[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-068e26257689fd4a-what-outlives-the-plan-decoupling-rules-from-code-summary":3,"summaries-facets-categories":137,"summary-related-068e26257689fd4a-what-outlives-the-plan-decoupling-rules-from-code-summary":7041},{"id":4,"title":5,"ai":6,"body":13,"categories":95,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":100,"navigation":118,"path":119,"published_at":120,"question":97,"scraped_at":121,"seo":122,"sitemap":123,"source_id":124,"source_name":125,"source_type":126,"source_url":127,"stem":128,"tags":129,"thumbnail_url":97,"tldr":134,"tweet":97,"unknown_tags":135,"__hash__":136},"summaries\u002Fsummaries\u002F068e26257689fd4a-what-outlives-the-plan-decoupling-rules-from-code-summary.md","What Outlives the Plan: Decoupling Rules from Code",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6649,780,11832,0.00283225,{"type":14,"value":15,"toc":88},"minimark",[16,21,34,38,41,81,85],[17,18,20],"h2",{"id":19},"the-failure-of-state-heavy-documentation","The Failure of State-Heavy Documentation",[22,23,24,25,29,30,33],"p",{},"Documentation rots when it attempts to hold both the ",[26,27,28],"em",{},"decision"," (the rule) and the ",[26,31,32],{},"current state"," (the implementation). The author found that sections of a 1,200-line plan describing specific UI flows became obsolete as the code evolved. Because the plan was tied to the current state, it drifted and eventually became a liability. The lesson: documentation should only contain the decision. If it describes the current implementation, it will inevitably go stale.",[17,35,37],{"id":36},"the-three-shelves-for-durable-decisions","The Three Shelves for Durable Decisions",[22,39,40],{},"To ensure architectural and process rules survive, they must be moved to \"shelves\" that the code cannot reach or modify. The author identifies three specific mechanisms:",[42,43,44,69,75],"ol",{},[45,46,47,51,52,56,57,60,61,64,65,68],"li",{},[48,49,50],"strong",{},"Mechanical Enforcement (Build Graphs):"," Rules like project-reference restrictions (e.g., preventing the Web project from referencing the API project) are enforced via ",[53,54,55],"code",{},".csproj"," files. This creates a hard constraint that prevents code drift. The explanation for ",[26,58,59],{},"why"," the rule exists lives in ",[53,62,63],{},"CLAUDE.md",", while the ",[26,66,67],{},"what"," is enforced by the compiler.",[45,70,71,74],{},[48,72,73],{},"Persistent AI Memory:"," When fixing bugs or architectural issues, the author inputs the solution into the AI's project memory before applying it to the code. This ensures that future sessions inherit the correction (e.g., \"seed scripts must be idempotent\") without the developer needing to re-derive the fix. This prevents the same mistake from being made twice.",[45,76,77,80],{},[48,78,79],{},"External Calendars:"," Dependencies with long lead times (e.g., Apple\u002FGoogle developer account approvals) should not live in a project plan document, as they are easily ignored during feature reshuffling. They belong on a calendar. The author notes that treating provisioning as a critical path item on a calendar is the only way to ensure it survives the reality of development.",[17,82,84],{"id":83},"the-cost-of-deferred-reality","The Cost of Deferred Reality",[22,86,87],{},"By failing to put external provisioning on a calendar, the author built a complex payment system (Stripe, Apple, Google) that could not be tested because the necessary external accounts were not yet approved. This serves as a proof-by-counterexample: code can be perfectly architected and unit-tested, but if the external dependencies are not managed as a hard-dated constraint, the project remains blocked. The retroactive rule is to identify all paid external dependencies on day one and map their approval clocks to a calendar, not a text document.",{"title":89,"searchDepth":90,"depth":90,"links":91},"",2,[92,93,94],{"id":19,"depth":90,"text":20},{"id":36,"depth":90,"text":37},{"id":83,"depth":90,"text":84},[96],"Software Engineering",null,"md",false,{"content_references":101,"triage":113},[102,107,109,111],{"type":103,"title":104,"url":105,"context":106},"tool","Claude Code","https:\u002F\u002Fclaude.ai","mentioned",{"type":103,"title":108,"context":106},"Dapper",{"type":103,"title":110,"context":106},"Blazor",{"type":103,"title":112,"context":106},".NET MAUI",{"relevance":114,"novelty":115,"quality":114,"actionability":114,"composite":116,"reasoning":117},4,3,3.8,"Category: Software Engineering. The article discusses the importance of separating rules from code to improve project documentation and decision-making, addressing a pain point for developers who struggle with maintaining accurate project plans. It provides actionable strategies like using build graphs and persistent AI memory, which can be directly applied to enhance developer productivity.",true,"\u002Fsummaries\u002F068e26257689fd4a-what-outlives-the-plan-decoupling-rules-from-code-summary","2026-06-24 16:37:10","2026-06-25 12:57:06",{"title":5,"description":89},{"loc":119},"068e26257689fd4a","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fwhat-outlives-the-plan-10c14f67839e?source=rss----5517fd7b58a6---4","summaries\u002F068e26257689fd4a-what-outlives-the-plan-decoupling-rules-from-code-summary",[130,131,132,133],"ai-tools","software-engineering","architecture","dev-productivity","Project plans fail when they conflate high-level decisions with current implementation state. To survive, rules must live in 'shelves' the code cannot touch: build graphs, persistent AI memory, and external calendars.",[131,132,133],"x4Pdt0AWZNfFFMHf77X9jyhjj02YMY-Z9RhPyh6o3HE",[138,141,144,146,149,151,154,157,159,161,163,165,167,169,171,173,175,178,180,182,184,186,189,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,241,243,245,247,249,251,253,255,257,259,261,263,265,267,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,311,313,315,317,319,321,323,325,327,329,331,333,335,337,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,405,407,409,411,413,415,417,419,421,423,425,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,461,463,465,467,469,471,473,475,477,479,481,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,543,545,547,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,589,591,593,595,597,599,601,603,605,607,609,611,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,901,903,905,907,909,912,914,916,918,920,922,924,926,928,930,932,934,936,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039],{"categories":139},[140],"AI & LLMs",{"categories":142},[143],"Developer Productivity",{"categories":145},[140],{"categories":147},[148],"Business & SaaS",{"categories":150},[140],{"categories":152},[153],"AI Automation",{"categories":155},[156],"Product Strategy",{"categories":158},[153],{"categories":160},[140],{"categories":162},[143],{"categories":164},[153],{"categories":166},[96],{"categories":168},[140],{"categories":170},[148],{"categories":172},[],{"categories":174},[140],{"categories":176},[177],"Inference & Serving",{"categories":179},[140],{"categories":181},[140],{"categories":183},[153],{"categories":185},[],{"categories":187},[188],"AI News & Trends",{"categories":190},[191],"Data Science & Visualization",{"categories":193},[153],{"categories":195},[140],{"categories":197},[140],{"categories":199},[148],{"categories":201},[143],{"categories":203},[140],{"categories":205},[153],{"categories":207},[188],{"categories":209},[140],{"categories":211},[153],{"categories":213},[153],{"categories":215},[140],{"categories":217},[140],{"categories":219},[153],{"categories":221},[140],{"categories":223},[140],{"categories":225},[140],{"categories":227},[153],{"categories":229},[188],{"categories":231},[140],{"categories":233},[140],{"categories":235},[140],{"categories":237},[],{"categories":239},[240],"Design & Frontend",{"categories":242},[191],{"categories":244},[188],{"categories":246},[140],{"categories":248},[140],{"categories":250},[140],{"categories":252},[],{"categories":254},[140],{"categories":256},[140],{"categories":258},[153],{"categories":260},[96],{"categories":262},[140],{"categories":264},[153],{"categories":266},[140],{"categories":268},[269],"Marketing & Growth",{"categories":271},[240],{"categories":273},[140],{"categories":275},[153],{"categories":277},[140],{"categories":279},[140],{"categories":281},[96],{"categories":283},[140],{"categories":285},[],{"categories":287},[],{"categories":289},[240],{"categories":291},[140],{"categories":293},[153],{"categories":295},[143],{"categories":297},[96],{"categories":299},[153],{"categories":301},[240],{"categories":303},[156],{"categories":305},[140],{"categories":307},[96],{"categories":309},[310],"DevOps & Cloud",{"categories":312},[153],{"categories":314},[156],{"categories":316},[188],{"categories":318},[140],{"categories":320},[],{"categories":322},[140],{"categories":324},[140],{"categories":326},[],{"categories":328},[153],{"categories":330},[96],{"categories":332},[],{"categories":334},[96],{"categories":336},[140],{"categories":338},[339],"Governance & Standards",{"categories":341},[148],{"categories":343},[],{"categories":345},[],{"categories":347},[140],{"categories":349},[140],{"categories":351},[153],{"categories":353},[140],{"categories":355},[140],{"categories":357},[153],{"categories":359},[140],{"categories":361},[140],{"categories":363},[140],{"categories":365},[],{"categories":367},[96],{"categories":369},[],{"categories":371},[],{"categories":373},[140],{"categories":375},[96],{"categories":377},[],{"categories":379},[96],{"categories":381},[140],{"categories":383},[140],{"categories":385},[269],{"categories":387},[140],{"categories":389},[140],{"categories":391},[140],{"categories":393},[240],{"categories":395},[240],{"categories":397},[140],{"categories":399},[96],{"categories":401},[153],{"categories":403},[404],"GovTech & Public-Sector Adoption",{"categories":406},[96],{"categories":408},[140],{"categories":410},[140],{"categories":412},[140],{"categories":414},[153],{"categories":416},[153],{"categories":418},[191],{"categories":420},[140],{"categories":422},[188],{"categories":424},[153],{"categories":426},[427],"Legal AI Tools",{"categories":429},[140],{"categories":431},[153],{"categories":433},[140],{"categories":435},[269],{"categories":437},[153],{"categories":439},[156],{"categories":441},[140],{"categories":443},[96],{"categories":445},[404],{"categories":447},[],{"categories":449},[153],{"categories":451},[],{"categories":453},[148],{"categories":455},[153],{"categories":457},[153],{"categories":459},[460],"RAG & Retrieval",{"categories":462},[148],{"categories":464},[140],{"categories":466},[96],{"categories":468},[96],{"categories":470},[310],{"categories":472},[240],{"categories":474},[153],{"categories":476},[140],{"categories":478},[140],{"categories":480},[],{"categories":482},[483],"Agents & Orchestration",{"categories":485},[96],{"categories":487},[140],{"categories":489},[],{"categories":491},[153],{"categories":493},[148],{"categories":495},[],{"categories":497},[140],{"categories":499},[],{"categories":501},[140],{"categories":503},[143],{"categories":505},[96],{"categories":507},[148],{"categories":509},[140],{"categories":511},[153],{"categories":513},[140],{"categories":515},[188],{"categories":517},[140],{"categories":519},[],{"categories":521},[140],{"categories":523},[],{"categories":525},[140],{"categories":527},[96],{"categories":529},[140],{"categories":531},[153],{"categories":533},[191],{"categories":535},[],{"categories":537},[140],{"categories":539},[240],{"categories":541},[542],"Models & Frontier Labs",{"categories":544},[],{"categories":546},[240],{"categories":548},[549],"Regulation & Governance of AI",{"categories":551},[156],{"categories":553},[153],{"categories":555},[],{"categories":557},[140],{"categories":559},[140],{"categories":561},[153],{"categories":563},[153],{"categories":565},[188],{"categories":567},[140],{"categories":569},[148],{"categories":571},[140],{"categories":573},[153],{"categories":575},[],{"categories":577},[96],{"categories":579},[153],{"categories":581},[140],{"categories":583},[156],{"categories":585},[140],{"categories":587},[588],"AI Policy & Regulation",{"categories":590},[],{"categories":592},[140],{"categories":594},[153],{"categories":596},[156],{"categories":598},[153],{"categories":600},[140],{"categories":602},[140],{"categories":604},[140],{"categories":606},[153],{"categories":608},[],{"categories":610},[191],{"categories":612},[613],"Evals & Reliability",{"categories":615},[140],{"categories":617},[140],{"categories":619},[],{"categories":621},[143],{"categories":623},[404],{"categories":625},[588],{"categories":627},[140],{"categories":629},[148],{"categories":631},[140],{"categories":633},[153],{"categories":635},[140],{"categories":637},[153],{"categories":639},[483],{"categories":641},[140],{"categories":643},[96],{"categories":645},[140],{"categories":647},[],{"categories":649},[240],{"categories":651},[],{"categories":653},[140],{"categories":655},[404],{"categories":657},[140],{"categories":659},[140],{"categories":661},[140],{"categories":663},[],{"categories":665},[140],{"categories":667},[240],{"categories":669},[96],{"categories":671},[],{"categories":673},[140],{"categories":675},[],{"categories":677},[153],{"categories":679},[140],{"categories":681},[240],{"categories":683},[],{"categories":685},[140],{"categories":687},[140],{"categories":689},[191],{"categories":691},[153],{"categories":693},[140],{"categories":695},[148],{"categories":697},[153],{"categories":699},[140],{"categories":701},[140],{"categories":703},[96],{"categories":705},[240],{"categories":707},[140],{"categories":709},[153],{"categories":711},[],{"categories":713},[96],{"categories":715},[153],{"categories":717},[191],{"categories":719},[],{"categories":721},[140],{"categories":723},[188],{"categories":725},[140],{"categories":727},[],{"categories":729},[140],{"categories":731},[140],{"categories":733},[140],{"categories":735},[148,269],{"categories":737},[],{"categories":739},[96],{"categories":741},[140],{"categories":743},[140],{"categories":745},[153],{"categories":747},[140],{"categories":749},[],{"categories":751},[],{"categories":753},[140],{"categories":755},[240],{"categories":757},[140],{"categories":759},[],{"categories":761},[140],{"categories":763},[310],{"categories":765},[],{"categories":767},[153],{"categories":769},[188],{"categories":771},[140],{"categories":773},[140],{"categories":775},[240],{"categories":777},[],{"categories":779},[188],{"categories":781},[140],{"categories":783},[177],{"categories":785},[140],{"categories":787},[140],{"categories":789},[153],{"categories":791},[188],{"categories":793},[542],{"categories":795},[140],{"categories":797},[269],{"categories":799},[],{"categories":801},[153],{"categories":803},[148],{"categories":805},[96],{"categories":807},[140],{"categories":809},[153],{"categories":811},[],{"categories":813},[140,310],{"categories":815},[140],{"categories":817},[140],{"categories":819},[140],{"categories":821},[153],{"categories":823},[140,96],{"categories":825},[191],{"categories":827},[140],{"categories":829},[140],{"categories":831},[140],{"categories":833},[96],{"categories":835},[140],{"categories":837},[153],{"categories":839},[153],{"categories":841},[588],{"categories":843},[269],{"categories":845},[140],{"categories":847},[153],{"categories":849},[140],{"categories":851},[140],{"categories":853},[153],{"categories":855},[],{"categories":857},[153],{"categories":859},[140],{"categories":861},[140],{"categories":863},[153],{"categories":865},[140],{"categories":867},[140,148],{"categories":869},[140],{"categories":871},[148],{"categories":873},[],{"categories":875},[240],{"categories":877},[240],{"categories":879},[140],{"categories":881},[],{"categories":883},[],{"categories":885},[140],{"categories":887},[188],{"categories":889},[],{"categories":891},[143],{"categories":893},[140],{"categories":895},[96],{"categories":897},[140],{"categories":899},[900],"Generative