185],{"categories":2905},[],{"categories":2907},[185],{"categories":2909},[185],{"categories":2911},[172],{"categories":2913},[172],{"categories":2915},[172],{"categories":2917},[172],{"categories":2919},[223],{"categories":2921},[172],{"categories":2923},[2553],{"categories":2925},[175],{"categories":2927},[223],{"categories":2929},[175],{"categories":2931},[111],{"categories":2933},[272],{"categories":2935},[185],{"categories":2937},[172],{"categories":2939},[],{"categories":2941},[180],{"categories":2943},[172],{"categories":2945},[172],{"categories":2947},[220],{"categories":2949},[172],{"categories":2951},[172],{"categories":2953},[172],{"categories":2955},[185],{"categories":2957},[172],{"categories":2959},[172],{"categories":2961},[172],{"categories":2963},[180],{"categories":2965},[],{"categories":2967},[342],{"categories":2969},[172],{"categories":2971},[436],{"categories":2973},[272],{"categories":2975},[272],{"categories":2977},[111],{"categories":2979},[185],{"categories":2981},[172],{"categories":2983},[180],{"categories":2985},[220],{"categories":2987},[172],{"categories":2989},[172],{"categories":2991},[172],{"categories":2993},[272],{"categories":2995},[185],{"categories":2997},[185],{"categories":2999},[172],{"categories":3001},[172],{"categories":3003},[574],{"categories":3005},[185],{"categories":3007},[],{"categories":3009},[172],{"categories":3011},[172],{"categories":3013},[172],{"categories":3015},[],{"categories":3017},[],{"categories":3019},[172],{"categories":3021},[172],{"categories":3023},[185],{"categories":3025},[172],{"categories":3027},[172],{"categories":3029},[172],{"categories":3031},[111],{"categories":3033},[172],{"categories":3035},[172],{"categories":3037},[185],{"categories":3039},[172],{"categories":3041},[172],{"categories":3043},[172],{"categories":3045},[172],{"categories":3047},[172],{"categories":3049},[],{"categories":3051},[111],{"categories":3053},[223],{"categories":3055},[172],{"categories":3057},[185],{"categories":3059},[185],{"categories":3061},[172],{"categories":3063},[172],{"categories":3065},[],{"categories":3067},[],{"categories":3069},[172],{"categories":3071},[172],{"categories":3073},[172],{"categories":3075},[220],{"categories":3077},[223],{"categories":3079},[],{"categories":3081},[172],{"categories":3083},[272],{"categories":3085},[172],{"categories":3087},[342],{"categories":3089},[1857],{"categories":3091},[220],{"categories":3093},[111],{"categories":3095},[172],{"categories":3097},[111],{"categories":3099},[111],{"categories":3101},[172],{"categories":3103},[172],{"categories":3105},[111],{"categories":3107},[220],{"categories":3109},[220],{"categories":3111},[342],{"categories":3113},[185],{"categories":3115},[],{"categories":3117},[220],{"categories":3119},[172],{"categories":3121},[185],{"categories":3123},[175],{"categories":3125},[111],{"categories":3127},[172],{"categories":3129},[220],{"categories":3131},[],{"categories":3133},[172],{"categories":3135},[111],{"categories":3137},[111],{"categories":3139},[223],{"categories":3141},[172],{"categories":3143},[220],{"categories":3145},[172],{"categories":3147},[111],{"categories":3149},[185],{"categories":3151},[185],{"categories":3153},[220],{"categories":3155},[185],{"categories":3157},[342],{"categories":3159},[185],{"categories":3161},[172],{"categories":3163},[172],{"categories":3165},[172],{"categories":3167},[172],{"categories":3169},[111],{"categories":3171},[172],{"categories":3173},[],{"categories":3175},[185],{"categories":3177},[180],{"categories":3179},[111],{"categories":3181},[],{"categories":3183},[],{"categories":3185},[172],{"categories":3187},[185],{"categories":3189},[172],{"categories":3191},[172],{"categories":3193},[3194],"Frameworks & Tooling",{"categories":3196},[172],{"categories":3198},[172],{"categories":3200},[111],{"categories":3202},[172],{"categories":3204},[172],{"categories":3206},[],{"categories":3208},[223],{"categories":3210},[223],{"categories":3212},[175],{"categories":3214},[172],{"categories":3216},[185],{"categories":3218},[172],{"categories":3220},[272],{"categories":3222},[],{"categories":3224},[1857],{"categories":3226},[172],{"categories":3228},[111],{"categories":3230},[172],{"categories":3232},[342],{"categories":3234},[342],{"categories":3236},[],{"categories":3238},[185],{"categories":3240},[185],{"categories":3242},[172],{"categories":3244},[172],{"categories":3246},[220],{"categories":3248},[185],{"categories":3250},[220],{"categories":3252},[172],{"categories":3254},[185],{"categories":3256},[],{"categories":3258},[272],{"categories":3260},[172],{"categories":3262},[172],{"categories":3264},[],{"categories":3266},[172],{"categories":3268},[185],{"categories":3270},[172],{"categories":3272},[172],{"categories":3274},[172],{"categories":3276},[],{"categories":3278},[111],{"categories":3280},[172],{"categories":3282},[111],{"categories":3284},[342],{"categories":3286},[172],{"categories":3288},[172],{"categories":3290},[172],{"categories":3292},[111],{"categories":3294},[180],{"categories":3296},[172],{"categories":3298},[1857],{"categories":3300},[],{"categories":3302},[185],{"categories":3304},[175],{"categories":3306},[172],{"categories":3308},[175],{"categories":3310},[172],{"categories":3312},[],{"categories":3314},[185],{"categories":3316},[172],{"categories":3318},[172],{"categories":3320},[3321],"AI Design Tooling",{"categories":3323},[272],{"categories":3325},[172],{"categories":3327},[172],{"categories":3329},[111],{"categories":3331},[272],{"categories":3333},[172],{"categories":3335},[172],{"categories":3337},[111],{"categories":3339},[220],{"categories":3341},[188],{"categories":3343},[111],{"categories":3345},[172],{"categories":3347},[172],{"categories":3349},[172],{"categories":3351},[185],{"categories":3353},[172],{"categories":3355},[],{"categories":3357},[185],{"categories":3359},[172],{"categories":3361},[172],{"categories":3363},[185],{"categories":3365},[172],{"categories":3367},[172],{"categories":3369},[172],{"categories":3371},[185],{"categories":3373},[],{"categories":3375},[185],{"categories":3377},[3194],{"categories":3379},[172],{"categories":3381},[172],{"categories":3383},[185],{"categories":3385},[185],{"categories":3387},[111],{"categories":3389},[111],{"categories":3391},[172],{"categories":3393},[],{"categories":3395},[111],{"categories":3397},[172],{"categories":3399},[172],{"categories":3401},[185],{"categories":3403},[180],{"categories":3405},[172],{"categories":3407},[],{"categories":3409},[172],{"categories":3411},[172],{"categories":3413},[2298],{"categories":3415},[],{"categories":3417},[172],{"categories":3419},[172],{"categories":3421},[172],{"categories":3423},[172],{"categories":3425},[272],{"categories":3427},[172],{"categories":3429},[],{"categories":3431},[172],{"categories":3433},[172],{"categories":3435},[172],{"categories":3437},[172],{"categories":3439},[301],{"categories":3441},[220],{"categories":3443},[172],{"categories":3445},[172],{"categories":3447},[1857],{"categories":3449},[175],{"categories":3451},[172],{"categories":3453},[172],{"categories":3455},[223],{"categories":3457},[172],{"categories":3459},[172],{"categories":3461},[220],{"categories":3463},[185],{"categories":3465},[],{"categories":3467},[172],{"categories":3469},[172],{"categories":3471},[272],{"categories":3473},[172],{"categories":3475},[301],{"categories":3477},[185],{"categories":3479},[172],{"categories":3481},[185],{"categories":3483},[],{"categories":3485},[],{"categories":3487},[],{"categories":3489},[175],{"categories":3491},[220],{"categories":3493},[185],{"categories":3495},[172],{"categories":3497},[172],{"categories":3499},[172],{"categories":3501},[172],{"categories":3503},[459],{"categories":3505},[272],{"categories":3507},[185],{"categories":3509},[172],{"categories":3511},[],{"categories":3513},[185],{"categories":3515},[185],{"categories":3517},[],{"categories":3519},[172],{"categories":3521},[185],{"categories":3523},[172],{"categories":3525},[],{"categories":3527},[172],{"categories":3529},[172],{"categories":3531},[172],{"categories":3533},[220],{"categories":3535},[272],{"categories":3537},[185],{"categories":3539},[272],{"categories":3541},[185],{"categories":3543},[172],{"categories":3545},[180],{"categories":3547},[],{"categories":3549},[],{"categories":3551},[172],{"categories":3553},[172],{"categories":3555},[172],{"categories":3557},[175],{"categories":3559},[185],{"categories":3561},[220],{"categories":3563},[],{"categories":3565},[272],{"categories":3567},[],{"categories":3569},[111],{"categories":3571},[172],{"categories":3573},[111],{"categories":3575},[272],{"categories":3577},[111],{"categories":3579},[172],{"categories":3581},[],{"categories":3583},[172],{"categories":3585},[172],{"categories":3587},[],{"categories":3589},[172],{"categories":3591},[172],{"categories":3593},[301],{"categories":3595},[172],{"categories":3597},[172],{"categories":3599},[342],{"categories":3601},[111],{"categories":3603},[172],{"categories":3605},[],{"categories":3607},[185],{"categories":3609},[172],{"categories":3611},[175],{"categories":3613},[574],{"categories":3615},[172],{"categories":3617},[172],{"categories":3619},[185],{"categories":3621},[172],{"categories":3623},[185],{"categories":3625},[172],{"categories":3627},[172],{"categories":3629},[172],{"categories":3631},[172],{"categories":3633},[],{"categories":3635},[172],{"categories":3637},[175],{"categories":3639},[172],{"categories":3641},[180],{"categories":3643},[111],{"categories":3645},[272],{"categories":3647},[],{"categories":3649},[172],{"categories":3651},[],{"categories":3653},[185],{"categories":3655},[172],{"categories":3657},[],{"categories":3659},[185],{"categories":3661},[172],{"categories":3663},[111],{"categories":3665},[272],{"categories":3667},[220],{"categories":3669},[172],{"categories":3671},[220],{"categories":3673},[185],{"categories":3675},[272],{"categories":3677},[172],{"categories":3679},[],{"categories":3681},[172],{"categories":3683},[209],{"categories":3685},[185],{"categories":3687},[172],{"categories":3689},[272],{"categories":3691},[220],{"categories":3693},[180],{"categories":3695},[111],{"categories":3697},[172],{"categories":3699},[172],{"categories":3701},[172],{"categories":3703},[172],{"categories":3705},[220],{"categories":3707},[301],{"categories":3709},[],{"categories":3711},[],{"categories":3713},[223],{"categories":3715},[515],{"categories":3717},[172],{"categories":3719},[185],{"categories":3721},[172,111],{"categories":3723},[220],{"categories":3725},[172],{"categories":3727},[172],{"categories":3729},[172],{"categories":3731},[172],{"categories":3733},[172],{"categories":3735},[172],{"categories":3737},[172],{"categories":3739},[185],{"categories":3741},[172],{"categories":3743},[185],{"categories":3745},[172],{"categories":3747},[172],{"categories":3749},[172],{"categories":3751},[],{"categories":3753},[172],{"categories":3755},[1295],{"categories":3757},[111],{"categories":3759},[272],{"categories":3761},[172],{"categories":3763},[172],{"categories":3765},[172],{"categories":3767},[223],{"categories":3769},[185],{"categories":3771},[301],{"categories":3773},[342],{"categories":3775},[],{"categories":3777},[111],{"categories":3779},[172],{"categories":3781},[180],{"categories":3783},[185],{"categories":3785},[175],{"categories":3787},[185],{"categories":3789},[172],{"categories":3791},[185],{"categories":3793},[185],{"categories":3795},[188],{"categories":3797},[111],{"categories":3799},[172],{"categories":3801},[172],{"categories":3803},[],{"categories":3805},[],{"categories":3807},[],{"categories":3809},[342],{"categories":3811},[172],{"categories":3813},[220],{"categories":3815},[172],{"categories":3817},[172],{"categories":3819},[172],{"categories":3821},[172],{"categories":3823},[],{"categories":3825},[172],{"categories":3827},[223],{"categories":3829},[180],{"categories":3831},[185],{"categories":3833},[172],{"categories":3835},[],{"categories":3837},[172],{"categories":3839},[185],{"categories":3841},[172],{"categories":3843},[342],{"categories":3845},[],{"categories":3847},[272],{"categories":3849},[272],{"categories":3851},[172],{"categories":3853},[185],{"categories":3855},[],{"categories":3857},[111],{"categories":3859},[172],{"categories":3861},[272],{"categories":3863},[172],{"categories":3865},[180],{"categories":3867},[185],{"categories":3869},[172],{"categories":3871},[],{"categories":3873},[220],{"categories":3875},[172],{"categories":3877},[172],{"categories":3879},[172],{"categories":3881},[272],{"categories":3883},[185],{"categories":3885},[220],{"categories":3887},[],{"categories":3889},[185],{"categories":3891},[180],{"categories":3893},[185],{"categories":3895},[272],{"categories":3897},[172],{"categories":3899},[172],{"categories":3901},[172],{"categories":3903},[515],{"categories":3905},[172],{"categories":3907},[185],{"categories":3909},[],{"categories":3911},[172],{"categories":3913},[172],{"categories":3915},[342],{"categories":3917},[220],{"categories":3919},[223],{"categories":3921},[620],{"categories":3923},[223],{"categories":3925},[223],{"categories":3927},[172],{"categories":3929},[],{"categories":3931},[],{"categories":3933},[],{"categories":3935},[185],{"categories":3937},[172],{"categories":3939},[185],{"categories":3941},[185],{"categories":3943},[111],{"categories":3945},[172],{"categories":3947},[492],{"categories":3949},[111],{"categories":3951},[185],{"categories":3953},[172],{"categories":3955},[172],{"categories":3957},[172],{"categories":3959},[172],{"categories":3961},[172],{"categories":3963},[185],{"categories":3965},[172],{"categories":3967},[],{"categories":3969},[],{"categories":3971},[172],{"categories":3973},[],{"categories":3975},[172],{"categories":3977},[185],{"categories":3979},[272],{"categories":3981},[172],{"categories":3983},[172],{"categories":3985},[],{"categories":3987},[185],{"categories":3989},[172],{"categories":3991},[172],{"categories":3993},[188],{"categories":3995},[172],{"categories":3997},[272],{"categories":3999},[172],{"categories":4001},[185],{"categories":4003},[180],{"categories":4005},[172],{"categories":4007},[172],{"categories":4009},[301],{"categories":4011},[185],{"categories":4013},[172],{"categories":4015},[172],{"categories":4017},[932],{"categories":4019},[172],{"categories":4021},[185],{"categories":4023},[172],{"categories":4025},[111],{"categories":4027},[172],{"categories":4029},[574],{"categories":4031},[272],{"categories":4033},[],{"categories":4035},[172],{"categories":4037},[172],{"categories":4039},[220],{"categories":4041},[515],{"categories":4043},[185],{"categories":4045},[172],{"categories":4047},[],{"categories":4049},[220],{"categories":4051},[436],{"categories":4053},[185],{"categories":4055},[185],{"categories":4057},[185],{"categories":4059},[172],{"categories":4061},[172],{"categories":4063},[185],{"categories":4065},[],{"categories":4067},[180],{"categories":4069},[172],{"categories":4071},[180],{"categories":4073},[185],{"categories":4075},[],{"categories":4077},[111],{"categories":4079},[172],{"categories":4081},[172],{"categories":4083},[175],{"categories":4085},[172],{"categories":4087},[220],{"categories":4089},[342],{"categories":4091},[209],{"categories":4093},[185],{"categories":4095},[185],{"categories":4097},[172],{"categories":4099},[172],{"categories":4101},[185],{"categories":4103},[172],{"categories":4105},[175],{"categories":4107},[],{"categories":4109},[185],{"categories":4111},[172],{"categories":4113},[172],{"categories":4115},[172],{"categories":4117},[185],{"categories":4119},[172],{"categories":4121},[],{"categories":4123},[172],{"categories":4125},[],{"categories":4127},[272],{"categories":4129},[185],{"categories":4131},[172,180],{"categories":4133},[185],{"categories":4135},[172],{"categories":4137},[],{"categories":4139},[175],{"categories":4141},[223],{"categories":4143},[180],{"categories":4145},[172],{"categories":4147},[111],{"categories":4149},[172],{"categories":4151},[172],{"categories":4153},[185],{"categories":4155},[172],{"categories":4157},[172],{"categories":4159},[172],{"categories":4161},[220],{"categories":4163},[1295],{"categories":4165},[185],{"categories":4167},[172],{"categories":4169},[],{"categories":4171},[],{"categories":4173},[172],{"categories":4175},[185],{"categories":4177},[172],{"categories":4179},[172],{"categories":4181},[342],{"categories":4183},[],{"categories":4185},[172],{"categories":4187},[185],{"categories":4189},[209],{"categories":4191},[185],{"categories":4193},[515],{"categories":4195},[],{"categories":4197},[459],{"categories":4199},[185],{"categories":4201},[172],{"categories":4203},[172],{"categories":4205},[301],{"categories":4207},[185],{"categories":4209},[172],{"categories":4211},[223],{"categories":4213},[188],{"categories":4215},[185],{"categories":4217},[172],{"categories":4219},[515],{"categories":4221},[172],{"categories":4223},[342],{"categories":4225},[180],{"categories":4227},[],{"categories":4229},[172],{"categories":4231},[172],{"categories":4233},[301],{"categories":4235},[272],{"categories":4237},[172],{"categories":4239},[172],{"categories":4241},[172],{"categories":4243},[],{"categories":4245},[301],{"categories":4247},[220],{"categories":4249},[172],{"categories":4251},[172],{"categories":4253},[172],{"categories":4255},[620],{"categories":4257},[175],{"categories":4259},[172],{"categories":4261},[188],{"categories":4263},[172],{"categories":4265},[],{"categories":4267},[],{"categories":4269},[272],{"categories":4271},[172],{"categories":4273},[223],{"categories":4275},[301],{"categories":4277},[185],{"categories":4279},[172],{"categories":4281},[172],{"categories":4283},[301],{"categories":4285},[220],{"categories":4287},[172],{"categories":4289},[],{"categories":4291},[172],{"categories":4293},[172],{"categories":4295},[],{"categories":4297},[172],{"categories":4299},[172],{"categories":4301},[645],{"categories":4303},[172],{"categories":4305},[172],{"categories":4307},[185],{"categories":4309},[111],{"categories":4311},[515],{"categories":4313},[172],{"categories":4315},[172],{"categories":4317},[172],{"categories":4319},[],{"categories":4321},[172,111],{"categories":4323},[220],{"categories":4325},[185],{"categories":4327},[111],{"categories":4329},[185],{"categories":4331},[970],{"categories":4333},[111],{"categories":4335},[111],{"categories":4337},[185],{"categories":4339},[172],{"categories":4341},[175],{"categories":4343},[],{"categories":4345},[],{"categories":4347},[185],{"categories":4349},[172],{"categories":4351},[111],{"categories":4353},[172],{"categories":4355},[175],{"categories":4357},[111],{"categories":4359},[111],{"categories":4361},[172],{"categories":4363},[301],{"categories":4365},[172],{"categories":4367},[111],{"categories":4369},[172],{"categories":4371},[],{"categories":4373},[172],{"categories":4375},[172],{"categories":4377},[272,172],{"categories":4379},[342],{"categories":4381},[175],{"categories":4383},[172],{"categories":4385},[],{"categories":4387},[172],{"categories":4389},[172],{"categories":4391},[180],{"categories":4393},[172],{"categories":4395},[180],{"categories":4397},[172],{"categories":4399},[172],{"categories":4401},[436],{"categories":4403},[172],{"categories":4405},[180],{"categories":4407},[111],{"categories":4409},[223],{"categories":4411},[185],{"categories":4413},[172],{"categories":4415