UI & Design-to-Code",{"categories":902},[140],{"categories":904},[140],{"categories":906},[240],{"categories":908},[140],{"categories":910},[911],"Algorithmic Accountability",{"categories":913},[153],{"categories":915},[96],{"categories":917},[188],{"categories":919},[240],{"categories":921},[140],{"categories":923},[],{"categories":925},[156],{"categories":927},[140],{"categories":929},[140],{"categories":931},[140],{"categories":933},[140],{"categories":935},[153],{"categories":937},[938],"MLOps & Infrastructure",{"categories":940},[140],{"categories":942},[140],{"categories":944},[140],{"categories":946},[140],{"categories":948},[140],{"categories":950},[96],{"categories":952},[188],{"categories":954},[140],{"categories":956},[156],{"categories":958},[143],{"categories":960},[140],{"categories":962},[153],{"categories":964},[310],{"categories":966},[140],{"categories":968},[148],{"categories":970},[140],{"categories":972},[240],{"categories":974},[140],{"categories":976},[140],{"categories":978},[153],{"categories":980},[],{"categories":982},[],{"categories":984},[140],{"categories":986},[177],{"categories":988},[240],{"categories":990},[188],{"categories":992},[191],{"categories":994},[],{"categories":996},[140],{"categories":998},[140],{"categories":1000},[148],{"categories":1002},[153],{"categories":1004},[140],{"categories":1006},[140],{"categories":1008},[140],{"categories":1010},[140],{"categories":1012},[188],{"categories":1014},[177],{"categories":1016},[140],{"categories":1018},[240],{"categories":1020},[140],{"categories":1022},[],{"categories":1024},[153],{"categories":1026},[96],{"categories":1028},[],{"categories":1030},[140],{"categories":1032},[140],{"categories":1034},[153],{"categories":1036},[96],{"categories":1038},[140],{"categories":1040},[191],{"categories":1042},[240],{"categories":1044},[],{"categories":1046},[140],{"categories":1048},[],{"categories":1050},[140],{"categories":1052},[],{"categories":1054},[140],{"categories":1056},[140],{"categories":1058},[156],{"categories":1060},[148],{"categories":1062},[153],{"categories":1064},[153],{"categories":1066},[],{"categories":1068},[140],{"categories":1070},[143],{"categories":1072},[140],{"categories":1074},[140],{"categories":1076},[148],{"categories":1078},[188],{"categories":1080},[143],{"categories":1082},[],{"categories":1084},[140],{"categories":1086},[],{"categories":1088},[140],{"categories":1090},[],{"categories":1092},[188],{"categories":1094},[188],{"categories":1096},[],{"categories":1098},[483],{"categories":1100},[140],{"categories":1102},[240],{"categories":1104},[96],{"categories":1106},[],{"categories":1108},[427],{"categories":1110},[153],{"categories":1112},[148],{"categories":1114},[],{"categories":1116},[],{"categories":1118},[143],{"categories":1120},[191],{"categories":1122},[],{"categories":1124},[269],{"categories":1126},[153],{"categories":1128},[148],{"categories":1130},[153],{"categories":1132},[140],{"categories":1134},[148],{"categories":1136},[140],{"categories":1138},[96],{"categories":1140},[],{"categories":1142},[177],{"categories":1144},[156],{"categories":1146},[140],{"categories":1148},[240],{"categories":1150},[96],{"categories":1152},[148],{"categories":1154},[140],{"categories":1156},[96],{"categories":1158},[140],{"categories":1160},[153],{"categories":1162},[148],{"categories":1164},[140],{"categories":1166},[140],{"categories":1168},[140],{"categories":1170},[140],{"categories":1172},[140],{"categories":1174},[],{"categories":1176},[],{"categories":1178},[96],{"categories":1180},[191],{"categories":1182},[156],{"categories":1184},[140],{"categories":1186},[153],{"categories":1188},[96],{"categories":1190},[96],{"categories":1192},[140],{"categories":1194},[],{"categories":1196},[188],{"categories":1198},[156],{"categories":1200},[156],{"categories":1202},[96],{"categories":1204},[140],{"categories":1206},[613],{"categories":1208},[310],{"categories":1210},[],{"categories":1212},[153],{"categories":1214},[140],{"categories":1216},[],{"categories":1218},[143],{"categories":1220},[],{"categories":1222},[140],{"categories":1224},[140],{"categories":1226},[140],{"categories":1228},[240],{"categories":1230},[269],{"categories":1232},[140],{"categories":1234},[96],{"categories":1236},[140],{"categories":1238},[153],{"categories":1240},[],{"categories":1242},[96],{"categories":1244},[140],{"categories":1246},[143],{"categories":1248},[],{"categories":1250},[148],{"categories":1252},[140],{"categories":1254},[140],{"categories":1256},[188],{"categories":1258},[140,310],{"categories":1260},[140],{"categories":1262},[1263],"Design Systems for AI",{"categories":1265},[140],{"categories":1267},[140],{"categories":1269},[188],{"categories":1271},[140],{"categories":1273},[140],{"categories":1275},[140],{"categories":1277},[148],{"categories":1279},[140],{"categories":1281},[140],{"categories":1283},[140],{"categories":1285},[],{"categories":1287},[140],{"categories":1289},[140],{"categories":1291},[148],{"categories":1293},[140],{"categories":1295},[],{"categories":1297},[153],{"categories":1299},[153],{"categories":1301},[96],{"categories":1303},[188],{"categories":1305},[96],{"categories":1307},[140],{"categories":1309},[240],{"categories":1311},[188],{"categories":1313},[191],{"categories":1315},[140],{"categories":1317},[140],{"categories":1319},[153],{"categories":1321},[143],{"categories":1323},[588],{"categories":1325},[140],{"categories":1327},[153],{"categories":1329},[140],{"categories":1331},[96],{"categories":1333},[96],{"categories":1335},[],{"categories":1337},[],{"categories":1339},[140],{"categories":1341},[153],{"categories":1343},[156],{"categories":1345},[],{"categories":1347},[148],{"categories":1349},[140],{"categories":1351},[],{"categories":1353},[240],{"categories":1355},[96],{"categories":1357},[153],{"categories":1359},[96],{"categories":1361},[240],{"categories":1363},[140],{"categories":1365},[140],{"categories":1367},[240],{"categories":1369},[],{"categories":1371},[],{"categories":1373},[188],{"categories":1375},[153],{"categories":1377},[153],{"categories":1379},[140],{"categories":1381},[140],{"categories":1383},[140],{"categories":1385},[140],{"categories":1387},[148],{"categories":1389},[140],{"categories":1391},[140],{"categories":1393},[],{"categories":1395},[96],{"categories":1397},[96],{"categories":1399},[140],{"categories":1401},[96],{"categories":1403},[148],{"categories":1405},[],{"categories":1407},[140],{"categories":1409},[140],{"categories":1411},[140],{"categories":1413},[140],{"categories":1415},[140],{"categories":1417},[153],{"categories":1419},[143],{"categories":1421},[148],{"categories":1423},[140],{"categories":1425},[153],{"categories":1427},[188],{"categories":1429},[153],{"categories":1431},[177],{"categories":1433},[269],{"categories":1435},[140],{"categories":1437},[153],{"categories":1439},[140],{"categories":1441},[140],{"categories":1443},[140],{"categories":1445},[],{"categories":1447},[240],{"categories":1449},[],{"categories":1451},[140],{"categories":1453},[140],{"categories":1455},[],{"categories":1457},[140],{"categories":1459},[96],{"categories":1461},[148],{"categories":1463},[1464],"Visual & Generative Media",{"categories":1466},[153],{"categories":1468},[],{"categories":1470},[140],{"categories":1472},[140],{"categories":1474},[96],{"categories":1476},[310],{"categories":1478},[140],{"categories":1480},[191],{"categories":1482},[588],{"categories":1484},[96],{"categories":1486},[269],{"categories":1488},[140],{"categories":1490},[240],{"categories":1492},[140],{"categories":1494},[140],{"categories":1496},[96],{"categories":1498},[153],{"categories":1500},[140],{"categories":1502},[],{"categories":1504},[],{"categories":1506},[153],{"categories":1508},[96],{"categories":1510},[143],{"categories":1512},[153],{"categories":1514},[542],{"categories":1516},[140],{"categories":1518},[156],{"categories":1520},[140],{"categories":1522},[148],{"categories":1524},[],{"categories":1526},[140],{"categories":1528},[156],{"categories":1530},[140],{"categories":1532},[140],{"categories":1534},[140],{"categories":1536},[156],{"categories":1538},[140],{"categories":1540},[140],{"categories":1542},[269],{"categories":1544},[140],{"categories":1546},[483],{"categories":1548},[140],{"categories":1550},[153],{"categories":1552},[140],{"categories":1554},[140],{"categories":1556},[140],{"categories":1558},[140],{"categories":1560},[240],{"categories":1562},[153],{"categories":1564},[],{"categories":1566},[153],{"categories":1568},[],{"categories":1570},[310],{"categories":1572},[96],{"categories":1574},[],{"categories":1576},[542],{"categories":1578},[140],{"categories":1580},[153],{"categories":1582},[153],{"categories":1584},[140],{"categories":1586},[240,140],{"categories":1588},[143],{"categories":1590},[140],{"categories":1592},[240],{"categories":1594},[],{"categories":1596},[140],{"categories":1598},[143],{"categories":1600},[140],{"categories":1602},[1603],"Medical Imaging & Radiology",{"categories":1605},[140],{"categories":1607},[140],{"categories":1609},[140],{"categories":1611},[240],{"categories":1613},[153],{"categories":1615},[96],{"categories":1617},[],{"categories":1619},[140],{"categories":1621},[140],{"categories":1623},[140],{"categories":1625},[],{"categories":1627},[],{"categories":1629},[140],{"categories":1631},[140],{"categories":1633},[483],{"categories":1635},[140],{"categories":1637},[143],{"categories":1639},[140],{"categories":1641},[140],{"categories":1643},[],{"categories":1645},[153],{"categories":1647},[140],{"categories":1649},[156],{"categories":1651},[96],{"categories":1653},[140],{"categories":1655},[153],{"categories":1657},[483],{"categories":1659},[140],{"categories":1661},[153],{"categories":1663},[140],{"categories":1665},[140],{"categories":1667},[140],{"categories":1669},[240],{"categories":1671},[153],{"categories":1673},[310],{"categories":1675},[240],{"categories":1677},[148],{"categories":1679},[153],{"categories":1681},[188],{"categories":1683},[140],{"categories":1685},[140],{"categories":1687},[156],{"categories":1689},[140],{"categories":1691},[140],{"categories":1693},[140],{"categories":1695},[140],{"categories":1697},[153],{"categories":1699},[140],{"categories":1701},[96],{"categories":1703},[96],{"categories":1705},[140],{"categories":1707},[156],{"categories":1709},[],{"categories":1711},[188],{"categories":1713},[],{"categories":1715},[156],{"categories":1717},[153],{"categories":1719},[140],{"categories":1721},[153],{"categories":1723},[1263],{"categories":1725},[1263],{"categories":1727},[240],{"categories":1729},[140],{"categories":1731},[140],{"categories":1733},[140],{"categories":1735},[153],{"categories":1737},[96],{"categories":1739},[240],{"categories":1741},[153],{"categories":1743},[188],{"categories":1745},[],{"categories":1747},[140],{"categories":1749},[],{"categories":1751},[140],{"categories":1753},[140],{"categories":1755},[140],{"categories":1757},[140],{"categories":1759},[153],{"categories":1761},[1762],"Contract Review & E-Discovery",{"categories":1764},[140],{"categories":1766},[240],{"categories":1768},[140],{"categories":1770},[143],{"categories":1772},[140],{"categories":1774},[188],{"categories":1776},[140],{"categories":1778},[140],{"categories":1780},[269],{"categories":1782},[96],{"categories":1784},[140],{"categories":1786},[140],{"categories":1788},[153],{"categories":1790},[153],{"categories":1792},[911],{"categories":1794},[140],{"categories":1796},[140],{"categories":1798},[153],{"categories":1800},[153],{"categories":1802},[140],{"categories":1804},[140],{"categories":1806},[140],{"categories":1808},[153],{"categories":1810},[140],{"categories":1812},[140],{"categories":1814},[483],{"categories":1816},[460],{"categories":1818},[140],{"categories":1820},[153],{"categories":1822},[140],{"categories":1824},[1825],"Law-Firm Practice & Adoption",{"categories":1827},[140],{"categories":1829},[153],{"categories":1831},[240],{"categories":1833},[140],{"categories":1835},[140],{"categories":1837},[140],{"categories":1839},[],{"categories":1841},[],{"categories":1843},[96],{"categories":1845},[140],{"categories":1847},[],{"categories":1849},[153],{"categories":1851},[143],{"categories":1853},[310],{"categories":1855},[140],{"categories":1857},[],{"categories":1859},[143],{"categories":1861},[148],{"categories":1863},[140],{"categories":1865},[269],{"categories":1867},[],{"categories":1869},[148],{"categories":1871},[153],{"categories":1873},[148],{"categories":1875},[],{"categories":1877},[140],{"categories":1879},[156],{"categories":1881},[140],{"categories":1883},[96],{"categories":1885},[],{"categories":1887},[],{"categories":1889},[],{"categories":1891},[],{"categories":1893},[140],{"categories":1895},[156],{"categories":1897},[153],{"categories":1899},[310],{"categories":1901},[140],{"categories":1903},[143],{"categories":1905},[96],{"categories":1907},[140],{"categories":1909},[140],{"categories":1911},[96],{"categories":1913},[156],{"categories":1915},[140],{"categories":1917},[140],{"categories":1919},[140],{"categories":1921},[938],{"categories":1923},[140],{"categories":1925},[96],{"categories":1927},[140],{"categories":1929},[269],{"categories":1931},[96],{"categories":1933},[148],{"categories":1935},[140],{"categories":1937},[140],{"categories":1939},[140],{"categories":1941},[240],{"categories":1943},[140],{"categories":1945},[140],{"categories":1947},[140],{"categories":1949},[140],{"categories":1951},[148],{"categories":1953},[153],{"categories":1955},[140,143],{"categories":1957},[483],{"categories":1959},[140],{"categories":1961},[140],{"categories":1963},[96],{"categories":1965},[96],{"categories":1967},[240],{"categories":1969},[153],{"categories":1971},[153],{"categories":1973},[96],{"categories":1975},[140],{"categories":1977},[140],{"categories":1979},[140],{"categories":1981},[],{"categories":1983},[],{"categories":1985},[140],{"categories":1987},[191],{"categories":1989},[140],{"categories":1991},[153],{"categories":1993},[],{"categories":1995},[140],{"categories":1997},[140],{"categories":1999},[96],{"categories":2001},[191],{"categories":2003},[188],{"categories":2005},[240],{"categories":2007},[140],{"categories":2009},[153],{"categories":2011},[140],{"categories":2013},[96],{"categories":2015},[],{"categories":2017},[153],{"categories":2019},[140],{"categories":2021},[140],{"categories":2023},[140],{"categories":2025},[140],{"categories":2027},[],{"categories":2029},[153],{"categories":2031},[140],{"categories":2033},[140],{"categories":2035},[140],{"categories":2037},[],{"categories":2039},[153],{"categories":2041},[140],{"categories":2043},[140],{"categories":2045},[148],{"categories":2047},[140],{"categories":2049},[140],{"categories":2051},[],{"categories":2053},[143],{"categories":2055},[140],{"categories":2057},[140],{"categories":2059},[140],{"categories":2061},[240],{"categories":2063},[140],{"categories":2065},[96],{"categories":2067},[140],{"categories":2069},[143],{"categories":2071},[140],{"categories":2073},[96],{"categories":2075},[269],{"categories":2077},[153],{"categories":2079},[153],{"categories":2081},[140],{"categories":2083},[140],{"categories":2085},[140,240],{"categories":2087},[140],{"categories":2089},[153],{"categories":2091},[188],{"categories":2093},[140],{"categories":2095},[188],{"categories":2097},[153],{"categories":2099},[240],{"categories":2101},[140],{"categories":2103},[],{"categories":2105},[96],{"categories":2107},[310],{"categories":2109},[240],{"categories":2111},[96],{"categories":2113},[140],{"categories":2115},[156],{"categories":2117},[140],{"categories":2119},[140],{"categories":2121},[153],{"categories":2123},[],{"categories":2125},[],{"categories":2127},[140],{"categories":2129},[],{"categories":2131},[],{"categories":2133},[156],{"categories":2135},[96],{"categories":2137},[140],{"categories":2139},[153],{"categories":2141},[153],{"categories":2143},[148],{"categories":2145},[153],{"categories":2147},[310],{"categories":2149},[140],{"categories":2151},[140],{"categories":2153},[140],{"categories":2155},[177],{"categories":2157},[140],{"categories":2159},[140],{"categories":2161},[140],{"categories":2163},[96],{"categories":2165},[153],{"categories":2167},[140],{"categories":2169},[140],{"categories":2171},[96],{"categories":2173},[427],{"categories":2175},[153],{"categories":2177},[911],{"categories":2179},[],{"categories":2181},[240],{"categories":2183},[1825],{"categories":2185},[96],{"categories":2187},[],{"categories":2189},[],{"categories":2191},[140],{"categories":2193},[153],{"categories":2195},[],{"categories":2197},[],{"categories":2199},[140],{"categories":2201},[269],{"categories":2203},[140],{"categories":2205},[269],{"categories":2207},[153],{"categories":2209},[140],{"categories":2211},[140],{"categories":2213},[96],{"categories":2215},[156],{"categories":2217},[],{"categories":2219},[140],{"categories":2221},[140],{"categories":2223},[96],{"categories":2225},[1762],{"categories":2227},[240],{"categories":2229},[240],{"categories":2231},[140],{"categories":2233},[153],{"categories":2235},[143],{"categories":2237},[140],{"categories":2239},[140],{"categories":2241},[140],{"categories":2243},[140],{"categories":2245},[240],{"categories":2247},[240],{"categories":2249},[153],{"categories":2251},[153],{"categories":2253},[153],{"categories":2255},[140],{"categories":2257},[140],{"categories":2259},[],{"categories":2261},[140],{"categories":2263},[],{"categories":2265},[2266],"Interaction & Product Design",{"categories":2268},[140],{"categories":2270},[153],{"categories":2272},[96],{"categories":2274},[339],{"categories":2276},[188],{"categories":2278},[96],{"categories":2280},[140],{"categories":2282},[140],{"categories":2284},[140],{"categories":2286},[96],{"categories":2288},[140],{"categories":2290},[143],{"categories":2292},[153],{"categories":2294},[140],{"categories":2296},[],{"categories":2298},[153],{"categories":2300},[153],{"categories":2302},[153],{"categories":2304},[],{"categories":2306},[96],{"categories":2308},[140],{"categories":2310},[153],{"categories":2312},[143],{"categories":2314},[2266],{"categories":2316},[140],{"categories":2318},[143],{"categories":2320},[143],{"categories":2322},[],{"categories":2324},[153],{"categories":2326},[96],{"categories":2328},[],{"categories":2330},[153],{"categories":2332},[188],{"categories":2334},[140],{"categories":2336},[153],{"categories":2338},[140],{"categories":2340},[153],{"categories":2342},[153],{"categories":2344},[140],{"categories":2346},[140],{"categories":2348},[188],{"categories":2350},[191],{"categories":2352},[140],{"categories":2354},[156],{"categories":2356},[96],{"categories":2358},[2359],"Coding Agents & Dev Productivity",{"categories":2361},[188],{"categories":2363},[240],{"categories":2365},[140],{"categories":2367},[140],{"categories":2369},[],{"categories":2371},[140],{"categories":2373},[911],{"categories":2375},[],{"categories":2377},[140],{"categories":2379},[140],{"categories":2381},[310],{"categories":2383},[140],{"categories":2385},[188],{"categories":2387},[],{"categories":2389},[],{"categories":2391},[140],{"categories":2393},[],{"categories":2395},[153],{"categories":2397},[140],{"categories":2399},[],{"categories":2401},[96],{"categories":2403},[96],{"categories":2405},[140],{"categories":2407},[191],{"categories":2409},[],{"categories":2411},[140],{"categories":2413},[140],{"categories":2415},[140],{"categories":2417},[191],{"categories":2419},[96],{"categories":2421},[153],{"categories":2423},[],{"categories":2425},[],{"categories":2427},[140],{"categories":2429},[140],{"categories":2431},[153],{"categories":2433},[153],{"categories":2435},[404],{"categories":2437},[96],{"categories":2439},[96],{"categories":2441},[153],{"categories":2443},[188],{"categories":2445},[188],{"categories":2447},[153],{"categories":2449},[153],{"categories":2451},[140],{"categories":2453},[143],{"categories":2455},[2266],{"categories":2457},[156],{"categories":2459},[140,310],{"categories":2461},[191],{"categories":2463},[],{"categories":2465},[240],{"categories":2467},[153],{"categories":2469},[96],{"categories":2471},[143],{"categories":2473},[140],{"categories":2475},[153],{"categories":2477},[2478],"The Designer's Role & Craft",{"categories":2480},[240],{"categories":2482},[],{"categories":2484},[153],{"categories":2486},[140],{"categories":2488},[153],{"categories":2490},[153],{"categories":2492},[140],{"categories":2494},[269],{"categories":2496},[140],{"categories":2498},[96],{"categories":2500},[140],{"categories":2502},[240],{"categories":2504},[140],{"categories":2506},[],{"categories":2508},[153],{"categories":2510},[240],{"categories":2512},[156],{"categories":2514},[140],{"categories":2516},[140],{"categories":2518},[140],{"categories":2520},[2521],"AI UX Patterns",{"categories":2523},[153],{"categories":2525},[153],{"categories":2527},[153],{"categories":2529},[153],{"categories":2531},[269],{"categories":2533},[191],{"categories":2535},[140],{"categories":2537},[153],{"categories":2539},[140],{"categories":2541},[1263],{"categories":2543},[],{"categories":2545},[269],{"categories":2547},[153],{"categories":2549},[188],{"categories":2551},[96],{"categories":2553},[140],{"categories":2555},[153],{"categories":2557},[],{"categories":2559},[],{"categories":2561},[140],{"categories":2563},[140],{"categories":2565},[153],{"categories":2567},[140],{"categories":2569},[153],{"categories":2571},[404],{"categories":2573},[240],{"categories":2575},[140],{"categories":2577},[188],{"categories":2579},[96],{"categories":2581},[140],{"categories":2583},[153],{"categories":2585},[153],{"categories":2587},[],{"categories":2589},[140],{"categories":2591},[],{"categories":2593},[140],{"categories":2595},[],{"categories":2597},[140],{"categories":2599},[140],{"categories":2601},[140],{"categories":2603},[153],{"categories":2605},[96],{"categories":2607},[],{"categories":2609},[],{"categories":2611},[191],{"categories":2613},[177],{"categories":2615},[140],{"categories":2617},[140],{"categories":2619},[140],{"categories":2621},[191],{"categories":2623},[140],{"categories":2625},[140],{"categories":2627},[188],{"categories":2629},[140],{"categories":2631},[140],{"categories":2633},[140],{"categories":2635},[153],{"categories":2637},[140],{"categories":2639},[153],{"categories":2641},[140],{"categories":2643},[140],{"categories":2645},[140],{"categories":2647},[153],{"categories":2649},[],{"categories":2651},[140],{"categories":2653},[],{"categories":2655},[140],{"categories":2657},[140],{"categories":2659},[310],{"categories":2661},[140],{"categories":2663},[],{"categories":2665},[],{"categories":2667},[240],{"categories":2669},[938],{"categories":2671},[153],{"categories":2673},[143],{"categories":2675},[2478],{"categories":2677},[],{"categories":2679},[],{"categories":2681},[140],{"categories":2683},[],{"categories":2685},[],{"categories":2687},[96],{"categories":2689},[188],{"categories":2691},[269],{"categories":2693},[153],{"categories":2695},[148],{"categories":2697},[140],{"categories":2699},[140],{"categories":2701},[148],{"categories":2703},[],{"categories":2705},[240],{"categories":2707},[156],{"categories":2709},[140],{"categories":2711},[140],{"categories":2713},[153],{"categories":2715},[148],{"categories":2717},[140],{"categories":2719},[140],{"categories":2721},[143],{"categories":2723},[140],{"categories":2725},[140],{"categories":2727},[],{"categories":2729},[143],{"categories":2731},[140],{"categories":2733},[269],{"categories":2735},[153],{"categories":2737},[188],{"categories":2739},[140],{"categories":2741},[96],{"categories":2743},[140],{"categories":2745},[140],{"categories":2747},[148],{"categories":2749},[140],{"categories":2751},[140],{"categories":2753},[140],{"categories":2755},[153],{"categories":2757},[140],{"categories":2759},[],{"categories":2761},[140],{"categories":2763},[96],{"categories":2765},[143],{"categories":2767},[140],{"categories":2769},[140],{"categories":2771},[140],{"categories":2773},[],{"categories":2775},[140],{"categories":2777},[483],{"categories":2779},[153],{"categories":2781},[148],{"categories":2783},[188],{"categories":2785},[140],{"categories":2787},[140],{"categories":2789},[],{"categories":2791},[148],{"categories":2793},[148],{"categories":2795},[140],{"categories":2797},[140],{"categories":2799},[156],{"categories":2801},[140],{"categories":2803},[140],{"categories":2805},[140],{"categories":2807},[140],{"categories":2809},[96],{"categories":2811},[96],{"categories":2813},[140],{"categories":2815},[],{"categories":2817},[96],{"categories":2819},[140],{"categories":2821},[96],{"categories":2823},[153],{"categories":2825},[588],{"categories":2827},[],{"categories":2829},[],{"categories":2831},[140],{"categories":2833},[188],{"categories":2835},[],{"categories":2837},[310],{"categories":2839},[140],{"categories":2841},[140],{"categories":2843},[140],{"categories":2845},[240],{"categories":2847},[900],{"categories":2849},[],{"categories":2851},[140],{"categories":2853},[140],{"categories":2855},[140],{"categories":2857},[96],{"categories":2859},[140],{"categories":2861},[140],{"categories":2863},[140,310],{"categories":2865},[140],{"categories":2867},[140],{"categories":2869},[240],{"categories":2871},[153],{"categories":2873},[],{"categories":2875},[153],{"categories":2877},[153],{"categories":2879},[140],{"categories":2881},[140],{"categories":2883},[140],{"categories":2885},[140],{"categories":2887},[191],{"categories":2889},[140],{"categories":2891},[2521],{"categories":2893},[143],{"categories":2895},[191],{"categories":2897},[143],{"categories":2899},[96],{"categories":2901},[240],{"categories":2903},[153],{"categories":2905},[140],{"categories":2907},[],{"categories":2909},[148],{"categories":2911},[140],{"categories":2913},[140],{"categories":2915},[188],{"categories":2917},[140],{"categories":2919},[140],{"categories":2921},[140],{"categories":2923},[153],{"categories":2925},[140],{"categories":2927},[140],{"categories":2929},[140],{"categories":2931},[148],{"categories":2933},[],{"categories":2935},[310],{"categories":2937},[140],{"categories":2939},[404],{"categories":2941},[240],{"categories":2943},[240],{"categories":2945},[96],{"categories":2947},[153],{"categories":2949},[140],{"categories":2951},[148],{"categories":2953},[188],{"categories":2955},[140],{"categories":2957},[140],{"categories":2959},[140],{"categories":2961},[240],{"categories":2963},[153],{"categories":2965},[153],{"categories":2967},[140],{"categories":2969},[140],{"categories":2971},[542],{"categories":2973},[153],{"categories":2975},[],{"categories":2977},[140],{"categories":2979},[140],{"categories":2981},[140],{"categories":2983},[],{"categories":2985},[],{"categories":2987},[140],{"categories":2989},[140],{"categories":2991},[153],{"categories":2993},[140],{"categories":2995},[140],{"categories":2997},[140],{"categories":2999},[96],{"categories":3001},[140],{"categories":3003},[140],{"categories":3005},[153],{"categories":3007},[140],{"categories":3009},[140],{"categories":3011},[140],{"categories":3013},[140],{"categories":3015},[140],{"categories":3017},[],{"categories":3019},[96],{"categories":3021},[191],{"categories":3023},[140],{"categories":3025},[153],{"categories":3027},[153],{"categories":3029},[140],{"categories":3031},[140],{"categories":3033},[],{"categories":3035},[],{"categories":3037},[140],{"categories":3039},[140],{"categories":3041},[140],{"categories":3043},[188],{"categories":3045},[191],{"categories":3047},[],{"categories":3049},[140],{"categories":3051},[240],{"categories":3053},[140],{"categories":3055},[310],{"categories":3057},[1825],{"categories":3059},[188],{"categories":3061},[96],{"categories":3063},[140],{"categories":3065},[96],{"categories":3067},[96],{"categories":3069},[140],{"categories":3071},[140],{"categories":3073},[96],{"categories":3075},[188],{"categories":3077},[188],{"categories":3079},[310],{"categories":3081},[153],{"categories":3083},[],{"categories":3085},[188],{"categories":3087},[140],{"categories":3089},[153],{"categories":3091},[143],{"categories":3093},[96],{"categories":3095},[140],{"categories":3097},[188],{"categories":3099},[],{"categories":3101},[140],{"categories":3103},[96],{"categories":3105},[96],{"categories":3107},[191],{"categories":3109},[140],{"categories":3111},[188],{"categories":3113},[140],{"categories":3115},[96],{"categories":3117},[153],{"categories":3119},[153],{"categories":3121},[188],{"categories":3123},[153],{"categories":3125},[310],{"categories":3127},[153],{"categories":3129},[140],{"categories":3131},[140],{"categories":3133},[140],{"categories":3135},[140],{"categories":3137},[96],{"categories":3139},[140],{"categories":3141},[],{"categories":3143},[153],{"categories":3145},[148],{"categories":3147},[96],{"categories":3149},[],{"categories":3151},[],{"categories":3153},[140],{"categories":3155},[153],{"categories":3157},[140],{"categories":3159},[140],{"categories":3161},[3162],"Frameworks & Tooling",{"categories":3164},[140],{"categories":3166},[140],{"categories":3168},[96],{"categories":3170},[140],{"categories":3172},[140],{"categories":3174},[],{"categories":3176},[191],{"categories":3178},[191],{"categories":3180},[143],{"categories":3182},[140],{"categories":3184},[153],{"categories":3186},[140],{"categories":3188},[240],{"categories":3190},[],{"categories":3192},[1825],{"categories":3194},[140],{"categories":3196},[96],{"categories":3198},[140],{"categories":3200},[310],{"categories":3202},[310],{"categories":3204},[],{"categories":3206},[153],{"categories":3208},[153],{"categories":3210},[140],{"categories":3212},[140],{"categories":3214},[188],{"categories":3216},[153],{"categories":3218},[188],{"categories":3220},[140],{"categories":3222},[153],{"categories":3224},[],{"categories":3226},[240],{"categories":3228},[140],{"categories":3230},[140],{"categories":3232},[],{"categories":3234},[140],{"categories":3236},[153],{"categories":3238},[140],{"categories":3240},[140],{"categories":3242},[140],{"categories":3244},[],{"categories":3246},[96],{"categories":3248},[140],{"categories":3250},[96],{"categories":3252},[310],{"categories":3254},[140],{"categories":3256},[140],{"categories":3258},[140],{"categories":3260},[96],{"categories":3262},[148],{"categories":3264},[140],{"categories":3266},[1825],{"categories":3268},[],{"categories":3270},[153],{"categories":3272},[143],{"categories":3274},[140],{"categories":3276},[143],{"categories":3278},[140],{"categories":3280},[],{"categories":3282},[153],{"categories":3284},[140],{"categories":3286},[140],{"categories":3288},[3289],"AI Design Tooling",{"categories":3291},[240],{"categories":3293},[140],{"categories":3295},[140],{"categories":3297},[96],{"categories":3299},[240],{"categories":3301},[140],{"categories":3303},[140],{"categories":3305},[96],{"categories":3307},[188],{"categories":3309},[156],{"categories":3311},[96],{"categories":3313},[140],{"categories":3315},[140],{"categories":3317},[140],{"categories":3319},[153],{"categories":3321},[140],{"categories":3323},[],{"categories":3325},[153],{"categories":3327},[140],{"categories":3329},[140],{"categories":3331},[153],{"categories":3333},[140],{"categories":3335},[140],{"categories":3337},[140],{"categories":3339},[153],{"categories":3341},[],{"categories":3343},[153],{"categories":3345},[3162],{"categories":3347},[140],{"categories":3349},[140],{"categories":3351},[153],{"categories":3353},[153],{"categories":3355},[96],{"categories":3357},[96],{"categories":3359},[140],{"categories":3361},[],{"categories":3363},[96],{"categories":3365},[140],{"categories":3367},[140],{"categories":3369},[153],{"categories":3371},[148],{"categories":3373},[140],{"categories":3375},[],{"categories":3377},[140],{"categories":3379},[140],{"categories":3381},[2266],{"categories":3383},[],{"categories":3385},[140],{"categories":3387},[140],{"categories":3389},[140],{"categories":3391},[140],{"categories":3393},[240],{"categories":3395},[140],{"categories":3397},[],{"categories":3399},[140],{"categories":3401},[140],{"categories":3403},[140],{"categories":3405},[140],{"categories":3407},[269],{"categories":3409},[188],{"categories":3411},[140],{"categories":3413},[140],{"categories":3415},[1825],{"categories":3417},[143],{"categories":3419},[140],{"categories":3421},[140],{"categories":3423},[191],{"categories":3425},[140],{"categories":3427},[140],{"categories":3429},[188],{"categories":3431},[153],{"categories":3433},[],{"categories":3435},[140],{"categories":3437},[140],{"categories":3439},[240],{"categories":3441},[140],{"categories":3443},[269],{"categories":3445},[153],{"categories":3447},[140],{"categories":3449},[153],{"categories":3451},[],{"categories":3453},[],{"categories":3455},[],{"categories":3457},[143],{"categories":3459},[188],{"categories":3461},[153],{"categories":3463},[140],{"categories":3465},[140],{"categories":3467},[140],{"categories":3469},[140],{"categories":3471},[427],{"categories":3473},[240],{"categories":3475},[153],{"categories":3477},[140],{"categories":3479},[],{"categories":3481},[153],{"categories":3483},[153],{"categories":3485},[],{"categories":3487},[140],{"categories":3489},[153],{"categories":3491},[140],{"categories":3493},[],{"categories":3495},[140],{"categories":3497},[140],{"categories":3499},[140],{"categories":3501},[188],{"categories":3503},[240],{"categories":3505},[153],{"categories":3507},[240],{"categories":3509},[153],{"categories":3511},[140],{"categories":3513},[148],{"categories":3515},[],{"categories":3517},[],{"categories":3519},[140],{"categories":3521},[140],{"categories":3523},[140],{"categories":3525},[143],{"categories":3527},[153],{"categories":3529},[188],{"categories":3531},[],{"categories":3533},[240],{"categories":3535},[],{"categories":3537},[96],{"categories":3539},[140],{"categories":3541},[96],{"categories":3543},[240],{"categories":3545},[96],{"categories":3547},[140],{"categories":3549},[],{"categories":3551},[140],{"categories":3553},[140],{"categories":3555},[],{"categories":3557},[140],{"categories":3559},[140],{"categories":3561},[269],{"categories":3563},[140],{"categories":3565},[140],{"categories":3567},[310],{"categories":3569},[96],{"categories":3571},[140],{"categories":3573},[],{"categories":3575},[153],{"categories":3577},[140],{"categories":3579},[143],{"categories":3581},[542],{"categories":3583},[140],{"categories":3585},[140],{"categories":3587},[153],{"categories":3589},[140],{"categories":3591},[153],{"categories":3593},[140],{"categories":3595},[140],{"categories":3597},[140],{"categories":3599},[140],{"categories":3601},[],{"categories":3603},[140],{"categories":3605},[143],{"categories":3607},[140],{"categories":3609},[148],{"categories":3611},[96],{"categories":3613},[240],{"categories":3615},[],{"categories":3617},[140],{"categories":3619},[],{"categories":3621},[153],{"categories":3623},[140],{"categories":3625},[],{"categories":3627},[153],{"categories":3629},[140],{"categories":3631},[96],{"categories":3633},[240],{"categories":3635},[188],{"categories":3637},[140],{"categories":3639},[188],{"categories":3641},[153],{"categories":3643},[240],{"categories":3645},[140],{"categories":3647},[],{"categories":3649},[140],{"categories":3651},[177],{"categories":3653},[153],{"categories":3655},[140],{"categories":3657},[240],{"categories":3659},[188],{"categories":3661},[148],{"categories":3663},[96],{"categories":3665},[140],{"categories":3667},[140],{"categories":3669},[140],{"categories":3671},[140],{"categories":3673},[188],{"categories":3675},[269],{"categories":3677},[],{"categories":3679},[],{"categories":3681},[191],{"categories":3683},[483],{"categories":3685},[140],{"categories":3687},[153],{"categories":3689},[140,96],{"categories":3691},[188],{"categories":3693},[140],{"categories":3695},[140],{"categories":3697},[140],{"categories":3699},[140],{"categories":3701},[140],{"categories":3703},[140],{"categories":3705},[140],{"categories":3707},[153],{"categories":3709},[140],{"categories":3711},[153],{"categories":3713},[140],{"categories":3715},[140],{"categories":3717},[140],{"categories":3719},[],{"categories":3721},[140],{"categories":3723},[1263],{"categories":3725},[96],{"categories":3727},[240],{"categories":3729},[140],{"categories":3731},[140],{"categories":3733},[140],{"categories":3735},[191],{"categories":3737},[153],{"categories":3739},[269],{"categories":3741},[310],{"categories":3743},[],{"categories":3745},[96],{"categories":3747},[140],{"categories":3749},[148],{"categories":3751},[153],{"categories":3753},[143],{"categories":3755},[153],{"categories":3757},[140],{"categories":3759},[153],{"categories":3761},[153],{"categories":3763},[156],{"categories":3765},[96],{"categories":3767},[140],{"categories":3769},[140],{"categories":3771},[],{"categories":3773},[],{"categories":3775},[],{"categories":3777},[310],{"categories":3779},[140],{"categories":3781},[188],{"categories":3783},[140],{"categories":3785},[140],{"categories":3787},[140],{"categories":3789},[140],{"categories":3791},[],{"categories":3793},[140],{"categories":3795},[191],{"categories":3797},[148],{"categories":3799},[153],{"categories":3801},[140],{"categories":3803},[],{"categories":3805},[140],{"categories":3807},[153],{"categories":3809},[140],{"categories":3811},[310],{"categories":3813},[],{"categories":3815},[240],{"categories":3817},[240],{"categories":3819},[140],{"categories":3821},[153],{"categories":3823},[],{"categories":3825},[96],{"categories":3827},[140],{"categories":3829},[240],{"categories":3831},[140],{"categories":3833},[148],{"categories":3835},[153],{"categories":3837},[140],{"categories":3839},[],{"categories":3841},[188],{"categories":3843},[140],{"categories":3845},[140],{"categories":3847},[140],{"categories":3849},[240],{"categories":3851},[153],{"categories":3853},[188],{"categories":3855},[],{"categories":3857},[153],{"categories":3859},[148],{"categories":3861},[153],{"categories":3863},[240],{"categories":3865},[140],{"categories":3867},[140],{"categories":3869},[140],{"categories":3871},[483],{"categories":3873},[140],{"categories":3875},[153],{"categories":3877},[],{"categories":3879},[140],{"categories":3881},[140],{"categories":3883},[310],{"categories":3885},[188],{"categories":3887},[191],{"categories":3889},[588],{"categories":3891},[191],{"categories":3893},[191],{"categories":3895},[140],{"categories":3897},[],{"categories":3899},[],{"categories":3901},[],{"categories":3903},[153],{"categories":3905},[140],{"categories":3907},[153],{"categories":3909},[153],{"categories":3911},[96],{"categories":3913},[140],{"categories":3915},[460],{"categories":3917},[96],{"categories":3919},[153],{"categories":3921},[140],{"categories":3923},[140],{"categories":3925},[140],{"categories":3927},[140],{"categories":3929},[140],{"categories":3931},[153],{"categories":3933},[140],{"categories":3935},[],{"categories":3937},[],{"categories":3939},[140],{"categories":3941},[],{"categories":3943},[140],{"categories":3945},[153],{"categories":3947},[240],{"categories":3949},[140],{"categories":3951},[140],{"categories":3953},[],{"categories":3955},[153],{"categories":3957},[140],{"categories":3959},[140],{"categories":3961},[156],{"categories":3963},[140],{"categories":3965},[240],{"categories":3967},[140],{"categories":3969},[153],{"categories":3971},[148],{"categories":3973},[140],{"categories":3975},[140],{"categories":3977},[269],{"categories":3979},[153],{"categories":3981},[140],{"categories":3983},[140],{"categories":3985},[900],{"categories":3987},[140],{"categories":3989},[153],{"categories":3991},[140],{"categories":3993},[96],{"categories":3995},[140],{"categories":3997},[542],{"categories":3999},[240],{"categories":4001},[],{"categories":4003},[140],{"categories":4005},[140],{"categories":4007},[188],{"categories":4009},[483],{"categories":4011},[153],{"categories":4013},[140],{"categories":4015},[],{"categories":4017},[188],{"categories":4019},[404],{"categories":4021},[153],{"categories":4023},[153],{"categories":4025},[153],{"categories":4027},[140],{"categories":4029},[140],{"categories":4031},[153],{"categories":4033},[],{"categories":4035},[148],{"categories":4037},[140],{"categories":4039},[148],{"categories":4041},[153],{"categories":4043},[],{"categories":4045},[96],{"categories":4047},[140],{"categories":4049},[140],{"categories":4051},[143],{"categories":4053},[140],{"categories":4055},[188],{"categories":4057},[310],{"categories":4059},[177],{"categories":4061},[153],{"categories":4063},[153],{"categories":4065},[140],{"categories":4067},[140],{"categories":4069},[153],{"categories":4071},[140],{"categories":4073},[143],{"categories":4075},[],{"categories":4077},[153],{"categories":4079},[140],{"categories":4081},[140],{"categories":4083},[140],{"categories":4085},[153],{"categories":4087},[140],{"categories":4089},[],{"categories":4091},[140],{"categories":4093},[],{"categories":4095},[240],{"categories":4097},[153],{"categories":4099},[140,148],{"categories":4101},[153],{"categories":4103},[140],{"categories":4105},[],{"categories":4107},[143],{"categories":4109},[191],{"categories":4111},[148],{"categories":4113},[140],{"categories":4115},[96],{"categories":4117},[140],{"categories":4119},[140],{"categories":4121},[153],{"categories":