},[111],{"categories":4417},[172],{"categories":4419},[172],{"categories":4421},[220],{"categories":4423},[301],{"categories":4425},[272],{"categories":4427},[172],{"categories":4429},[172],{"categories":4431},[172],{"categories":4433},[172],{"categories":4435},[175],{"categories":4437},[172],{"categories":4439},[185],{"categories":4441},[185],{"categories":4443},[111],{"categories":4445},[220],{"categories":4447},[111],{"categories":4449},[111],{"categories":4451},[172],{"categories":4453},[172],{"categories":4455},[],{"categories":4457},[],{"categories":4459},[223],{"categories":4461},[172],{"categories":4463},[111],{"categories":4465},[172],{"categories":4467},[272],{"categories":4469},[515],{"categories":4471},[459],{"categories":4473},[436],{"categories":4475},[172],{"categories":4477},[172],{"categories":4479},[172],{"categories":4481},[223],{"categories":4483},[172],{"categories":4485},[172],{"categories":4487},[172],{"categories":4489},[172],{"categories":4491},[172],{"categories":4493},[172],{"categories":4495},[172],{"categories":4497},[185],{"categories":4499},[175],{"categories":4501},[185],{"categories":4503},[172,180],{"categories":4505},[],{"categories":4507},[272],{"categories":4509},[],{"categories":4511},[188],{"categories":4513},[172],{"categories":4515},[220],{"categories":4517},[175],{"categories":4519},[172],{"categories":4521},[175],{"categories":4523},[185],{"categories":4525},[223],{"categories":4527},[185],{"categories":4529},[188],{"categories":4531},[185],{"categories":4533},[172],{"categories":4535},[172],{"categories":4537},[180],{"categories":4539},[185],{"categories":4541},[111],{"categories":4543},[301],{"categories":4545},[172],{"categories":4547},[172],{"categories":4549},[],{"categories":4551},[220],{"categories":4553},[172],{"categories":4555},[172],{"categories":4557},[172],{"categories":4559},[172],{"categories":4561},[172],{"categories":4563},[172],{"categories":4565},[111],{"categories":4567},[220],{"categories":4569},[111],{"categories":4571},[111],{"categories":4573},[172],{"categories":4575},[172],{"categories":4577},[172],{"categories":4579},[172],{"categories":4581},[459],{"categories":4583},[172],{"categories":4585},[185],{"categories":4587},[220],{"categories":4589},[172],{"categories":4591},[172],{"categories":4593},[172],{"categories":4595},[185],{"categories":4597},[172],{"categories":4599},[172],{"categories":4601},[172],{"categories":4603},[3194],{"categories":4605},[4606],"Clinical AI",{"categories":4608},[272],{"categories":4610},[172],{"categories":4612},[172],{"categories":4614},[172],{"categories":4616},[172],{"categories":4618},[342],{"categories":4620},[2553],{"categories":4622},[172],{"categories":4624},[188],{"categories":4626},[272],{"categories":4628},[172],{"categories":4630},[185],{"categories":4632},[172],{"categories":4634},[172],{"categories":4636},[220],{"categories":4638},[172],{"categories":4640},[185],{"categories":4642},[111],{"categories":4644},[301],{"categories":4646},[172],{"categories":4648},[172],{"categories":4650},[180],{"categories":4652},[172],{"categories":4654},[172],{"categories":4656},[574],{"categories":4658},[172],{"categories":4660},[],{"categories":4662},[185],{"categories":4664},[172],{"categories":4666},[111],{"categories":4668},[175],{"categories":4670},[172],{"categories":4672},[],{"categories":4674},[],{"categories":4676},[172],{"categories":4678},[],{"categories":4680},[180],{"categories":4682},[172],{"categories":4684},[172],{"categories":4686},[185],{"categories":4688},[172],{"categories":4690},[220],{"categories":4692},[220],{"categories":4694},[220],{"categories":4696},[220],{"categories":4698},[],{"categories":4700},[175],{"categories":4702},[185],{"categories":4704},[220],{"categories":4706},[172],{"categories":4708},[645],{"categories":4710},[188],{"categories":4712},[185],{"categories":4714},[172],{"categories":4716},[175],{"categories":4718},[172],{"categories":4720},[185],{"categories":4722},[172],{"categories":4724},[172],{"categories":4726},[172],{"categories":4728},[172,185],{"categories":4730},[185],{"categories":4732},[342],{"categories":4734},[220],{"categories":4736},[185],{"categories":4738},[220],{"categories":4740},[185],{"categories":4742},[172],{"categories":4744},[],{"categories":4746},[220],{"categories":4748},[301],{"categories":4750},[175],{"categories":4752},[172],{"categories":4754},[172],{"categories":4756},[],{"categories":4758},[111],{"categories":4760},[],{"categories":4762},[175],{"categories":4764},[185],{"categories":4766},[220],{"categories":4768},[172],{"categories":4770},[220],{"categories":4772},[175],{"categories":4774},[220],{"categories":4776},[220],{"categories":4778},[],{"categories":4780},[180],{"categories":4782},[185],{"categories":4784},[220],{"categories":4786},[220],{"categories":4788},[220],{"categories":4790},[220],{"categories":4792},[220],{"categories":4794},[220],{"categories":4796},[220],{"categories":4798},[220],{"categories":4800},[220],{"categories":4802},[220],{"categories":4804},[223],{"categories":4806},[175],{"categories":4808},[172],{"categories":4810},[172],{"categories":4812},[185],{"categories":4814},[185],{"categories":4816},[],{"categories":4818},[172],{"categories":4820},[172,175],{"categories":4822},[],{"categories":4824},[185],{"categories":4826},[172],{"categories":4828},[220],{"categories":4830},[185],{"categories":4832},[970],{"categories":4834},[172],{"categories":4836},[172],{"categories":4838},[172],{"categories":4840},[172],{"categories":4842},[172],{"categories":4844},[436],{"categories":4846},[172],{"categories":4848},[172],{"categories":4850},[185],{"categories":4852},[172],{"categories":4854},[172],{"categories":4856},[180],{"categories":4858},[188],{"categories":4860},[185],{"categories":4862},[185],{"categories":4864},[],{"categories":4866},[185],{"categories":4868},[272],{"categories":4870},[220],{"categories":4872},[172],{"categories":4874},[],{"categories":4876},[188],{"categories":4878},[],{"categories":4880},[111],{"categories":4882},[172],{"categories":4884},[185],{"categories":4886},[272],{"categories":4888},[172],{"categories":4890},[],{"categories":4892},[172],{"categories":4894},[172],{"categories":4896},[],{"categories":4898},[301],{"categories":4900},[172],{"categories":4902},[185],{"categories":4904},[],{"categories":4906},[],{"categories":4908},[220],{"categories":4910},[175],{"categories":4912},[172],{"categories":4914},[172],{"categories":4916},[180],{"categories":4918},[172],{"categories":4920},[172],{"categories":4922},[185],{"categories":4924},[172],{"categories":4926},[180],{"categories":4928},[180],{"categories":4930},[272],{"categories":4932},[],{"categories":4934},[172],{"categories":4936},[220],{"categories":4938},[],{"categories":4940},[172],{"categories":4942},[172],{"categories":4944},[272],{"categories":4946},[172],{"categories":4948},[172],{"categories":4950},[301],{"categories":4952},[172],{"categories":4954},[342],{"categories":4956},[],{"categories":4958},[185],{"categories":4960},[172],{"categories":4962},[301],{"categories":4964},[111],{"categories":4966},[],{"categories":4968},[172],{"categories":4970},[],{"categories":4972},[185],{"categories":4974},[272],{"categories":4976},[111],{"categories":4978},[],{"categories":4980},[3194],{"categories":4982},[180],{"categories":4984},[175],{"categories":4986},[172],{"categories":4988},[223],{"categories":4990},[185],{"categories":4992},[272],{"categories":4994},[172],{"categories":4996},[111],{"categories":4998},[],{"categories":5000},[],{"categories":5002},[172],{"categories":5004},[175],{"categories":5006},[172],{"categories":5008},[301],{"categories":5010},[],{"categories":5012},[185],{"categories":5014},[185],{"categories":5016},[172],{"categories":5018},[185],{"categories":5020},[172],{"categories":5022},[220],{"categories":5024},[111],{"categories":5026},[172],{"categories":5028},[185],{"categories":5030},[188],{"categories":5032},[172],{"categories":5034},[172],{"categories":5036},[172],{"categories":5038},[185],{"categories":5040},[172],{"categories":5042},[188],{"categories":5044},[301],{"categories":5046},[220],{"categories":5048},[],{"categories":5050},[301],{"categories":5052},[172],{"categories":5054},[],{"categories":5056},[111],{"categories":5058},[185],{"categories":5060},[],{"categories":5062},[172],{"categories":5064},[172],{"categories":5066},[172],{"categories":5068},[172],{"categories":5070},[172],{"categories":5072},[185],{"categories":5074},[180],{"categories":5076},[175],{"categories":5078},[185],{"categories":5080},[172],{"categories":5082},[272],{"categories":5084},[111],{"categories":5086},[111],{"categories":5088},[172],{"categories":5090},[223],{"categories":5092},[185],{"categories":5094},[172],{"categories":5096},[172],{"categories":5098},[185],{"categories":5100},[172],{"categories":5102},[172],{"categories":5104},[185],{"categories":5106},[180],{"categories":5108},[172],{"categories":5110},[272],{"categories":5112},[111],{"categories":5114},[185],{"categories":5116},[172],{"categories":5118},[188],{"categories":5120},[172],{"categories":5122},[185],{"categories":5124},[172],{"categories":5126},[172],{"categories":5128},[220],{"categories":5130},[172],{"categories":5132},[],{"categories":5134},[175],{"categories":5136},[172],{"categories":5138},[172],{"categories":5140},[172],{"categories":5142},[111],{"categories":5144},[111],{"categories":5146},[172],{"categories":5148},[111],{"categories":5150},[172],{"categories":5152},[185],{"categories":5154},[172],{"categories":5156},[172],{"categories":5158},[172],{"categories":5160},[172],{"categories":5162},[172],{"categories":5164},[],{"categories":5166},[172],{"categories":5168},[272],{"categories":5170},[185],{"categories":5172},[180],{"categories":5174},[220],{"categories":5176},[172],{"categories":5178},[185],{"categories":5180},[172],{"categories":5182},[185],{"categories":5184},[172],{"categories":5186},[172],{"categories":5188},[272],{"categories":5190},[185],{"categories":5192},[172],{"categories":5194},[301],{"categories":5196},[172],{"categories":5198},[223],{"categories":5200},[172],{"categories":5202},[172],{"categories":5204},[220],{"categories":5206},[172],{"categories":5208},[172],{"categories":5210},[172],{"categories":5212},[172],{"categories":5214},[185],{"categories":5216},[342],{"categories":5218},[172],{"categories":5220},[111],{"categories":5222},[185],{"categories":5224},[223],{"categories":5226},[],{"categories":5228},[185],{"categories":5230},[111],{"categories":5232},[172],{"categories":5234},[172],{"categories":5236},[2391],{"categories":5238},[272],{"categories":5240},[371],{"categories":5242},[172],{"categories":5244},[172],{"categories":5246},[172],{"categories":5248},[172],{"categories":5250},[175],{"categories":5252},[172],{"categories":5254},[172],{"categories":5256},[111],{"categories":5258},[180],{"categories":5260},[172],{"categories":5262},[111],{"categories":5264},[172],{"categories":5266},[],{"categories":5268},[185],{"categories":5270},[185],{"categories":5272},[172],{"categories":5274},[172],{"categories":5276},[172],{"categories":5278},[223],{"categories":5280},[],{"categories":5282},[220],{"categories":5284},[],{"categories":5286},[220],{"categories":5288},[172],{"categories":5290},[172],{"categories":5292},[185],{"categories":5294},[172],{"categories":5296},[185],{"categories":5298},[185],{"categories":5300},[],{"categories":5302},[172],{"categories":5304},[220],{"categories":5306},[172],{"categories":5308},[],{"categories":5310},[172],{"categories":5312},[172],{"categories":5314},[],{"categories":5316},[172],{"categories":5318},[172],{"categories":5320},[272],{"categories":5322},[111],{"categories":5324},[185],{"categories":5326},[172],{"categories":5328},[172],{"categories":5330},[172],{"categories":5332},[172],{"categories":5334},[301],{"categories":5336},[172],{"categories":5338},[172],{"categories":5340},[172],{"categories":5342},[175],{"categories":5344},[172],{"categories":5346},[172],{"categories":5348},[],{"categories":5350},[172],{"categories":5352},[172],{"categories":5354},[172],{"categories":5356},[],{"categories":5358},[175],{"categories":5360},[172],{"categories":5362},[172],{"categories":5364},[220],{"categories":5366},[111],{"categories":5368},[188],{"categories":5370},[185],{"categories":5372},[515],{"categories":5374},[172],{"categories":5376},[172],{"categories":5378},[172],{"categories":5380},[111],{"categories":5382},[220],{"categories":5384},[272],{"categories":5386},[172],{"categories":5388},[172],{"categories":5390},[172],{"categories":5392},[172],{"categories":5394},[220],{"categories":5396},[172],{"categories":5398},[272],{"categories":5400},[172],{"categories":5402},[172],{"categories":5404},[220],{"categories":5406},[272],{"categories":5408},[172],{"categories":5410},[220],{"categories":5412},[172],{"categories":5414},[185],{"categories":5416},[185],{"categories":5418},[185],{"categories":5420},[111],{"categories":5422},[220],{"categories":5424},[185],{"categories":5426},[185],{"categories":5428},[172],{"categories":5430},[111],{"categories":5432},[272],{"categories":5434},[172],{"categories":5436},[172],{"categories":5438},[185],{"categories":5440},[172],{"categories":5442},[],{"categories":5444},[185],{"categories":5446},[],{"categories":5448},[172],{"categories":5450},[172],{"categories":5452},[],{"categories":5454},[],{"categories":5456},[185],{"categories":5458},[180],{"categories":5460},[185],{"categories":5462},[5463],"Liability & Ethics",{"categories":5465},[172],{"categories":5467},[172],{"categories":5469},[172],{"categories":5471},[185],{"categories":5473},[175],{"categories":5475},[185],{"categories":5477},[180],{"categories":5479},[301],{"categories":5481},[185],{"categories":5483},[172],{"categories":5485},[172],{"categories":5487},[],{"categories":5489},[620],{"categories":5491},[185],{"categories":5493},[],{"categories":5495},[172],{"categories":5497},[175],{"categories":5499},[185],{"categories":5501},[],{"categories":5503},[185],{"categories":5505},[172],{"categories":5507},[172],{"categories":5509},[111],{"categories":5511},[172],{"categories":5513},[220],{"categories":5515},[172],{"categories":5517},[172],{"categories":5519},[188],{"categories":5521},[185],{"categories":5523},[172],{"categories":5525},[172],{"categories":5527},[172],{"categories":5529},[220],{"categories":5531},[185],{"categories":5533},[111],{"categories":5535},[272],{"categories":5537},[175],{"categories":5539},[172],{"categories":5541},[172],{"categories":5543},[172],{"categories":5545},[],{"categories":5547},[185],{"categories":5549},[185],{"categories":5551},[185],{"categories":5553},[515],{"categories":5555},[272],{"categories":5557},[185],{"categories":5559},[342],{"categories":5561},[111],{"categories":5563},[220],{"categories":5565},[172],{"categories":5567},[272],{"categories":5569},[172],{"categories":5571},[175],{"categories":5573},[],{"categories":5575},[185],{"categories":5577},[172],{"categories":5579},[172],{"categories":5581},[172],{"categories":5583},[172],{"categories":5585},[185],{"categories":5587},[172],{"categories":5589},[172],{"categories":5591},[272],{"categories":5593},[],{"categories":5595},[185],{"categories":5597},[188],{"categories":5599},[220],{"categories":5601},[185],{"categories":5603},[180],{"categories":5605},[],{"categories":5607},[172],{"categories":5609},[172],{"categories":5611},[188],{"categories":5613},[172],{"categories":5615},[185],{"categories":5617},[220],{"categories":5619},[175],{"categories":5621},[342],{"categories":5623},[172],{"categories":5625},[172],{"categories":5627},[172],{"categories":5629},[220],{"categories":5631},[180],{"categories":5633},[172],{"categories":5635},[272],{"categories":5637},[220],{"categories":5639},[342],{"categories":5641},[172],{"categories":5643},[185],{"categories":5645},[],{"categories":5647},[574],{"categories":5649},[],{"categories":5651},[172],{"categories":5653},[342],{"categories":5655},[172],{"categories":5657},[223],{"categories":5659},[172],{"categories":5661},[185],{"categories":5663},[185],{"categories":5665},[5666],"Design News & Tools",{"categories":5668},[172],{"categories":5670},[172],{"categories":5672},[220],{"categories":5674},[172],{"categories":5676},[172],{"categories":5678},[175],{"categories":5680},[185],{"categories":5682},[172],{"categories":5684},[272],{"categories":5686},[185],{"categories":5688},[185],{"categories":5690},[272],{"categories":5692},[172],{"categories":5694},[172],{"categories":5696},[515],{"categories":5698},[185],{"categories":5700},[172],{"categories":5702},[172],{"categories":5704},[515],{"categories":5706},[172],{"categories":5708},[301],{"categories":5710},[172],{"categories":5712},[185],{"categories":5714},[],{"categories":5716},[172],{"categories":5718},[172],{"categories":5720},[172],{"categories":5722},[220],{"categories":5724},[172],{"categories":5726},[175],{"categories":5728},[],{"categories":5730},[172],{"categories":5732},[172],{"categories":5734},[172],{"categories":5736},[111],{"categories":5738},[645],{"categories":5740},[111],{"categories":5742},[272],{"categories":5744},[172],{"categories":5746},[172,185],{"categories":5748},[301,180],{"categories":5750},[111],{"categories":5752},[172],{"categories":5754},[172],{"categories":5756},[172],{"categories":5758},[172],{"categories":5760},[],{"categories":5762},[185],{"categories":5764},[172],{"categories":5766},[],{"categories":5768},[172],{"categories":5770},[111],{"categories":5772},[172],{"categories":5774},[111],{"categories":5776},[],{"categories":5778},[185],{"categories":5780},[172],{"categories":5782},[180],{"categories":5784},[172],{"categories":5786},[220],{"categories":5788},[172],{"categories":5790},[],{"categories":5792},[185],{"categories":5794},[172],{"categories":5796},[],{"categories":5798},[272],{"categories":5800},[172],{"categories":5802},[172],{"categories":5804},[185],{"categories":5806},[172],{"categories":5808},[172],{"categories":5810},[175],{"categories":5812},[185],{"categories":5814},[172],{"categories":5816},[],{"categories":5818},[172],{"categories":5820},[342],{"categories":5822},[301],{"categories":5824},[180],{"categories":5826},[180],{"categories":5828},[172],{"categories":5830},[175],{"categories":5832},[175],{"categories":5834},[172],{"categories":5836},[185],{"categories":5838},[172],{"categories":5840},[172],{"categories":5842},[172],{"categories":5844},[172],{"categories":5846},[111],{"categories":5848},[172],{"categories":5850},[175],{"categories":5852},[172],{"categories":5854},[172],{"categories":5856},[185],{"categories":5858},[172],{"categories":5860},[301],{"categories":5862},[172],{"categories":5864},[220],{"categories":5866},[172],{"categories":5868},[172],{"categories":5870},[185],{"categories":5872},[188],{"categories":5874},[172],{"categories":5876},[172],{"categories":5878},[185],{"categories":5880},[],{"categories":5882},[111],{"categories":5884},[],{"categories":5886},[111],{"categories":5888},[185],{"categories":5890},[175],{"categories":5892},[172],{"categories":5894},[],{"categories":5896},[223],{"categories":5898},[342],{"categories":5900},[172],{"categories":5902},[111],{"categories":5904},[172],{"categories":5906},[],{"categories":5908},[220],{"categories":5910},[185],{"categories":5912},[111],{"categories":5914},[272],{"categories":5916},[180],{"categories":5918},[172],{"categories":5920},[172],{"categories":5922},[185],{"categories":5924},[111],{"categories":5926},[185],{"categories":5928},[220],{"categories":5930},[172],{"categories":5932},[188],{"categories":5934},[175],{"categories":5936},[188],{"categories":5938},[220],{"categories":5940},[172],{"categories":5942},[111],{"categories":5944},[172],{"categories":5946},[272],{"categories":5948},[180],{"categories":5950},[172],{"categories":5952},[172],{"categories":5954},[172],{"categories":5956},[172],{"categories":5958},[172],{"categories":5960},[172],{"categories":5962},[185],{"categories":5964},[172],{"categories":5966},[185],{"categories":5968},[172],{"categories":5970},[172],{"categories":5972},[175],{"categories":5974},[172],{"categories":5976},[185],{"categories":5978},[185],{"categories":5980},[272],{"categories":5982},[185],{"categories":5984},[185],{"categories":5986},[172],{"categories":5988},[175],{"categories":5990},[185],{"categories":5992},[272],{"categories":5994},[],{"categories":5996},[172],{"categories":5998},[223],{"categories":6000},[515],{"categories":6002},[172],{"categories":6004},[185],{"categories":6006},[172],{"categories":6008},[172],{"categories":6010},[111],{"categories":6012},[172],{"categories":6014},[],{"categories":6016},[172],{"categories":6018},[185],{"categories":6020},[172],{"categories":6022},[301],{"categories":6024},[172],{"categories":6026},[111],{"categories":6028},[172],{"categories":6030},[220],{"categories":6032},[185],{"categories":6034},[172],{"categories":6036},[301],{"categories":6038},[185],{"categories":6040},[180],{"categories":6042},[180],{"categories":6044},[172],{"categories":6046},[172],{"categories":6048},[172],{"categories":6050},[172],{"categories":6052},[172],{"categories":6054},[172],{"categories":6056},[175],{"categories":6058},[],{"categories":6060},[172],{"categories":6062},[172],{"categories":6064},[185],{"categories":6066},[185],{"categories":6068},[172],{"categories":6070},[172],{"categories":6072},[172],{"categories":6074},[172],{"categories":6076},[172],{"categories":6078},[111],{"categories":6080},[],{"categories":6082},[175],{"categories":6084},[172],{"categories":6086},[172],{"categories":6088},[185],{"categories":6090},[185],{"categories":6092},[],{"categories":6094},[111],{"categories":6096},[111],{"categories":6098},[172],{"categories":6100},[301],{"categories":6102},[180],{"categories":6104},[272],{"categories":6106},[],{"categories":6108},[172],{"categories":6110},[185],{"categories":6112},[175],{"categories":6114},[172],{"categories":6116},[172],{"categories":6118},[111],{"categories":6120},[175],{"categories":6122},[172],{"categories":6124},[172],{"categories":6126},[220],{"categories":6128},[223],{"categories":6130},[172],{"categories":6132},[220],{"categories":6134},[185],{"categories":6136},[172],{"categories":6138},[],{"categories":6140},[220],{"categories":6142},[185],{"categories":6144},[272],{"categories":6146},[223],{"categories":6148},[172],{"categories":6150},[172],{"categories":6152},[],{"categories":6154},[185],{"categories":6156},[185],{"categories":6158},[185],{"categories":6160},[3194],{"categories":6162},[220],{"categories":6164},[172],{"categories":6166},[111],{"categories":6168},[172],{"categories":6170},[172],{"categories":6172},[172],{"categories":6174},[172],{"categories":6176},[172],{"categories":6178},[180],{"categories":6180},[172],{"categories":6182},[175],{"categories":6184},[1857],{"categories":6186},[342],{"categories":6188},[175],{"categories":6190},[],{"categories":6192},[172],{"categories":6194},[],{"categories":6196},[220],{"categories":6198},[185],{"categories":6200},[272],{"categories":6202},[172],{"categories":6204},[172],{"categories":6206},[172],{"categories":6208},[220],{"categories":6210},[],{"categories":6212},[185],{"categories":6214},[172],{"categories":6216},[185],{"categories":6218},[185],{"categories":6220},[],{"categories":6222},[172],{"categories":6224},[],{"categories":6226},[220],{"categories":6228},[175],{"categories":6230},[272],{"categories":6232},[172],{"categories":6234},[185],{"categories":6236},[220],{"categories":6238},[172],{"categories":6240},[220],{"categories":6242},[],{"categories":6244},[220],{"categories":6246},[172],{"categories":6248},[175],{"categories":6250},[515],{"categories":6252},[185],{"categories":6254},[172],{"categories":6256},[],{"categories":6258},[111],{"categories":6260},[185],{"categories":6262},[188],{"categories":6264},[185],{"categories":6266},[175],{"categories":6268},[172],{"categories":6270},[172],{"categories":6272},[],{"categories":6274},[],{"categories":6276},[],{"categories":6278},[272],{"categories":6280},[172],{"categories":6282},[185],{"categories":6284},[172],{"categories":6286},[172],{"categories":6288},[],{"categories":6290},[],{"categories":6292},[],{"categories":6294},[172],{"categories":6296},[185],{"categories":6298},[272],{"categories":6300},[172],{"categories":6302},[],{"categories":6304},[185],{"categories":6306},[172],{"categories":6308},[172],{"categories":6310},[175],{"categories":6312},[],{"categories":6314},[],{"categories":6316},[172],{"categories":6318},[172],{"categories":6320},[185],{"categories":6322},[272],{"categories":6324},[172],{"categories":6326},[220],{"categories":6328},[],{"categories":6330},[172],{"categories":6332},[172],{"categories":6334},[301],{"categories":6336},[220],{"categories":6338},[301],{"categories":6340},[223],{"categories":6342},[172],{"categories":6344},[172],{"categories":6346},[],{"categories":6348},[],{"categories":6350},[185],{"categories":6352},[],{"categories":6354},[172],{"categories":6356},[515],{"categories":6358},[172],{"categories":6360},[172],{"categories":6362},[172],{"categories":6364},[172],{"categories":6366},[],{"categories":6368},[185],{"categories":6370},[172],{"categories":6372},[172],{"categories":6374},[],{"categories":6376},[185],{"categories":6378},[172],{"categories":6380},[220],{"categories":6382},[172],{"categories":6384},[301],{"categories":6386},[180],{"categories":6388},[188],{"categories":6390},[172],{"categories":6392},[172],{"categories":6394},[185],{"categories":6396},[223],{"categories":6398},[185],{"categories":6400},[185],{"categories":6402},[],{"categories":6404},[172],{"categories":6406},[185],{"categories":6408},[],{"categories":6410},[172],{"categories":6412},[],{"categories":6414},[220],{"categories":6416},[180],{"categories":6418},[],{"categories":6420},[172],{"categories":6422},[172],{"categories":6424},[172],{"categories":6426},[],{"categories":6428},[185],{"categories":6430},[272],{"categories":6432},[175],{"categories":6434},[172],{"categories":6436},[],{"categories":6438},[180],{"categories":6440},[301],{"categories":6442},[172],{"categories":6444},[111],{"categories":6446},[175],{"categories":6448},[223],{"categories":6450},[180],{"categories":6452},[111],{"categories":6454},[185],{"categories":6456},[111],{"categories":6458},[],{"categories":6460},[172],{"categories":6462},[188],{"categories":6464},[172],{"categories":6466},[],{"categories":6468},[185],{"categories":6470},[175],{"categories":6472},[272],{"categories":6474},[172],{"categories":6476},[175],{"categories":6478},[185],{"categories":6480},[342],{"categories":6482},[172],{"categories":6484},[172],{"categories":6486},[172],{"categories":6488},[172],{"categories":6490},[172],{"categories":6492},[175],{"categories":6494},[172],{"categories":6496},[111],{"categories":6498},[223],{"categories":6500},[185],{"categories":6502},[],{"categories":6504},[172],{"categories":6506},[172],{"categories":6508},[172],{"categories":6510},[111],{"categories":6512},[185],{"categories":6514},[220],{"categories":6516},[111],{"categories":6518},[172],{"categories":6520},[188],{"categories":6522},[],{"categories":6524},[272],{"categories":6526},[111],{"categories":6528},[220],{"categories":6530},[172],{"categories":6532},[175],{"categories":6534},[185],{"categories":6536},[172],{"categories":6538},[172],{"categories":6540},[185],{"categories":6542},[188],{"categories":6544},[172],{"categories":6546},[185],{"categories":6548},[172],{"categories":6550},[180],{"categories":6552},[185],{"categories":6554},[185,342],{"categories":6556},[172],{"categories":6558},[172],{"categories":6560},[185],{"categories":6562},[111],{"categories":6564},[172],{"categories":6566},[172],{"categories":6568},[223],{"categories":6570},[185],{"categories":6572},[301],{"categories":6574},[185],{"categories":6576},[180],{"categories":6578},[],{"categories":6580},[185],{"categories":6582},[172],{"categories":6584},[180],{"categories":6586},[],{"categories":6588},[],{"categories":6590},[111],{"categories":6592},[172],{"categories":6594},[172],{"categories":6596},[185],{"categories":6598},[223],{"categories":6600},[301],{"categories":6602},[172],{"categories":6604},[172],{"categories":6606},[172],{"categories":6608},[185],{"categories":6610},[],{"categories":6612},[185],{"categories":6614},[220],{"categories":6616},[172],{"categories":6618},[185],{"categories":6620},[185],{"categories":6622},[172],{"categories":6624},[],{"categories":6626},[220],{"categories":6628},[111],{"categories":6630},[3194],{"categories":6632},[175],{"categories":6634},[111],{"categories":6636},[172],{"categories":6638},[185],{"categories":6640},[172],{"categories":6642},[172],{"categories":6644},[301],{"categories":6646},[111],{"categories":6648},[223],{"categories":6650},[],{"categories":6652},[220],{"categories":6654},[172],{"categories":6656},[172],{"categories":6658},[],{"categories":6660},[185],{"categories":6662},[172],{"categories":6664},[172],{"categories":6666},[172],{"categories":6668},[172],{"categories":6670},[185],{"categories":6672},[172],{"categories":6674},[172],{"categories":6676},[172],{"categories":6678},[188],{