4123},[140],{"categories":4125},[140],{"categories":4127},[140],{"categories":4129},[188],{"categories":4131},[1263],{"categories":4133},[153],{"categories":4135},[140],{"categories":4137},[],{"categories":4139},[],{"categories":4141},[140],{"categories":4143},[153],{"categories":4145},[140],{"categories":4147},[140],{"categories":4149},[310],{"categories":4151},[],{"categories":4153},[140],{"categories":4155},[153],{"categories":4157},[177],{"categories":4159},[153],{"categories":4161},[483],{"categories":4163},[],{"categories":4165},[427],{"categories":4167},[153],{"categories":4169},[140],{"categories":4171},[140],{"categories":4173},[269],{"categories":4175},[153],{"categories":4177},[140],{"categories":4179},[191],{"categories":4181},[156],{"categories":4183},[153],{"categories":4185},[140],{"categories":4187},[483],{"categories":4189},[140],{"categories":4191},[310],{"categories":4193},[148],{"categories":4195},[],{"categories":4197},[140],{"categories":4199},[140],{"categories":4201},[269],{"categories":4203},[240],{"categories":4205},[140],{"categories":4207},[140],{"categories":4209},[140],{"categories":4211},[],{"categories":4213},[269],{"categories":4215},[188],{"categories":4217},[140],{"categories":4219},[140],{"categories":4221},[140],{"categories":4223},[588],{"categories":4225},[143],{"categories":4227},[140],{"categories":4229},[156],{"categories":4231},[140],{"categories":4233},[],{"categories":4235},[],{"categories":4237},[240],{"categories":4239},[140],{"categories":4241},[191],{"categories":4243},[269],{"categories":4245},[153],{"categories":4247},[140],{"categories":4249},[140],{"categories":4251},[269],{"categories":4253},[188],{"categories":4255},[140],{"categories":4257},[],{"categories":4259},[140],{"categories":4261},[140],{"categories":4263},[],{"categories":4265},[140],{"categories":4267},[140],{"categories":4269},[613],{"categories":4271},[140],{"categories":4273},[140],{"categories":4275},[153],{"categories":4277},[96],{"categories":4279},[483],{"categories":4281},[140],{"categories":4283},[140],{"categories":4285},[140],{"categories":4287},[],{"categories":4289},[140,96],{"categories":4291},[188],{"categories":4293},[153],{"categories":4295},[96],{"categories":4297},[153],{"categories":4299},[938],{"categories":4301},[96],{"categories":4303},[96],{"categories":4305},[153],{"categories":4307},[140],{"categories":4309},[143],{"categories":4311},[],{"categories":4313},[],{"categories":4315},[153],{"categories":4317},[140],{"categories":4319},[96],{"categories":4321},[140],{"categories":4323},[143],{"categories":4325},[96],{"categories":4327},[96],{"categories":4329},[140],{"categories":4331},[269],{"categories":4333},[140],{"categories":4335},[96],{"categories":4337},[140],{"categories":4339},[],{"categories":4341},[140],{"categories":4343},[140],{"categories":4345},[240,140],{"categories":4347},[310],{"categories":4349},[143],{"categories":4351},[140],{"categories":4353},[],{"categories":4355},[140],{"categories":4357},[140],{"categories":4359},[148],{"categories":4361},[140],{"categories":4363},[148],{"categories":4365},[140],{"categories":4367},[140],{"categories":4369},[404],{"categories":4371},[140],{"categories":4373},[148],{"categories":4375},[96],{"categories":4377},[191],{"categories":4379},[153],{"categories":4381},[140],{"categories":4383},[96],{"categories":4385},[140],{"categories":4387},[140],{"categories":4389},[188],{"categories":4391},[269],{"categories":4393},[240],{"categories":4395},[140],{"categories":4397},[140],{"categories":4399},[140],{"categories":4401},[140],{"categories":4403},[143],{"categories":4405},[140],{"categories":4407},[153],{"categories":4409},[153],{"categories":4411},[96],{"categories":4413},[188],{"categories":4415},[96],{"categories":4417},[96],{"categories":4419},[140],{"categories":4421},[140],{"categories":4423},[],{"categories":4425},[],{"categories":4427},[191],{"categories":4429},[140],{"categories":4431},[96],{"categories":4433},[140],{"categories":4435},[240],{"categories":4437},[483],{"categories":4439},[427],{"categories":4441},[404],{"categories":4443},[140],{"categories":4445},[140],{"categories":4447},[140],{"categories":4449},[191],{"categories":4451},[140],{"categories":4453},[140],{"categories":4455},[140],{"categories":4457},[140],{"categories":4459},[140],{"categories":4461},[140],{"categories":4463},[140],{"categories":4465},[153],{"categories":4467},[143],{"categories":4469},[153],{"categories":4471},[140,148],{"categories":4473},[],{"categories":4475},[240],{"categories":4477},[],{"categories":4479},[156],{"categories":4481},[140],{"categories":4483},[188],{"categories":4485},[143],{"categories":4487},[140],{"categories":4489},[143],{"categories":4491},[153],{"categories":4493},[191],{"categories":4495},[153],{"categories":4497},[156],{"categories":4499},[153],{"categories":4501},[140],{"categories":4503},[140],{"categories":4505},[148],{"categories":4507},[153],{"categories":4509},[96],{"categories":4511},[269],{"categories":4513},[140],{"categories":4515},[140],{"categories":4517},[],{"categories":4519},[188],{"categories":4521},[140],{"categories":4523},[140],{"categories":4525},[140],{"categories":4527},[140],{"categories":4529},[140],{"categories":4531},[140],{"categories":4533},[96],{"categories":4535},[188],{"categories":4537},[96],{"categories":4539},[96],{"categories":4541},[140],{"categories":4543},[140],{"categories":4545},[140],{"categories":4547},[140],{"categories":4549},[427],{"categories":4551},[140],{"categories":4553},[153],{"categories":4555},[188],{"categories":4557},[140],{"categories":4559},[140],{"categories":4561},[140],{"categories":4563},[153],{"categories":4565},[140],{"categories":4567},[140],{"categories":4569},[140],{"categories":4571},[3162],{"categories":4573},[4574],"Clinical AI",{"categories":4576},[240],{"categories":4578},[140],{"categories":4580},[140],{"categories":4582},[140],{"categories":4584},[140],{"categories":4586},[310],{"categories":4588},[2521],{"categories":4590},[140],{"categories":4592},[156],{"categories":4594},[240],{"categories":4596},[140],{"categories":4598},[153],{"categories":4600},[140],{"categories":4602},[140],{"categories":4604},[188],{"categories":4606},[140],{"categories":4608},[153],{"categories":4610},[96],{"categories":4612},[269],{"categories":4614},[140],{"categories":4616},[140],{"categories":4618},[148],{"categories":4620},[140],{"categories":4622},[140],{"categories":4624},[542],{"categories":4626},[140],{"categories":4628},[],{"categories":4630},[153],{"categories":4632},[140],{"categories":4634},[96],{"categories":4636},[143],{"categories":4638},[140],{"categories":4640},[],{"categories":4642},[],{"categories":4644},[140],{"categories":4646},[],{"categories":4648},[148],{"categories":4650},[140],{"categories":4652},[140],{"categories":4654},[153],{"categories":4656},[140],{"categories":4658},[188],{"categories":4660},[188],{"categories":4662},[188],{"categories":4664},[188],{"categories":4666},[],{"categories":4668},[143],{"categories":4670},[153],{"categories":4672},[188],{"categories":4674},[140],{"categories":4676},[613],{"categories":4678},[156],{"categories":4680},[153],{"categories":4682},[140],{"categories":4684},[143],{"categories":4686},[140],{"categories":4688},[153],{"categories":4690},[140],{"categories":4692},[140],{"categories":4694},[140],{"categories":4696},[140,153],{"categories":4698},[153],{"categories":4700},[310],{"categories":4702},[188],{"categories":4704},[153],{"categories":4706},[188],{"categories":4708},[153],{"categories":4710},[140],{"categories":4712},[],{"categories":4714},[188],{"categories":4716},[269],{"categories":4718},[143],{"categories":4720},[140],{"categories":4722},[140],{"categories":4724},[],{"categories":4726},[96],{"categories":4728},[],{"categories":4730},[143],{"categories":4732},[153],{"categories":4734},[188],{"categories":4736},[140],{"categories":4738},[188],{"categories":4740},[143],{"categories":4742},[188],{"categories":4744},[188],{"categories":4746},[],{"categories":4748},[148],{"categories":4750},[153],{"categories":4752},[188],{"categories":4754},[188],{"categories":4756},[188],{"categories":4758},[188],{"categories":4760},[188],{"categories":4762},[188],{"categories":4764},[188],{"categories":4766},[188],{"categories":4768},[188],{"categories":4770},[188],{"categories":4772},[191],{"categories":4774},[143],{"categories":4776},[140],{"categories":4778},[140],{"categories":4780},[153],{"categories":4782},[153],{"categories":4784},[],{"categories":4786},[140],{"categories":4788},[140,143],{"categories":4790},[],{"categories":4792},[153],{"categories":4794},[140],{"categories":4796},[188],{"categories":4798},[153],{"categories":4800},[938],{"categories":4802},[140],{"categories":4804},[140],{"categories":4806},[140],{"categories":4808},[140],{"categories":4810},[140],{"categories":4812},[404],{"categories":4814},[140],{"categories":4816},[140],{"categories":4818},[153],{"categories":4820},[140],{"categories":4822},[140],{"categories":4824},[148],{"categories":4826},[156],{"categories":4828},[153],{"categories":4830},[153],{"categories":4832},[],{"categories":4834},[153],{"categories":4836},[240],{"categories":4838},[188],{"categories":4840},[140],{"categories":4842},[],{"categories":4844},[156],{"categories":4846},[],{"categories":4848},[96],{"categories":4850},[140],{"categories":4852},[153],{"categories":4854},[240],{"categories":4856},[140],{"categories":4858},[],{"categories":4860},[140],{"categories":4862},[140],{"categories":4864},[],{"categories":4866},[269],{"categories":4868},[140],{"categories":4870},[153],{"categories":4872},[],{"categories":4874},[],{"categories":4876},[188],{"categories":4878},[143],{"categories":4880},[140],{"categories":4882},[140],{"categories":4884},[148],{"categories":4886},[140],{"categories":4888},[140],{"categories":4890},[153],{"categories":4892},[140],{"categories":4894},[148],{"categories":4896},[148],{"categories":4898},[240],{"categories":4900},[],{"categories":4902},[140],{"categories":4904},[188],{"categories":4906},[],{"categories":4908},[140],{"categories":4910},[140],{"categories":4912},[240],{"categories":4914},[140],{"categories":4916},[140],{"categories":4918},[269],{"categories":4920},[140],{"categories":4922},[310],{"categories":4924},[],{"categories":4926},[153],{"categories":4928},[140],{"categories":4930},[269],{"categories":4932},[96],{"categories":4934},[],{"categories":4936},[140],{"categories":4938},[],{"categories":4940},[153],{"categories":4942},[240],{"categories":4944},[96],{"categories":4946},[],{"categories":4948},[3162],{"categories":4950},[148],{"categories":4952},[143],{"categories":4954},[140],{"categories":4956},[191],{"categories":4958},[153],{"categories":4960},[240],{"categories":4962},[140],{"categories":4964},[96],{"categories":4966},[],{"categories":4968},[],{"categories":4970},[140],{"categories":4972},[143],{"categories":4974},[140],{"categories":4976},[269],{"categories":4978},[],{"categories":4980},[153],{"categories":4982},[153],{"categories":4984},[140],{"categories":4986},[153],{"categories":4988},[140],{"categories":4990},[188],{"categories":4992},[96],{"categories":4994},[140],{"categories":4996},[153],{"categories":4998},[156],{"categories":5000},[140],{"categories":5002},[140],{"categories":5004},[140],{"categories":5006},[153],{"categories":5008},[140],{"categories":5010},[156],{"categories":5012},[269],{"categories":5014},[188],{"categories":5016},[],{"categories":5018},[269],{"categories":5020},[140],{"categories":5022},[],{"categories":5024},[96],{"categories":5026},[153],{"categories":5028},[],{"categories":5030},[140],{"categories":5032},[140],{"categories":5034},[140],{"categories":5036},[140],{"categories":5038},[140],{"categories":5040},[153],{"categories":5042},[148],{"categories":5044},[143],{"categories":5046},[153],{"categories":5048},[140],{"categories":5050},[240],{"categories":5052},[96],{"categories":5054},[96],{"categories":5056},[140],{"categories":5058},[191],{"categories":5060},[153],{"categories":5062},[140],{"categories":5064},[140],{"categories":5066},[153],{"categories":5068},[140],{"categories":5070},[140],{"categories":5072},[153],{"categories":5074},[148],{"categories":5076},[140],{"categories":5078},[240],{"categories":5080},[96],{"categories":5082},[153],{"categories":5084},[140],{"categories":5086},[156],{"categories":5088},[140],{"categories":5090},[153],{"categories":5092},[140],{"categories":5094},[140],{"categories":5096},[188],{"categories":5098},[140],{"categories":5100},[],{"categories":5102},[143],{"categories":5104},[140],{"categories":5106},[140],{"categories":5108},[140],{"categories":5110},[96],{"categories":5112},[96],{"categories":5114},[140],{"categories":5116},[96],{"categories":5118},[140],{"categories":5120},[153],{"categories":5122},[140],{"categories":5124},[140],{"categories":5126},[140],{"categories":5128},[140],{"categories":5130},[140],{"categories":5132},[],{"categories":5134},[140],{"categories":5136},[240],{"categories":5138},[153],{"categories":5140},[148],{"categories":5142},[188],{"categories":5144},[140],{"categories":5146},[153],{"categories":5148},[140],{"categories":5150},[153],{"categories":5152},[140],{"categories":5154},[140],{"categories":5156},[240],{"categories":5158},[153],{"categories":5160},[140],{"categories":5162},[269],{"categories":5164},[140],{"categories":5166},[191],{"categories":5168},[140],{"categories":5170},[140],{"categories":5172},[188],{"categories":5174},[140],{"categories":5176},[140],{"categories":5178},[140],{"categories":5180},[140],{"categories":5182},[153],{"categories":5184},[310],{"categories":5186},[140],{"categories":5188},[96],{"categories":5190},[153],{"categories":5192},[191],{"categories":5194},[],{"categories":5196},[153],{"categories":5198},[96],{"categories":5200},[140],{"categories":5202},[140],{"categories":5204},[2359],{"categories":5206},[240],{"categories":5208},[339],{"categories":5210},[140],{"categories":5212},[140],{"categories":5214},[140],{"categories":5216},[140],{"categories":5218},[143],{"categories":5220},[140],{"categories":5222},[140],{"categories":5224},[96],{"categories":5226},[148],{"categories":5228},[140],{"categories":5230},[96],{"categories":5232},[140],{"categories":5234},[],{"categories":5236},[153],{"categories":5238},[153],{"categories":5240},[140],{"categories":5242},[140],{"categories":5244},[140],{"categories":5246},[191],{"categories":5248},[],{"categories":5250},[188],{"categories":5252},[],{"categories":5254},[188],{"categories":5256},[140],{"categories":5258},[140],{"categories":5260},[153],{"categories":5262},[140],{"categories":5264},[153],{"categories":5266},[153],{"categories":5268},[],{"categories":5270},[140],{"categories":5272},[188],{"categories":5274},[140],{"categories":5276},[],{"categories":5278},[140],{"categories":5280},[140],{"categories":5282},[],{"categories":5284},[140],{"categories":5286},[140],{"categories":5288},[240],{"categories":5290},[96],{"categories":5292},[153],{"categories":5294},[140],{"categories":5296},[140],{"categories":5298},[140],{"categories":5300},[140],{"categories":5302},[269],{"categories":5304},[140],{"categories":5306},[140],{"categories":5308},[140],{"categories":5310},[143],{"categories":5312},[140],{"categories":5314},[140],{"categories":5316},[],{"categories":5318},[140],{"categories":5320},[140],{"categories":5322},[140],{"categories":5324},[],{"categories":5326},[143],{"categories":5328},[140],{"categories":5330},[140],{"categories":5332},[188],{"categories":5334},[96],{"categories":5336},[156],{"categories":5338},[153],{"categories":5340},[483],{"categories":5342},[140],{"categories":5344},[140],{"categories":5346},[140],{"categories":5348},[96],{"categories":5350},[188],{"categories":5352},[240],{"categories":5354},[140],{"categories":5356},[140],{"categories":5358},[140],{"categories":5360},[140],{"categories":5362},[188],{"categories":5364},[140],{"categories":5366},[240],{"categories":5368},[140],{"categories":5370},[140],{"categories":5372},[188],{"categories":5374},[240],{"categories":5376},[140],{"categories":5378},[188],{"categories":5380},[140],{"categories":5382},[153],{"categories":5384},[153],{"categories":5386},[153],{"categories":5388},[96],{"categories":5390},[188],{"categories":5392},[153],{"categories":5394},[153],{"categories":5396},[140],{"categories":5398},[96],{"categories":5400},[240],{"categories":5402},[140],{"categories":5404},[140],{"categories":5406},[153],{"categories":5408},[140],{"categories":5410},[],{"categories":5412},[153],{"categories":5414},[],{"categories":5416},[140],{"categories":5418},[140],{"categories":5420},[],{"categories":5422},[],{"categories":5424},[153],{"categories":5426},[148],{"categories":5428},[153],{"categories":5430},[5431],"Liability & Ethics",{"categories":5433},[140],{"categories":5435},[140],{"categories":5437},[140],{"categories":5439},[153],{"categories":5441},[143],{"categories":5443},[153],{"categories":5445},[148],{"categories":5447},[269],{"categories":5449},[153],{"categories":5451},[140],{"categories":5453},[140],{"categories":5455},[],{"categories":5457},[588],{"categories":5459},[153],{"categories":5461},[],{"categories":5463},[140],{"categories":5465},[143],{"categories":5467},[153],{"categories":5469},[],{"categories":5471},[153],{"categories":5473},[140],{"categories":5475},[140],{"categories":5477},[96],{"categories":5479},[140],{"categories":5481},[188],{"categories":5483},[140],{"categories":5485},[140],{"categories":5487},[156],{"categories":5489},[153],{"categories":5491},[140],{"categories":5493},[140],{"categories":5495},[140],{"categories":5497},[188],{"categories":5499},[153],{"categories":5501},[96],{"categories":5503},[240],{"categories":5505},[143],{"categories":5507},[140],{"categories":5509},[140],{"categories":5511},[140],{"categories":5513},[],{"categories":5515},[153],{"categories":5517},[153],{"categories":5519},[153],{"categories":5521},[483],{"categories":5523},[240],{"categories":5525},[153],{"categories":5527},[310],{"categories":5529},[96],{"categories":5531},[188],{"categories":5533},[140],{"categories":5535},[240],{"categories":5537},[140],{"categories":5539},[143],{"categories":5541},[],{"categories":5543},[153],{"categories":5545},[140],{"categories":5547},[140],{"categories":5549},[140],{"categories":5551},[140],{"categories":5553},[153],{"categories":5555},[140],{"categories":5557},[140],{"categories":5559},[240],{"categories":5561},[],{"categories":5563},[153],{"categories":5565},[156],{"categories":5567},[188],{"categories":5569},[153],{"categories":5571},[148],{"categories":5573},[],{"categories":5575},[140],{"categories":5577},[140],{"categories":5579},[156],{"categories":5581},[140],{"categories":5583},[153],{"categories":5585},[188],{"categories":5587},[143],{"categories":5589},[310],{"categories":5591},[140],{"categories":5593},[140],{"categories":5595},[140],{"categories":5597},[188],{"categories":5599},[148],{"categories":5601},[140],{"categories":5603},[240],{"categories":5605},[188],{"categories":5607},[310],{"categories":5609},[140],{"categories":5611},[153],{"categories":5613},[],{"categories":5615},[542],{"categories":5617},[],{"categories":5619},[140],{"categories":5621},[310],{"categories":5623},[140],{"categories":5625},[191],{"categories":5627},[140],{"categories":5629},[153],{"categories":5631},[153],{"categories":5633},[5634],"Design News & Tools",{"categories":5636},[140],{"categories":5638},[140],{"categories":5640},[188],{"categories":5642},[140],{"categories":5644},[140],{"categories":5646},[143],{"categories":5648},[153],{"categories":5650},[140],{"categories":5652},[240],{"categories":5654},[153],{"categories":5656},[153],{"categories":5658},[240],{"categories":5660},[140],{"categories":5662},[140],{"categories":5664},[483],{"categories":5666},[153],{"categories":5668},[140],{"categories":5670},[140],{"categories":5672},[483],{"categories":5674},[140],{"categories":5676},[269],{"categories":5678},[140],{"categories":5680},[153],{"categories":5682},[],{"categories":5684},[140],{"categories":5686},[140],{"categories":5688},[140],{"categories":5690},[188],{"categories":5692},[140],{"categories":5694},[143],{"categories":5696},[],{"categories":5698},[140],{"categories":5700},[140],{"categories":5702},[140],{"categories":5704},[96],{"categories":5706},[613],{"categories":5708},[96],{"categories":5710},[240],{"categories":5712},[140],{"categories":5714},[140,153],{"categories":5716},[269,148],{"categories":5718},[96],{"categories":5720},[140],{"categories":5722},[140],{"categories":5724},[140],{"categories":5726},[140],{"categories":5728},[],{"categories":5730},[153],{"categories":5732},[140],{"categories":5734},[],{"categories":5736},[140],{"categories":5738},[96],{"categories":5740},[140],{"categories":5742},[96],{"categories":5744},[],{"categories":5746},[153],{"categories":5748},[140],{"categories":5750},[148],{"categories":5752},[140],{"categories":5754},[188],{"categories":5756},[140],{"categories":5758},[],{"categories":5760},[153],{"categories":5762},[140],{"categories":5764},[],{"categories":5766},[240],{"categories":5768},[140],{"categories":5770},[140],{"categories":5772},[153],{"categories":5774},[140],{"categories":5776},[140],{"categories":5778},[143],{"categories":5780},[153],{"categories":5782},[140],{"categories":5784},[],{"categories":5786},[140],{"categories":5788},[310],{"categories":5790},[269],{"categories":5792},[148],{"categories":5794},[148],{"categories":5796},[140],{"categories":5798},[143],{"categories":5800},[143],{"categories":5802},[140],{"categories":5804},[153],{"categories":5806},[140],{"categories":5808},[140],{"categories":5810},[140],{"categories":5812},[140],{"categories":5814},[96],{"categories":5816},[140],{"categories":5818},[143],{"categories":5820},[140],{"categories":5822},[140],{"categories":5824},[153],{"categories":5826},[140],{"categories":5828},[269],{"categories":5830},[140],{"categories":5832},[188],{"categories":5834},[140],{"categories":5836},[140],{"categories":5838},[153],{"categories":5840},[156],{"categories":5842},[140],{"categories":5844},[140],{"categories":5846},[153],{"categories":5848},[],{"categories":5850},[96],{"categories":5852},[],{"categories":5854},[96],{"categories":5856},[153],{"categories":5858},[143],{"categories":5860},[140],{"categories":5862},[],{"categories":5864},[191],{"categories":5866},[310],{"categories":5868},[140],{"categories":5870},[96],{"categories":5872},[140],{"categories":5874},[],{"categories":5876},[188],{"categories":5878},[153],{"categories":5880},[96],{"categories":5882},[240],{"categories":5884},[148],{"categories":5886},[140],{"categories":5888},[140],{"categories":5890},[153],{"categories":5892},[96],{"categories":5894},[153],{"categories":5896},[188],{"categories":5898},[140],{"categories":5900},[156],{"categories":5902},[143],{"categories":5904},[156],{"categories":5906},[188],{"categories":5908},[140],{"categories":5910},[96],{"categories":5912},[140],{"categories":5914},[240],{"categories":5916},[148],{"categories":5918},[140],{"categories":5920},[140],{"categories":5922},[140],{"categories":5924},[140],{"categories":5926},[140],{"categories":5928},[140],{"categories":5930},[153],{"categories":5932},[140],{"categories":5934},[153],{"categories":5936},[140],{"categories":5938},[140],{"categories":5940},[143],{"categories":5942},[140],{"categories":5944},[153],{"categories":5946},[153],{"categories":5948},[240],{"categories":5950},[153],{"categories":5952},[153],{"categories":5954},[140],{"categories":5956},[143],{"categories":5958},[153],{"categories":5960},[240],{"categories":5962},[],{"categories":5964},[140],{"categories":5966},[191],{"categories":5968},[483],{"categories":5970},[140],{"categories":5972},[153],{"categories":5974},[140],{"categories":5976},[140],{"categories":5978},[96],{"categories":5980},[140],{"categories":5982},[],{"categories":5984},[140],{"categories":5986},[153],{"categories":5988},[140],{"categories":5990},[269],{"categories":5992},[140],{"categories":5994},[96],{"categories":5996},[140],{"categories":5998},[188],{"categories":6000},[153],{"categories":6002},[140],{"categories":6004},[269],{"categories":6006},[153],{"categories":6008},[148],{"categories":6010},[148],{"categories":6012},[140],{"categories":6014},[140],{"categories":6016},[140],{"categories":6018},[140],{"categories":6020},[140],{"categories":6022},[140],{"categories":6024},[143],{"categories":6026},[],{"categories":6028},[140],{"categories":6030},[140],{"categories":6032},[153],{"categories":6034},[153],{"categories":6036},[140],{"categories":6038},[140],{"categories":6040},[140],{"categories":6042},[140],{"categories":6044},[140],{"categories":6046},[96],{"categories":6048},[],{"categories":6050},[143],{"categories":6052},[140],{"categories":6054},[140],{"categories":6056},[153],{"categories":6058},[153],{"categories":6060},[],{"categories":6062},[96],{"categories":6064},[96],{"categories":6066},[140],{"categories":6068},[269],{"categories":6070},[148],{"categories":6072},[240],{"categories":6074},[],{"categories":6076},[140],{"categories":6078},[153],{"categories":6080},[143],{"categories":6082},[140],{"categories":6084},[140],{"categories":6086},[96],{"categories":6088},[143],{"categories":6090},[140],{"categories":6092},[140],{"categories":6094},[188],{"categories":6096},[191],{"categories":6098},[140],{"categories":6100},[188],{"categories":6102},[153],{"categories":6104},[140],{"categories":6106},[],{"categories":6108},[188],{"categories":6110},[153],{"categories":6112},[240],{"categories":6114},[191],{"categories":6116},[140],{"categories":6118},[140],{"categories":6120},[],{"categories":6122},[153],{"categories":6124},[153],{"categories":6126},[153],{"categories":6128},[3162],{"categories":6130},[188],{"categories":6132},[140],{"categories":6134},[96],{"categories":6136},[140],{"categories":6138},[140],{"categories":6140},[140],{"categories":6142},[140],{"categories":6144},[140],{"categories":6146},[148],{"categories":6148},[140],{"categories":6150},[143],{"categories":6152},[1825],{"categories":6154},[310],{"categories":6156},[143],{"categories":6158},[],{"categories":6160},[140],{"categories":6162},[],{"categories":6164},[188],{"categories":6166},[153],{"categories":6168},[240],{"categories":6170},[140],{"categories":6172},[140],{"categories":6174},[140],{"categories":6176},[188],{"categories":6178},[],{"categories":6180},[153],{"categories":6182},[140],{"categories":6184},[153],{"categories":6186},[153],{"categories":6188},[],{"categories":6190},[140],{"categories":6192},[],{"categories":6194},[188],{"categories":6196},[143],{"categories":6198},[240],{"categories":6200},[140],{"categories":6202},[153],{"categories":6204},[188],{"categories":6206},[140],{"categories":6208},[188],{"categories":6210},[],{"categories":6212},[188],{"categories":6214},[140],{"categories":6216},[143],{"categories":6218},[483],{"categories":6220},[153],{"categories":6222},[140],{"categories":6224},[],{"categories":6226},[96],{"categories":6228},[153],{"categories":6230},[156],{"categories":6232},[153],{"categories":6234},[143],{"categories":6236},[140],{"categories":6238},[140],{"categories":6240},[],{"categories":6242},[],{"categories":6244},[],{"categories":6246},[240],{"categories":6248},[140],{"categories":6250},[153],{"categories":6252},[140],{"categories":6254},[140],{"categories":6256},[],{"categories":6258},[],{"categories":6260},[],{"categories":6262},[140],{"categories":6264},[153],{"categories":6266},[240],{"categories":6268},[140],{"categories":6270},[],{"categories":6272},[153],{"categories":6274},[140],{"categories":6276},[140],{"categories":6278},[143],{"categories":6280},[],{"categories":6282},[],{"categories":6284},[140],{"categories":6286},[140],{"categories":6288},[153],{"categories":6290},[240],{"categories":6292},[140],{"categories":6294},[188],{"categories":6296},[],{"categories":6298},[140],{"categories":6300},[140],{"categories":6302},[269],{"categories":6304},[188],{"categories":6306},[269],{"categories":6308},[191],{"categories":6310},[140],{"categories":6312},[140],{"categories":6314},[],{"categories":6316},[],{"categories":6318},[153],{"categories":6320},[],{"categories":6322},[140],{"categories":6324},[483],{"categories":6326},[140],{"categories":6328},[140],{"categories":6330},[140],{"categories":6332},[140],{"categories":6334},[],{"categories":6336},[153],{"categories":6338},[140],{"categories":6340},[140],{"categories":6342},[],{"categories":6344},[153],{"categories":6346},[140],{"categories":6348},[188],{"categories":6350},[140],{"categories":6352},[269],{"categories":6354},[148],{"categories":6356},[156],{"categories":6358},[140],{"categories":6360},[140],{"categories":6362},[153],{"categories":6364},[191],{"categories":6366},[153],{"categories":6368},[153],{"categories":6370},[],{"categories":6372},[140],{"categories":6374},[153],{"categories":6376},[],{"categories":6378},[140],{"categories":6380},[],{"categories":6382},[188],{"categories":6384},[148],{"categories":6386},[],{"categories":6388},[140],{"categories":6390},[140],{"categories":6392},[140],{"categories":6394},[],{"categories":6396},[153],{"categories":6398},[240],{"categories":6400},[143],{"categories":6402},[140],{"categories":6404},[],{"categories":6406},[148],{"categories":6408},[269],{"categories":6410},[140],{"categories":6412},[96],{"categories":6414},[143],{"categories":6416},[191],{"categories":6418},[148],{"categories":6420},[96],{"categories":6422},[153],{"categories":6424},[96],{"categories":6426},[],{"categories":6428},[140],{"categories":6430},[156],{"categories":6432},[140],{"categories":6434},[],{"categories":6436},[153],{"categories":6438},[143],{"categories":6440},[240],{"categories":6442},[140],{"categories":6444},[143],{"categories":6446},[153],{"categories":6448},[310],{"categories":6450},[140],{"categories":6452},[140],{"categories":6454},[140],{"categories":6456},[140],{"categories":6458},[140],{"categories":6460},[143],{"categories":6462},[140],{"categories":6464},[96],{"categories":6466},[191],{"categories":6468},[153],{"categories":6470},[],{"categories":6472},[140],{"categories":6474},[140],{"categories":6476},[140],{"categories":6478},[96],{"categories":6480},[153],{"categories":6482},[188],{"categories":6484},[96],{"categories":6486},[140],{"categories":6488},[156],{"categories":6490},[],{"categories":6492},[240],{"categories":6494},[96],{"categories":6496},[188],{"categories":6498},[140],{"categories":6500},[143],{"categories":6502},[153],{"categories":6504},[140],{"categories":6506},[140],{"categories":6508},[153],{"categories":6510},[156],{"categories":6512},[140],{"categories":6514},[153],{"categories":6516},[140],{"categories":6518},[148],{"categories":6520},[153],{"categories":6522},[153,310],{"categories":6524},[140],{"categories":6526},[140],{"categories":6528},[153],{"categories":6530},[96],{"categories":6532},[140],{"categories":6534},[140],{"categories":6536},[191],{"categories":6538},[153],{"categories":6540},[269],{"categories":6542},[153],{"categories":6544},[148],{"categories":6546},[],{"categories":6548},[153],{"categories":6550},[140],{"categories":6552},[148],{"categories":6554},[],{"categories":6556},[],{"categories":6558},[96],{"categories":6560},[140],{"categories":6562},[140],{"categories":6564},[153],{"categories":6566},[191],{"categories":6568},[269],{"categories":6570},[140],{"categories":6572},[140],{"categories":6574},[140],{"categories":6576},[153],{"categories":6578},[],{"categories":6580},[153],{"categories":6582},[188],{"categories":6584},[140],{"categories":6586},[153],{"categories":6588},[153],{"categories":6590},[140],{"categories":6592},[],{"categories":6594},[188],{"categories":6596},[96],{"categories":6598},[3162],{"categories":6600},[143],{"categories":6602},[96],{"categories":6604},[140],{"categories":6606},[153],{"categories":6608},[140],{"categories":6610},[140],{"categories":6612},[269],{"categories":6614},[96],{"categories":6616},[191],{"categories":6618},[],{"categories":6620},[188],{"categories":6622},[140],{"categories":6624},[140],{"categories":6626},[],{"categories":6628},[153],{"categories":6630},[140],{"categories":6632},[140],{"categories":6634},[140],{"categories":6636},[140],{"categories":6638},[153],{"categories":6640},[140],{"categories":6642},[140],{"categories":6644},[140],{"categories":6646},[156],{"categories":6648},[140],{"categories":6650},[153],{"categories":6652},[140],{"categories":6654},[140],{"categories":6656},[140],{"categories":6658},[140],{"categories":6660},[140],{"categories":6662},[140],{"categories":6664},[140],{"categories":6666},[148],{"categories":6668},[],{"categories":6670},[156],{"categories":6672},[188],{"categories":6674},[153],{"categories":6676},[140],{"categories":6678},[96],{"categories":6680},[],{"categories":6682},[96],{"categories":6684},[96],{"categories":6686},[153],{"categories":6688},[96],{"categories":6690},[140],{"categories":6692},[140],{"categories":6694},[140],{"categories":6696},[153],{"categories":6698},[96],{"categories":6700},[140],{"categories":6702},[140],{"categories":6704},[140],{"categories":6706},[153],{"categories":6708},[188],{"categories":6710},[140],{"categories":6712},[140],{"categories":6714},[140],{"categories":6716},[148],{"categories":6718},[140],{"categories":6720},[153],{"categories":6722},[240],{"categories":6724},[],{"categories":6726},[140],{"categories":6728},[191],{"categories":6730},[153],{"categories":6732},[140],{"categories":6734},[140],{"categories":6736},[],{"categories":6738},[140],{"categories":6740},[140],{"categories":6742},[188],{"categories":6744},[140],{"categories":6746},[140],{"categories":6748},[153],{"categories":6750},[269],{"categories":6752},[],{"categories":6754},[],{"categories":6756},[96],{"categories":6758},[140],{"categories":6760},[140],{"categories":6762},[188],{"categories":6764},[140],{"categories":6766},[96],{"categories":6768},[188],{"categories":6770},[140],{"categories":6772},[140],{"categories":6774},[269],{"categories":6776},[191],{"categories":6778},[140],{"categories":6780},[140],{"categories":6782},[143],{"categories":6784},[153],{"categories":6786},[140],{"categories":6788},[140],{"categories":6790},[153],{"categories":6792},[148],{"categories":6794},[153],{"categories":6796},[96],{"categories":6798},[140],{"categories":6800},[148],{"categories":6802},[],{"categories":6804},[140],{"categories":6806},[191],{"categories":6808},[140],{"categories":6810},[140],{"categories":6812},[],{"categories":6814},[188],{"categories":6816},[140],{"categories":6818},[153],{"categories":6820},[191],{"categories":6822},[140],{"categories":6824},[96],{"categories":6826},[96],{"categories":6828},[96],{"categories":6830},[140],{"categories":6832},[153],{"categories":6834},[153],{"categories":6836},[140],{"categories":6838},[153],{"categories":6840},[140],{"categories":6842},[140],{"categories":6844},[240],{"categories":6846},[191],{"categories":6848},[191],{"categories":6850},[],{"categories":6852},[188],{"categories":6854},[140],{"categories":6856},[140],{"categories":6858},[96],{"categories":6860},[],{"categories":6862},[188],{"categories":6864},[188],{"categories":6866},[188],{"categories":6868},[],{"categories":6870},[153],{"categories":6872},[140],{"categories":6874},[],{"categories":6876},[143],{"categories":6878},[148],{"categories":6880},[],{"categories":6882},[140],{"categories":6884},[140],{"categories":6886},[],{"categories":6888},[96],{"categories":6890},[],{"categories":6892},[],{"categories":6894},[],{"categories":6896},[],{"categories":6898},[140],{"categories":6900},[188],{"categories":6902},[],{"categories":6904},[],{"categories":6906},[140],{"categories":6908},[140],{"categories":6910},[140],{"categories":6912},[191],{"categories":6914},[140],{"categories":6916},[191],{"categories":6918},[],{"categories":6920},[191],{"categories":6922},[191],{"categories":6924},[310],{"categories":6926},[153],{"categories":6928},[96],{"categories":6930},[],{"categories":6932},[],{"categories":6934},[191],{"categories":6936},[96],{"categories":6938},[96],{"categories":6940},[96],{"categories":6942},[],{"categories":6944},[143],{"categories":6946},[96],{"categories":6948},[96],{"categories":6950},[143],{"categories":6952},[96],{"categories":6954},[148],{"categories":6956},[96],{"categories":6958},[96],{"categories":6960},[96],{"categories":6962},[191],{"categories":6964},[188],{"categories":6966},[188],{"categories":6968},[140],{"categories":6970},[96],{"categories":6972},[191],{"categories":6974},[310],{"categories":6976},[191],{"categories":6978},[191],{"categories":6980},[191],{"categories":6982},[],{"categories":6984},[148],{"categories":6986},[],{"categories":6988},[310],{"categories":6990},[96],{"categories":6992},[96],{"categories":6994},[96],{"categories":6996},[153],{"categories":6998},[188,148],{"categories":7000},[191],{"categories":7002},[],{"categories":7004},[],{"categories":7006},[191],{"categories":7008},[],{"categories":7010},[191],{"categories":7012},[188],{"categories":7014},[153],{"categories":7016},[],{"categories":7018},[96],{"categories":7020},[140],{"categories":7022},[240],{"categories":7024},[],{"categories":7026},[140],{"categories":7028},[],{"categories":7030},[188],{"categories":7032},[143],{"categories":7034},[191],{"categories":7036},[],{"categories":7038},[96],{"categories":7040},[188],[7042,7097,7168,7272],{"id":7043,"title":7044,"ai":7045,"body":7051,"categories":7079,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7080,"navigation":118,"path":7085,"published_at":7086,"question":97,"scraped_at":7087,"seo":7088,"sitemap":7089,"source_id":7090,"source_name":125,"source_type":126,"source_url":7091,"stem":7092,"tags":7093,"thumbnail_url":97,"tldr":7094,"tweet":97,"unknown_tags":7095,"__hash__":7096},"summaries\u002Fsummaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary.md","Specs, Not Code, Are the Real Bottleneck",{"provider":7,"model":7046,"input_tokens":7047,"output_tokens":7048,"processing_time_ms":7049,"cost_usd":7050},"x-ai\u002Fgrok-4.1-fast",3895,961,7229,0.00075265,{"type":14,"value":7052,"toc":7074},[7053,7057,7060,7064,7067,7071],[17,7054,7056],{"id":7055},"ai-shifts-code-from-scarce-resource-to-commodity","AI Shifts Code from Scarce Resource to Commodity",[22,7058,7059],{},"Historically, software development bottlenecks stemmed from code's high cost: every line demanded manual effort, memory recall, and precision. AI-assisted tools now generate entire functions, modules, or architectures in seconds, making code production scalable and nearly free. This removes the old constraint, yet systems fail to improve proportionally—bugs endure, vulnerabilities rise, and complexity grows harder to manage. The widening gap between code output and confident understanding proves code was never the core limit.",[17,7061,7063],{"id":7062},"precise-specification-defines-success","Precise Specification Defines Success",[22,7065,7066],{},"The fundamental challenge is specifying exactly what code must achieve. Without clear, precise requirements upfront, even perfect code misses the mark. This insight reframes decades of practices: development isn't bottlenecked by implementation but by upfront knowledge of desired behavior. AI amplifies this by flooding teams with code volume they can't fully comprehend or verify, turning abundance into liability.",[17,7068,7070],{"id":7069},"reactive-cycles-perpetuate-the-misdiagnosis","Reactive Cycles Perpetuate the Misdiagnosis",[22,7072,7073],{},"Industry workflows—code, test, debug, fix, repeat—feel intuitive but react to flaws rather than preventing them through rigorous specs. Tools like unit tests and fuzzing refine this loop without addressing root causes, resembling adaptation more than engineering. To build reliable systems at AI scale, prioritize specification rigor first: define behaviors exhaustively before generation, then validate outputs against them.",{"title":89,"searchDepth":90,"depth":90,"links":7075},[7076,7077,7078],{"id":7055,"depth":90,"text":7056},{"id":7062,"depth":90,"text":7063},{"id":7069,"depth":90,"text":7070},[96],{"content_references":7081,"triage":7082},[],{"relevance":114,"novelty":115,"quality":114,"actionability":115,"composite":7083,"reasoning":7084},3.6,"Category: Software Engineering. The article addresses a key pain point for product builders regarding the importance of precise specifications in software development, which resonates with the audience's need for actionable insights. It provides a fresh perspective on the shift in bottlenecks from code generation to specification but lacks detailed frameworks or tools for implementation.","\u002Fsummaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary","2026-04-15 14:54:50","2026-04-15 15:39:00",{"title":7044,"description":89},{"loc":7085},"0655ba472b96a06c","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-real-bottleneck-is-not-the-code-1ecf87ce605d?source=rss----5517fd7b58a6---4","summaries\u002F0655ba472b96a06c-specs-not-code-are-the-real-bottleneck-summary",[130,131,133],"AI tools make generating code effortless, but precisely defining what code should do—specification—remains the hardest part, explaining why bugs and complexity persist.",[131,133],"Cqzy_F-1FYNeFvcJdSMczCUr2QSzUsgishArwJZsghg",{"id":7098,"title":7099,"ai":7100,"body":7105,"categories":7136,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7137,"navigation":118,"path":7156,"published_at":97,"question":97,"scraped_at":7157,"seo":7158,"sitemap":7159,"source_id":7160,"source_name":7161,"source_type":126,"source_url":7162,"stem":7163,"tags":7164,"thumbnail_url":97,"tldr":7165,"tweet":97,"unknown_tags":7166,"__hash__":7167},"summaries\u002Fsummaries\u002Fe2e31b13773a5b4f-insomnia-v12-brings-ai-and-mcp-to-api-workflows-summary.md","Insomnia v12 Brings AI and MCP to API Workflows",{"provider":7,"model":7046,"input_tokens":7101,"output_tokens":7102,"processing_time_ms":7103,"cost_usd":7104},3910,1688,10244,0.00160335,{"type":14,"value":7106,"toc":7131},[7107,7111,7114,7118,7121,7125,7128],[17,7108,7110],{"id":7109},"core-features-for-ai-ready-api-development","Core Features for AI-Ready API Development",[22,7112,7113],{},"Insomnia v12 general availability introduces MCP (Model Context Protocol) client support for testing modern AI endpoints alongside HTTP, gRPC, GraphQL, Socket.io, WSS, and SSE. AI-powered commits automate changelog generation from code changes, reducing manual documentation effort. Autogenerated mock servers use natural language prompts to create realistic API mocks instantly, speeding up frontend-backend decoupling and prototyping without backend dependencies. These enable seamless local testing without accounts, supporting git, local, or cloud workflows for faster iteration.",[17,7115,7117],{"id":7116},"free-tier-maximizes-accessibility","Free Tier Maximizes Accessibility",[22,7119,7120],{},"The open-source core offers Git sync for up to 3 users, unlimited projects, and unlimited collection runners at no cost. No account required for local use, making it ideal for solo developers or