"categories":6680},[172],{"categories":6682},[185],{"categories":6684},[172],{"categories":6686},[172],{"categories":6688},[172],{"categories":6690},[172],{"categories":6692},[172],{"categories":6694},[172],{"categories":6696},[172],{"categories":6698},[180],{"categories":6700},[],{"categories":6702},[188],{"categories":6704},[220],{"categories":6706},[185],{"categories":6708},[172],{"categories":6710},[111],{"categories":6712},[],{"categories":6714},[111],{"categories":6716},[111],{"categories":6718},[185],{"categories":6720},[111],{"categories":6722},[172],{"categories":6724},[172],{"categories":6726},[172],{"categories":6728},[185],{"categories":6730},[111],{"categories":6732},[172],{"categories":6734},[172],{"categories":6736},[172],{"categories":6738},[185],{"categories":6740},[220],{"categories":6742},[172],{"categories":6744},[172],{"categories":6746},[172],{"categories":6748},[180],{"categories":6750},[172],{"categories":6752},[185],{"categories":6754},[272],{"categories":6756},[],{"categories":6758},[172],{"categories":6760},[223],{"categories":6762},[185],{"categories":6764},[172],{"categories":6766},[172],{"categories":6768},[],{"categories":6770},[172],{"categories":6772},[172],{"categories":6774},[220],{"categories":6776},[172],{"categories":6778},[172],{"categories":6780},[185],{"categories":6782},[301],{"categories":6784},[],{"categories":6786},[],{"categories":6788},[111],{"categories":6790},[172],{"categories":6792},[172],{"categories":6794},[220],{"categories":6796},[172],{"categories":6798},[111],{"categories":6800},[220],{"categories":6802},[172],{"categories":6804},[172],{"categories":6806},[301],{"categories":6808},[223],{"categories":6810},[172],{"categories":6812},[172],{"categories":6814},[175],{"categories":6816},[185],{"categories":6818},[172],{"categories":6820},[172],{"categories":6822},[185],{"categories":6824},[180],{"categories":6826},[185],{"categories":6828},[111],{"categories":6830},[172],{"categories":6832},[180],{"categories":6834},[],{"categories":6836},[172],{"categories":6838},[223],{"categories":6840},[172],{"categories":6842},[172],{"categories":6844},[],{"categories":6846},[220],{"categories":6848},[172],{"categories":6850},[185],{"categories":6852},[223],{"categories":6854},[172],{"categories":6856},[111],{"categories":6858},[111],{"categories":6860},[111],{"categories":6862},[172],{"categories":6864},[185],{"categories":6866},[185],{"categories":6868},[172],{"categories":6870},[185],{"categories":6872},[172],{"categories":6874},[172],{"categories":6876},[272],{"categories":6878},[223],{"categories":6880},[223],{"categories":6882},[],{"categories":6884},[220],{"categories":6886},[172],{"categories":6888},[172],{"categories":6890},[111],{"categories":6892},[],{"categories":6894},[220],{"categories":6896},[220],{"categories":6898},[220],{"categories":6900},[],{"categories":6902},[185],{"categories":6904},[172],{"categories":6906},[],{"categories":6908},[175],{"categories":6910},[180],{"categories":6912},[],{"categories":6914},[172],{"categories":6916},[172],{"categories":6918},[],{"categories":6920},[111],{"categories":6922},[],{"categories":6924},[],{"categories":6926},[],{"categories":6928},[],{"categories":6930},[172],{"categories":6932},[220],{"categories":6934},[],{"categories":6936},[],{"categories":6938},[172],{"categories":6940},[172],{"categories":6942},[172],{"categories":6944},[223],{"categories":6946},[172],{"categories":6948},[223],{"categories":6950},[],{"categories":6952},[223],{"categories":6954},[223],{"categories":6956},[342],{"categories":6958},[185],{"categories":6960},[111],{"categories":6962},[],{"categories":6964},[],{"categories":6966},[223],{"categories":6968},[111],{"categories":6970},[111],{"categories":6972},[111],{"categories":6974},[],{"categories":6976},[175],{"categories":6978},[111],{"categories":6980},[111],{"categories":6982},[175],{"categories":6984},[111],{"categories":6986},[180],{"categories":6988},[111],{"categories":6990},[111],{"categories":6992},[111],{"categories":6994},[223],{"categories":6996},[220],{"categories":6998},[220],{"categories":7000},[172],{"categories":7002},[111],{"categories":7004},[223],{"categories":7006},[342],{"categories":7008},[223],{"categories":7010},[223],{"categories":7012},[223],{"categories":7014},[],{"categories":7016},[180],{"categories":7018},[],{"categories":7020},[342],{"categories":7022},[111],{"categories":7024},[111],{"categories":7026},[111],{"categories":7028},[185],{"categories":7030},[220,180],{"categories":7032},[223],{"categories":7034},[],{"categories":7036},[],{"categories":7038},[223],{"categories":7040},[],{"categories":7042},[223],{"categories":7044},[220],{"categories":7046},[185],{"categories":7048},[],{"categories":7050},[111],{"categories":7052},[172],{"categories":7054},[272],{"categories":7056},[],{"categories":7058},[172],{"categories":7060},[],{"categories":7062},[220],{"categories":7064},[175],{"categories":7066},[223],{"categories":7068},[],{"categories":7070},[111],{"categories":7072},[220],[7074,7174,7249,7393],{"id":7075,"title":7076,"ai":7077,"body":7082,"categories":7148,"created_at":112,"date_modified":112,"description":103,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":7149,"navigation":150,"path":7157,"published_at":7158,"question":112,"scraped_at":7159,"seo":7160,"sitemap":7161,"source_id":7162,"source_name":7163,"source_type":7164,"source_url":7165,"stem":7166,"tags":7167,"thumbnail_url":7169,"tldr":7170,"tweet":7171,"unknown_tags":7172,"__hash__":7173},"summaries\u002Fsummaries\u002Fa0d2a1897014af86-applying-rad-methodology-to-ai-driven-development-summary.md","Applying RAD Methodology to AI-Driven Development",{"provider":7,"model":8,"input_tokens":7078,"output_tokens":7079,"processing_time_ms":7080,"cost_usd":7081},5564,632,3217,0.002339,{"type":14,"value":7083,"toc":7143},[7084,7088,7091,7095,7098,7125,7129,7132],[17,7085,7087],{"id":7086},"the-resurgence-of-rad-in-the-age-of-ai","The Resurgence of RAD in the Age of AI",[22,7089,7090],{},"Rapid Application Development (RAD), a methodology formalized by James Martin in 1991, has found new relevance in the era of agentic AI. RAD was originally designed to favor speed, iterative development, and user feedback over the rigid, upfront planning of the waterfall model. While RAD struggled in the 90s due to the limitations of early code-generation tools, modern AI agents have solved the \"construction\" problem, making the RAD lifecycle highly effective for current development workflows.",[17,7092,7094],{"id":7093},"the-four-phases-of-ai-enabled-rad","The Four Phases of AI-Enabled RAD",[22,7096,7097],{},"Modern AI development maps directly onto the four traditional phases of RAD:",[7099,7100,7101,7107,7113,7119],"ol",{},[45,7102,7103,7106],{},[48,7104,7105],{},"Requirements Planning:"," Instead of exhaustive documentation, the \"requirements\" are defined by a plain-language prompt. This lightweight planning focuses on the problem, user personas, and core constraints.",[45,7108,7109,7112],{},[48,7110,7111],{},"User Design:"," AI agents generate a functional prototype immediately. This allows users to interact with the software, catch bad assumptions early, and provide feedback that the agent uses to refine the code.",[45,7114,7115,7118],{},[48,7116,7117],{},"Construction:"," The AI handles the heavy lifting—generating data schemas, workflow logic, and notifications—in short, iterative cycles of testing and refinement.",[45,7120,7121,7124],{},[48,7122,7123],{},"Cut Over:"," The transition to production. While the prototype is often a \"keeper,\" moving directly to production without verification is a significant risk.",[17,7126,7128],{"id":7127},"from-prototype-to-production-the-role-of-spec-driven-development","From Prototype to Production: The Role of Spec-Driven Development",[22,7130,7131],{},"Deploying AI-generated prototypes directly to production is dangerous; studies indicate that approximately 45% of AI-generated code contains security vulnerabilities. The missing link is the transition from a \"vibe-coded\" prototype to a hardened application.",[22,7133,7134,7135,7138,7139,7142],{},"To bridge this gap, developers should adopt ",[48,7136,7137],{},"spec-driven development",". While the prototype helps discover what the application ",[26,7140,7141],{},"should"," do, the business rules, security requirements, and acceptance criteria must be formalized into a written specification. This spec serves two purposes: it allows stakeholders (like security teams) to identify logic gaps that users might miss during testing, and it provides the criteria to create automated tests that the final code must pass. In this model, the programmer’s role shifts from writing raw code to defining the specification and verifying that the AI-generated output meets those rigorous standards.",{"title":103,"searchDepth":104,"depth":104,"links":7144},[7145,7146,7147],{"id":7086,"depth":104,"text":7087},{"id":7093,"depth":104,"text":7094},{"id":7127,"depth":104,"text":7128},[111],{"content_references":7150,"triage":7155},[7151],{"type":7152,"title":7153,"author":7154,"context":123},"book","Application Development Without Programmers","James Martin",{"relevance":146,"novelty":147,"quality":147,"actionability":147,"composite":148,"reasoning":7156},"Category: Product Strategy. The article provides a detailed framework for applying RAD methodology specifically to AI-driven development, addressing the audience's need for practical strategies in product development. It outlines actionable phases of AI-enabled RAD and emphasizes the importance of transitioning from prototypes to production, which is a critical concern for product builders.","\u002Fsummaries\u002Fa0d2a1897014af86-applying-rad-methodology-to-ai-driven-development-summary","2026-08-17 11:00:14","2026-08-18 03:10:02",{"title":7076,"description":103},{"loc":7157},"a0d2a1897014af86","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=J0zbWsutyA8","summaries\u002Fa0d2a1897014af86-applying-rad-methodology-to-ai-driven-development-summary",[162,7168,163,164],"coding","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FJ0zbWsutyA8\u002Fhqdefault.jpg","Rapid Application Development (RAD) provides a proven framework for AI coding: plan lightly, prototype iteratively, and use spec-driven development to bridge the gap between AI-generated prototypes and production-ready software.","This video argues that modern \"vibe coding\" with AI agents is essentially a revival of the 1990s [Rapid Application Development (RAD)](https:\u002F\u002Fibm.biz\u002F~t01xtWgB8) methodology. It maps the four phases of RAD to current AI workflows, concluding that while agents make prototyping faster, production-ready software still requires the formal specifications and verification that RAD originally championed.",[163,164],"RszZRUrFNsIkRZ3HstMls3LO6qfp5EuMfwgUh8ELxHk",{"id":7175,"title":7176,"ai":7177,"body":7182,"categories":7218,"created_at":112,"date_modified":112,"description":103,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":7219,"navigation":150,"path":7236,"published_at":7237,"question":112,"scraped_at":7238,"seo":7239,"sitemap":7240,"source_id":7241,"source_name":157,"source_type":158,"source_url":7242,"stem":7243,"tags":7244,"thumbnail_url":112,"tldr":7246,"tweet":112,"unknown_tags":7247,"__hash__":7248},"summaries\u002Fsummaries\u002F050f975f8d6191b8-software-factories-balancing-agent-autonomy-and-hu-summary.md","Software Factories: Balancing Agent Autonomy and Human Oversight",{"provider":7,"model":8,"input_tokens":7178,"output_tokens":7179,"processing_time_ms":7180,"cost_usd":7181},8647,745,4030,0.00327925,{"type":14,"value":7183,"toc":7212},[7184,7188,7191,7195,7198,7202,7205,7209],[17,7185,7187],{"id":7186},"the-architecture-of-the-software-factory","The Architecture of the Software Factory",[22,7189,7190],{},"Modern software development is shifting from individual craft to the construction of 'software factories'—systems of harnessed loops. A loop is the atomic unit of agentic work (gather context, act, check, repeat). A harness provides the environment (sandboxing, tools, memory, gates) that makes a loop safe and useful. A factory is the orchestration of these harnessed loops at scale. The fundamental constraint in this model is not code generation, but verification. As generation capacity increases, the bottleneck remains the human review gate, leading to 'back pressure' where autonomy must be limited by the ability to cheaply and reliably verify output.",[17,7192,7194],{"id":7193},"dark-vs-lit-factories","Dark vs. Lit Factories",[22,7196,7197],{},"The distinction between 'dark' and 'lit' factories refers to human visibility. A 'dark' factory operates without human review, relying entirely on automated checks. While this creates an illusion of infinite throughput, it ignores 'comprehension debt'—the gap between the volume of code produced and human understanding. Dark factories are viable for low-stakes, high-frequency tasks (e.g., linting, dependency updates), but they fail in complex, long-lived enterprise systems where architectural integrity and long-term maintainability are paramount. A 'lit' factory keeps human judgment in the loop, moving oversight upstream to the design and architectural phases to ensure that expensive, high-stakes decisions are vetted before code is generated.",[17,7199,7201],{"id":7200},"moving-from-loops-to-graphs","Moving from Loops to Graphs",[22,7203,7204],{},"To manage agent autonomy, engineers should move away from unconstrained loops toward structured workflows, often represented as directed graphs or state machines. By defining explicit nodes and conditional edges, developers create legible failure points and mandatory checks. This approach acknowledges that software has always required structure; attempting to bypass it with pure agentic loops often leads to chaotic, unmaintainable code. The most effective 'agentic' systems are often deterministic code with LLM steps sprinkled at critical decision points.",[17,7206,7208],{"id":7207},"the-human-role-owning-the-outer-loop","The Human Role: Owning the Outer Loop",[22,7210,7211],{},"Engineers must transition from writing individual diffs to owning the 'outer loop.' This involves designing the factory, setting the rubrics for verification, and guarding the final gate. By investing in traditional architectural practices—such as strong typing, well-defined component boundaries, and dependency injection—engineers create a safety net that allows agents to operate efficiently within the inner loop while ensuring the overall system remains understandable and maintainable.",{"title":103,"searchDepth":104,"depth":104,"links":7213},[7214,7215,7216,7217],{"id":7186,"depth":104,"text":7187},{"id":7193,"depth":104,"text":7194},{"id":7200,"depth":104,"text":7201},{"id":7207,"depth":104,"text":7208},[111],{"group":116,"content_references":7220,"triage":7234},[7221,7225,7230,7232],{"type":133,"title":7222,"author":7223,"url":7224,"context":123},"Harness Engineering is not Enough: Why Software Factories Fail","Dex Horthy","https:\u002F\u002Fyoutu.be\u002FhtM02KMNZnk?t=27219",{"type":7226,"title":7227,"url":7228,"context":7229},"tool","HumanLayer","https:\u002F\u002Fhumanlayer.com\u002F","mentioned",{"type":7226,"title":7231,"context":7229},"LangGraph",{"type":7226,"title":7233,"context":7229},"LlamaIndex Workflows",{"relevance":146,"novelty":147,"quality":147,"actionability":147,"composite":148,"reasoning":7235},"Category: Software Engineering. The article provides a deep exploration of the architecture of software factories, addressing the balance between automation and human oversight, which is a critical concern for product builders. It offers actionable insights on structuring workflows and managing agent autonomy, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F050f975f8d6191b8-software-factories-balancing-agent-autonomy-and-hu-summary","2026-07-22 03:44:07","2026-07-23 17:59:58",{"title":7176,"description":103},{"loc":7236},"050f975f8d6191b8","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Fsoftware-factories-light-and-dark","summaries\u002F050f975f8d6191b8-software-factories-balancing-agent-autonomy-and-hu-summary",[7245,162,163,164],"automation","Software factories are systems of automated loops. The core engineering challenge is not generation speed, but verification; builders must strategically choose between 'dark' (fully automated) and 'lit' (human-reviewed) workflows based on the cost of failure.",[163,164],"htvko0_VbW2Q6mn1LZcMs8TVvhkTIG-6_3nSU3m-Xhk",{"id":7250,"title":7251,"ai":7252,"body":7257,"categories":7362,"created_at":112,"date_modified":112,"description":103,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":7363,"navigation":150,"path":7381,"published_at":7382,"question":112,"scraped_at":7382,"seo":7383,"sitemap":7384,"source_id":7385,"source_name":7386,"source_type":158,"source_url":7387,"stem":7388,"tags":7389,"thumbnail_url":112,"tldr":7390,"tweet":112,"unknown_tags":7391,"__hash__":7392},"summaries\u002Fsummaries\u002F932c42c2bd21ef48-human-judgment-in-the-age-of-ai-software-factories-summary.md","Human Judgment in the Age of AI Software Factories",{"provider":7,"model":8,"input_tokens":7253,"output_tokens":7254,"processing_time_ms":7255,"cost_usd":7256},8889,887,3730,0.00355275,{"type":14,"value":7258,"toc":7356},[7259,7263,7266,7270,7273,7276,7322,7326,7329,7349,7353],[17,7260,7262],{"id":7261},"the-shift-from-coding-to-curation","The Shift from Coding to Curation",[22,7264,7265],{},"As AI agents enable parallel development, human cognitive bandwidth becomes the primary bottleneck. Rather than attempting to review every line of generated code, engineers must shift their focus upstream to defining product intent and system architecture, and downstream to verifying outcomes. Human judgment hasn't disappeared; it has relocated to where it provides the most leverage: setting quality bars, defining constraints, and deciding which projects deserve to exist.",[17,7267,7269],{"id":7268},"building-a-repeatable-software-factory","Building a Repeatable Software Factory",[22,7271,7272],{},"A software factory is an event-driven loop (triggered by tools like GitHub issues or Slack) that handles triage, implementation, and testing in isolated environments. You should consider building one when your workflow requires consistency across multiple agents and projects.",[22,7274,7275],{},"Key components of a robust factory include:",[42,7277,7278,7293,7299],{},[45,7279,7280,7283,7284,7288,7289,7292],{},[48,7281,7282],{},"Triage Labels:"," Using labels (e.g., ",[7285,7286,7287],"code",{},"ready-to-implement",", ",[7285,7290,7291],{},"needs-info",") as a queue and lock mechanism to prevent multiple agents from claiming the same task.",[45,7294,7295,7298],{},[48,7296,7297],{},"Verification Budgets:"," Similar to performance budgets, you must balance fast, deterministic checks (linting, type checking) early in the loop with heavier, high-value checks (mutation testing, security scans) later.",[45,7300,7301,7304,7305,7288,7308,7288,7311,7314,7315,7318,7319,7321],{},[48,7302,7303],{},"Run Taxonomy:"," Classify agent runs as ",[7285,7306,7307],{},"success",[7285,7309,7310],{},"flawed",[7285,7312,7313],{},"blocked",", or ",[7285,7316,7317],{},"manual",". Only ",[7285,7320,7307],{}," should reach production, while the others