small teams prototyping APIs. Download binaries available for MacOS, Windows, and Ubuntu, ensuring cross-platform compatibility without installation hurdles.",[17,7122,7124],{"id":7123},"scaling-collaboration-and-security","Scaling Collaboration and Security",[22,7126,7127],{},"For teams, Insomnia provides RBAC (role-based access control), domain capture, and enterprise-grade security adopted by organizations prioritizing compliance. Contact sales for paid tiers unlocks unlimited Git sync and advanced collaboration. Trusted by millions worldwide, it scales from individual debugging to team-wide API design, bridging development gaps with AI-native tools.",[22,7129,7130],{},"This promotional content highlights practical upgrades for API builders but lacks deep implementation details or benchmarks.",{"title":89,"searchDepth":90,"depth":90,"links":7132},[7133,7134,7135],{"id":7109,"depth":90,"text":7110},{"id":7116,"depth":90,"text":7117},{"id":7123,"depth":90,"text":7124},[143],{"content_references":7138,"triage":7152},[7139,7144,7148],{"type":7140,"title":7141,"author":7142,"url":7143,"context":106},"other","Kong Insomnia 12: Smarter, Faster, More Accessible API and MCP Development","Haley Giuliano","https:\u002F\u002Fkonghq.com\u002Fblog\u002Fproduct-releases\u002Fkong-insomnia-12",{"type":7140,"title":7145,"author":7146,"url":7147,"context":106},"Kong Insomnia 11: Elevating API Security and Collaboration","Adam Jiroun","https:\u002F\u002Fkonghq.com\u002Fblog\u002Fproduct-releases\u002Finsomnia-11",{"type":7140,"title":7149,"author":7150,"url":7151,"context":106},"Announcing Insomnia’s New Teams RBAC and Domain Capture","Marco Palladino","https:\u002F\u002Fkonghq.com\u002Fblog\u002Fproduct-releases\u002Finsomnia-teams-rbac-and-domain-capture",{"relevance":7153,"novelty":115,"quality":114,"actionability":115,"composite":7154,"reasoning":7155},5,3.95,"Category: Software Engineering. The article discusses practical features of Insomnia v12 that enhance API development workflows, directly addressing the needs of developers integrating AI into their products. While it provides useful information about new functionalities, it lacks in-depth implementation details that would allow for immediate action.","\u002Fsummaries\u002Fe2e31b13773a5b4f-insomnia-v12-brings-ai-and-mcp-to-api-workflows-summary","2026-04-16 02:59:46",{"title":7099,"description":89},{"loc":7156},"e2e31b13773a5b4f","__oneoff__","https:\u002F\u002Finsomnia.rest","summaries\u002Fe2e31b13773a5b4f-insomnia-v12-brings-ai-and-mcp-to-api-workflows-summary",[130,133,131],"Insomnia v12 GA adds MCP client support, AI-powered commits, natural language mock servers, and free tier with unlimited projects and Git sync for 3 users.",[133,131],"NRVUv9QTvaVUG4uNt_DyLG-7IUyQ-7W2tFKPwGiugks",{"id":7169,"title":7170,"ai":7171,"body":7176,"categories":7247,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7248,"navigation":118,"path":7255,"published_at":7256,"question":97,"scraped_at":7257,"seo":7258,"sitemap":7259,"source_id":7260,"source_name":7261,"source_type":7262,"source_url":7263,"stem":7264,"tags":7265,"thumbnail_url":7267,"tldr":7268,"tweet":7269,"unknown_tags":7270,"__hash__":7271},"summaries\u002Fsummaries\u002F4b5174dab371e63e-from-ai-assisted-to-ai-native-frontier-development-summary.md","From AI-Assisted to AI-Native: Frontier Development Habits",{"provider":7,"model":8,"input_tokens":7172,"output_tokens":7173,"processing_time_ms":7174,"cost_usd":7175},7750,751,3109,0.003064,{"type":14,"value":7177,"toc":7242},[7178,7182,7185,7188,7192,7195,7228,7232,7235],[17,7179,7181],{"id":7180},"the-shift-to-frontier-development","The Shift to Frontier Development",[22,7183,7184],{},"Amazon's internal research across 50 teams revealed that AI coding assistants alone do not guarantee productivity. While 90% of teams used the same tools, only half saw significant gains (median 4.5x, sometimes >10x). The differentiator was not the tool, but the transition from \"vibe coding\"—where engineers remain in the loop, constantly prompting and reviewing—to \"frontier development.\"",[22,7186,7187],{},"Frontier developers are defined by three behaviors: writing only 1-2% of their own code, allowing agents to run autonomously for hours, and running multiple agents in parallel to churn through backlogs. This shift requires moving away from the \"babysitting\" model of interaction toward a \"feeding\" model, where agents are provided with enough context and validation logic to self-correct without human intervention.",[17,7189,7191],{"id":7190},"five-habits-for-ai-native-engineering","Five Habits for AI-Native Engineering",[22,7193,7194],{},"To achieve these step-function improvements, teams must adopt specific, often unglamorous habits:",[7196,7197,7198,7204,7210,7216,7222],"ul",{},[45,7199,7200,7203],{},[48,7201,7202],{},"Invest in Agent Context:"," Explicitly document tribal knowledge. As models improve, regularly prune these steering files to remove outdated workarounds that bloat context.",[45,7205,7206,7209],{},[48,7207,7208],{},"Slow Down to Speed Up:"," Accept that initial productivity may dip. Teams must perform \"intentional engineering\"—improving error messages, restructuring codebases, or migrating to strongly-typed languages like TypeScript or Rust—to make the code navigable and testable for agents.",[45,7211,7212,7215],{},[48,7213,7214],{},"Feed, Don't Babysit:"," Stop the back-and-forth conversation loop. Instead, design tasks so agents can self-validate via compilation, tests, and quality bars before presenting results.",[45,7217,7218,7221],{},[48,7219,7220],{},"Make Intent Explicit:"," Iterate on technical specifications or design documents before generating code. It is significantly more efficient to refine intent in a document than to debug code generated from ambiguous requirements.",[45,7223,7224,7227],{},[48,7225,7226],{},"Shift Testing Left:"," Implement fast, deterministic local mocks and comprehensive linting. The faster the feedback loop, the more iterations an agent can perform autonomously, which is the key to high-velocity output.",[17,7229,7231],{"id":7230},"organizational-hurdles-and-new-bottlenecks","Organizational Hurdles and New Bottlenecks",[22,7233,7234],{},"Adopting these practices introduces new challenges, including increased cognitive load for early-career engineers who must learn to review AI output without having written it themselves. Organizations must also manage the risk of burnout caused by \"FOMO\" and the pressure to maintain high output.",[22,7236,7237,7238,7241],{},"Crucially, as coding speed increases, the bottleneck shifts from writing code to ",[48,7239,7240],{},"decision-making",". When a product that once took 18 months to build can be completed in 76 days, the time spent on approvals and architectural reviews becomes the primary constraint. Organizations must prioritize fast, reversible decision-making to match the speed of their new AI-native development workflows.",{"title":89,"searchDepth":90,"depth":90,"links":7243},[7244,7245,7246],{"id":7180,"depth":90,"text":7181},{"id":7190,"depth":90,"text":7191},{"id":7230,"depth":90,"text":7231},[96],{"content_references":7249,"triage":7252},[7250],{"type":103,"title":7251,"context":106},"Kuro",{"relevance":7153,"novelty":114,"quality":114,"actionability":7153,"composite":7253,"reasoning":7254},4.55,"Category: AI & LLMs. The article provides a deep dive into the concept of 'frontier development' and how it can enhance productivity in AI-powered software engineering, addressing a key pain point for developers looking to integrate AI effectively. It outlines specific habits that teams can adopt, making the content immediately actionable.","\u002Fsummaries\u002F4b5174dab371e63e-from-ai-assisted-to-ai-native-frontier-development-summary","2026-08-28 16:30:19","2026-08-29 03:11:57",{"title":7170,"description":89},{"loc":7255},"4b5174dab371e63e","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=pqlWNihgdjI","summaries\u002F4b5174dab371e63e-from-ai-assisted-to-ai-native-frontier-development-summary",[130,7266,133,131],"agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FpqlWNihgdjI\u002Fhqdefault.jpg","Productivity gains from AI aren't about the tools, but about shifting from 'vibe coding' (babysitting) to 'frontier development' (feeding agents), which requires intentional changes to team habits and codebase hygiene.","This talk breaks down how Amazon teams achieved 4.5x to 10x productivity gains by shifting from \"AI-assisted\" coding to \"frontier development.\" The speaker argues that the tool itself is rarely the variable; success depends on adopting specific habits like pruning agent context, restructuring brownfield codebases for agent readability, and shifting testing left to enable autonomous self-correction.",[133,131],"YczoYfIUJ9Yhj-V1JP5D03dRL__dmGQBuo9Pt28tDHU",{"id":7273,"title":7274,"ai":7275,"body":7280,"categories":7348,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7349,"navigation":118,"path":7354,"published_at":7355,"question":97,"scraped_at":7356,"seo":7357,"sitemap":7358,"source_id":7359,"source_name":7261,"source_type":7262,"source_url":7360,"stem":7361,"tags":7362,"thumbnail_url":97,"tldr":7363,"tweet":7364,"unknown_tags":7365,"__hash__":7366},"summaries\u002Fsummaries\u002Fd3db3789ded10fb1-scaling-ai-agent-adoption-across-engineering-teams-summary.md","Scaling AI Agent Adoption Across Engineering Teams",{"provider":7,"model":8,"input_tokens":7276,"output_tokens":7277,"processing_time_ms":7278,"cost_usd":7279},7293,627,4092,0.00276375,{"type":14,"value":7281,"toc":7343},[7282,7286,7289,7293,7296,7316,7320,7323],[17,7283,7285],{"id":7284},"the-shift-from-individual-leverage-to-team-infrastructure","The Shift from Individual Leverage to Team Infrastructure",[22,7287,7288],{},"Many teams fail to scale AI because they treat agent usage as an individual contributor's responsibility. This leads to \"token maxing\" and \"slop shipping,\" where productivity gains are inconsistent and code quality suffers. To succeed, leadership must treat agent integration as a core infrastructure problem. The goal is to move developers from a state of fear (worrying about job security) to a state of high-confidence, high-utilization usage.",[17,7290,7292],{"id":7291},"harness-engineering-and-system-design","Harness Engineering and System Design",[22,7294,7295],{},"To prevent agents from becoming a burden, you must build a robust \"harness\" around your codebase. Key principles include:",[7196,7297,7298,7304,7310],{},[45,7299,7300,7303],{},[48,7301,7302],{},"Smart Prompt Injection:"," Treat the entire codebase as a searchable index. Documentation should live within code comments so that when an agent greps for information, it retrieves the relevant context automatically.",[45,7305,7306,7309],{},[48,7307,7308],{},"Progressive Disclosure:"," Avoid overloading agent configuration files. Keep index files thin (under 100 lines) and ensure they act as a map that points the agent to the right files, rather than dumping all documentation into the initial prompt.",[45,7311,7312,7315],{},[48,7313,7314],{},"Self-Healing Pipelines:"," Accept that \"slop\" is inevitable. Implement automated \"code gardeners\" that run nightly to identify and organize code, and wire your issue trackers and CI\u002FCD directly into the agentic loop to close feedback cycles.",[17,7317,7319],{"id":7318},"the-human-element-winning-over-skeptics","The Human Element: Winning Over Skeptics",[22,7321,7322],{},"Adoption is a human problem, not just a technical one. Skepticism often stems from fear or poor tooling experiences. To build trust:",[7196,7324,7325,7331,7337],{},[45,7326,7327,7330],{},[48,7328,7329],{},"Invest in High-Value Skills:"," Develop \"skills\" (agentic workflows) that handle end-to-end tasks, such as a tool that manages the entire process from \"code done\" to \"PR ready for review,\" including CI failure handling and PR descriptions.",[45,7332,7333,7336],{},[48,7334,7335],{},"Iterative Buy-in:"," Allow skeptics to edit and contribute to the shared agent setup. When they can shape the tools they use, they become invested in the system's success.",[45,7338,7339,7342],{},[48,7340,7341],{},"Full Send Mindset:"," Treat agent setup as a continuous iteration loop rather than a one-time configuration. Allocate a percentage of engineering time specifically to improving these internal tools, even if it doesn't result in immediate feature PRs. If an agent takes a long time to think, view it as a positive sign of reasoning, not a failure of performance.",{"title":89,"searchDepth":90,"depth":90,"links":7344},[7345,7346,7347],{"id":7284,"depth":90,"text":7285},{"id":7291,"depth":90,"text":7292},{"id":7318,"depth":90,"text":7319},[96],{"content_references":7350,"triage":7351},[],{"relevance":7153,"novelty":114,"quality":114,"actionability":114,"composite":7352,"reasoning":7353},4.35,"Category: AI Automation. The article provides a comprehensive approach to scaling AI agent adoption, addressing a core challenge for teams integrating AI tools. It offers actionable strategies like harness engineering and self-healing systems, which are directly applicable to improving team productivity.","\u002Fsummaries\u002Fd3db3789ded10fb1-scaling-ai-agent-adoption-across-engineering-teams-summary","2026-08-11 00:03:17","2026-08-11 03:21:10",{"title":7274,"description":89},{"loc":7354},"d3db3789ded10fb1","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=aeTb5BdmTTc","summaries\u002Fd3db3789ded10fb1-scaling-ai-agent-adoption-across-engineering-teams-summary",[7266,130,133,131],"Moving from individual AI leverage to team-wide productivity requires treating agent integration as a leadership-driven infrastructure challenge rather than an individual task, focusing on harness engineering, self-healing systems, and psychological buy-in.","This is a high-level management talk on integrating AI agents into engineering teams, arguing that success depends on treating agent adoption as a cultural and organizational challenge rather than just a technical one. The speaker outlines a strategy focused on shared codebase standards, automated \"self-healing\" workflows, and winning over skeptical developers to avoid the productivity gaps caused by inconsistent tooling.",[133,131],"sEYio9dsENPKFkClnBwzgOqxNCXtNH3PQp3-YPTaKzs"]