re-enter the system for correction or human intervention.",[17,7323,7325],{"id":7324},"managing-risk-and-comprehension-debt","Managing Risk and Comprehension Debt",[22,7327,7328],{},"Parallel agent execution creates 'comprehension debt'—where agent output outpaces human understanding. To mitigate this:",[42,7330,7331,7337,7343],{},[45,7332,7333,7336],{},[48,7334,7335],{},"Avoid 'Green' Misconceptions:"," Agents may pass tests by modifying assertions rather than satisfying intent. Ensure your verification suite is robust and tests actual behavior.",[45,7338,7339,7342],{},[48,7340,7341],{},"Optimize for the Reviewer:"," A factory is only as good as the signal it provides. If a factory runs noisy, irrelevant checks, it increases overhead without improving safety.",[45,7344,7345,7348],{},[48,7346,7347],{},"Contextual Autonomy:"," Autonomy is not a static setting. As you build trust through verification, you can grant agents more autonomy for specific tasks, but you must remain the final arbiter for high-risk changes (e.g., authentication, billing, or migrations).",[17,7350,7352],{"id":7351},"when-to-build-vs-use","When to Build vs. Use",[22,7354,7355],{},"For many, a simple coding harness (e.g., Claude Code with well-defined specs) is sufficient. A full software factory is only necessary when you need to automate the handoff between triage, implementation, and production monitoring. If you decide to build, consider existing platforms like Factory, Warp, or HumanLayer rather than building from scratch.",{"title":103,"searchDepth":104,"depth":104,"links":7357},[7358,7359,7360,7361],{"id":7261,"depth":104,"text":7262},{"id":7268,"depth":104,"text":7269},{"id":7324,"depth":104,"text":7325},{"id":7351,"depth":104,"text":7352},[172],{"group":116,"content_references":7364,"triage":7379},[7365,7367,7371,7374,7376],{"type":7226,"title":7366,"context":7229},"Claude Code",{"type":7226,"title":7368,"url":7369,"context":7370},"Factory","https:\u002F\u002Ffactory.com\u002F","recommended",{"type":7226,"title":7372,"url":7373,"context":7370},"Warp","https:\u002F\u002Fwww.warp.dev\u002F",{"type":7226,"title":7227,"url":7375,"context":7370},"https:\u002F\u002Fwww.humanlayer.dev\u002F",{"type":7226,"title":7377,"url":7378,"context":123},"Vercel AI SDK","https:\u002F\u002Fvercel.com\u002Fblog\u002Fbuilding-a-software-factory-for-ai-sdk",{"relevance":146,"novelty":147,"quality":147,"actionability":147,"composite":148,"reasoning":7380},"Category: Software Engineering. The article provides a detailed framework for building a 'software factory' that integrates AI agents into the development process, addressing the audience's need for practical applications in AI-powered product development. It outlines specific components like triage labels and verification budgets, making it actionable for developers and product builders.","\u002Fsummaries\u002F932c42c2bd21ef48-human-judgment-in-the-age-of-ai-software-factories-summary","2026-08-24 03:08:32",{"title":7251,"description":103},{"loc":7381},"932c42c2bd21ef48","Addy Osmani Blog","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fhuman-judgment-doesnt-leave-the-software\u002F","summaries\u002F932c42c2bd21ef48-human-judgment-in-the-age-of-ai-software-factories-summary",[7245,162,163,164],"As AI agents scale development, human judgment shifts from writing code to defining intent, system design, and verification strategy. A 'software factory'—a repeatable, event-driven loop—is the framework for managing this shift, provided you balance verification budgets with human oversight.",[163,164],"Vo6frxSFOkz_YA1cBgEljyvwSFoayJFe86TBrUphKaE",{"id":7394,"title":7395,"ai":7396,"body":7401,"categories":7462,"created_at":112,"date_modified":112,"description":103,"extension":113,"faq":112,"featured":114,"kicker_label":112,"meta":7463,"navigation":150,"path":7485,"published_at":7486,"question":112,"scraped_at":7487,"seo":7488,"sitemap":7489,"source_id":7490,"source_name":7491,"source_type":7164,"source_url":7492,"stem":7493,"tags":7494,"thumbnail_url":7496,"tldr":7497,"tweet":7498,"unknown_tags":7499,"__hash__":7500},"summaries\u002Fsummaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary.md","Beyond Agents: Building AI-Native Software",{"provider":7,"model":8,"input_tokens":7397,"output_tokens":7398,"processing_time_ms":7399,"cost_usd":7400},7855,809,3612,0.00317725,{"type":14,"value":7402,"toc":7457},[7403,7407,7410,7414,7417,7421,7428,7454],[17,7404,7406],{"id":7405},"the-evolution-of-computing-primitives","The Evolution of Computing Primitives",[22,7408,7409],{},"Computing history moves through distinct eras of abstraction, where each phase introduces a new 'primitive' that eventually becomes the foundation for the next. In 1995, the web page was the primary focus, yet it was merely a stepping stone toward the modern web and mobile application ecosystem. Today, we are in the 'agent' era, but agents are similarly a primitive. The goal is to move beyond simple agentic loops toward 'AI-native' software—systems that are fundamentally designed around LLM capabilities rather than just wrapping them in traditional UI.",[17,7411,7413],{"id":7412},"lessons-from-visicalc-and-historical-precedents","Lessons from VisiCalc and Historical Precedents",[22,7415,7416],{},"Technological shifts often trigger fears of displacement, but history suggests they primarily expand the scope of human capability. VisiCalc, the first spreadsheet, did not replace accountants; it made accounting accessible and enabled new categories of work that were previously impossible when calculations required a room full of people. Similarly, the current agentic wave should be viewed as a tool for scaling human intent. By studying historical milestones—from the 1950s focus on programming languages to the 1970s development of relational databases—we can see that the most successful software provides abstractions that allow developers to scale complexity without losing control over the underlying system.",[17,7418,7420],{"id":7419},"building-the-next-generation-ai-native-patterns","Building the Next Generation: AI-Native Patterns",[22,7422,7423,7424,7427],{},"To build software that transcends current agent limitations, we must move toward architectures that handle high-concurrency, multi-model interactions. The project ",[26,7425,7426],{},"Gradient Bang"," serves as a proof-of-concept for these emerging primitives:",[42,7429,7430,7436,7442,7448],{},[45,7431,7432,7435],{},[48,7433,7434],{},"Asynchronous Non-Blocking Context Compression:"," Managing long-running state without stalling the user experience.",[45,7437,7438,7441],{},[48,7439,7440],{},"Long-Running Sub-Agents:"," Orchestrating multiple specialized agents that share context to perform complex, multi-step tasks.",[45,7443,7444,7447],{},[48,7445,7446],{},"Progressive Skills Loading:"," Dynamically providing the model with tools and capabilities only when needed, optimizing token efficiency.",[45,7449,7450,7453],{},[48,7451,7452],{},"Dynamic Interface Generation:"," Moving away from static UI toward interfaces that adapt in real-time to the agent's current state and user needs.",[22,7455,7456],{},"These patterns represent the shift from 'agents' (which perform tasks) to 'AI-native software' (which provides an environment for autonomous, multimodal interaction).",{"title":103,"searchDepth":104,"depth":104,"links":7458},[7459,7460,7461],{"id":7405,"depth":104,"text":7406},{"id":7412,"depth":104,"text":7413},{"id":7419,"depth":104,"text":7420},[172],{"content_references":7464,"triage":7483},[7465,7469,7471,7474,7477,7481],{"type":7466,"title":7467,"author":7468,"context":123},"paper","As We May Think","Vannevar Bush",{"type":7226,"title":7470,"context":123},"VisiCalc",{"type":7226,"title":7472,"author":7473,"context":123},"Sketchpad","Ivan Sutherland",{"type":133,"title":7475,"author":7476,"context":123},"Knowledge Navigator","Apple",{"type":7226,"title":7478,"author":7479,"url":7480,"context":7229},"Pipecat","Daily","https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat",{"type":133,"title":7426,"context":7482},"reviewed",{"relevance":146,"novelty":147,"quality":147,"actionability":147,"composite":148,"reasoning":7484},"Category: AI & LLMs. The article discusses the evolution of AI-native software, addressing the audience's need for practical insights into building AI-powered products. It presents new concepts like asynchronous context and multi-agent orchestration, which are actionable for developers looking to implement advanced AI features.","\u002Fsummaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary","2026-08-07 23:53:33","2026-08-08 03:09:50",{"title":7395,"description":103},{"loc":7485},"a4a9cd2bf8a3f15f","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=LZuWZRze3MU","summaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary",[7495,162,163,164],"llm","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FLZuWZRze3MU\u002Fhqdefault.jpg","Agents are the 'web pages' of our era—a primitive, not the destination. The next frontier is AI-native software that leverages asynchronous context, dynamic interfaces, and multi-agent orchestration.","This talk frames the current \"AI agent\" trend as a transitional phase—akin to the early web—and argues that developers should look past simple chat interfaces toward \"AI-native\" software. The speaker draws parallels between historical computing milestones and modern infrastructure, highlighting [Pipecat](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat) as an example of the real-time, multi-modal tooling required to build the next generation of interactive applications.",[163,164],"li3HsbGuUqJkdBsKbuWR_CQhaNFrn0PwSszNHc5Gl-Q"]