[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-07784276a075a7a6-governance-by-construction-for-generalist-agents-summary":3,"summaries-facets-categories":119,"summary-related-07784276a075a7a6-governance-by-construction-for-generalist-agents-summary":7023},{"id":4,"title":5,"ai":6,"body":13,"categories":86,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":91,"navigation":102,"path":103,"published_at":104,"question":88,"scraped_at":104,"seo":105,"sitemap":106,"source_id":107,"source_name":108,"source_type":109,"source_url":95,"stem":110,"tags":111,"thumbnail_url":88,"tldr":116,"tweet":88,"unknown_tags":117,"__hash__":118},"summaries\u002Fsummaries\u002F07784276a075a7a6-governance-by-construction-for-generalist-agents-summary.md","Governance by Construction for Generalist Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4067,620,3351,0.00194675,{"type":14,"value":15,"toc":79},"minimark",[16,21,25,29,32,55,59,62,76],[17,18,20],"h2",{"id":19},"the-shift-to-governance-by-construction","The Shift to Governance by Construction",[22,23,24],"p",{},"The paper argues that current approaches to AI safety—which rely heavily on post-hoc monitoring, guardrails, and external oversight—are insufficient for the increasing autonomy of generalist agents. Instead, it proposes 'Governance by Construction,' a methodology that treats safety as a foundational architectural requirement rather than an add-on. By embedding governance mechanisms directly into the agent's construction, developers can ensure that agents operate within defined boundaries by design, reducing the risk of emergent, unsafe behaviors in complex environments.",[17,26,28],{"id":27},"architectural-constraints-and-execution-environments","Architectural Constraints and Execution Environments",[22,30,31],{},"The core of this approach involves moving beyond prompt-based restrictions. The authors advocate for:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Restricted Execution Environments:"," Running agents within sandboxed environments where capabilities (e.g., file system access, network calls, API interactions) are strictly mediated by a governance layer that enforces policy at the system level.",[36,44,45,48],{},[39,46,47],{},"Formal Verification of Agent Logic:"," Applying software engineering principles to agent workflows, where critical decision paths are verified against safety specifications before deployment.",[36,50,51,54],{},[39,52,53],{},"Immutable Policy Enforcement:"," Ensuring that the governance rules governing an agent's actions cannot be overridden by the agent itself, even if it is prompted or manipulated to do so. This creates a clear separation between the agent's 'reasoning' (the LLM) and its 'execution' (the governed environment).",[17,56,58],{"id":57},"bridging-ai-and-software-engineering","Bridging AI and Software Engineering",[22,60,61],{},"By framing AI safety as a software engineering problem, the paper emphasizes that reliability in generalist agents requires the same rigor as mission-critical software. This includes:",[33,63,64,70],{},[36,65,66,69],{},[39,67,68],{},"Declarative Governance:"," Defining safety policies as code or configuration that is version-controlled and auditable.",[36,71,72,75],{},[39,73,74],{},"Observability as Governance:"," Using telemetry not just for debugging, but as a real-time feedback loop for the governance layer to throttle or halt agents that deviate from expected behavioral patterns.",[22,77,78],{},"This paradigm shift suggests that the future of safe AI lies not in making models 'smarter' or more 'aligned' in a vacuum, but in building robust, constrained systems that treat the LLM as a component within a larger, governed architecture.",{"title":80,"searchDepth":81,"depth":81,"links":82},"",2,[83,84,85],{"id":19,"depth":81,"text":20},{"id":27,"depth":81,"text":28},{"id":57,"depth":81,"text":58},[87],"AI & LLMs",null,"md",false,{"content_references":92,"triage":97},[93],{"type":94,"title":5,"url":95,"context":96},"paper","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.20874","cited",{"relevance":98,"novelty":98,"quality":98,"actionability":99,"composite":100,"reasoning":101},4,3,3.8,"Category: AI & LLMs. The article addresses a significant aspect of AI safety relevant to product builders by proposing a new governance framework that integrates safety into the architecture of AI agents. It provides actionable insights on embedding governance mechanisms, though it lacks detailed step-by-step guidance for implementation.",true,"\u002Fsummaries\u002F07784276a075a7a6-governance-by-construction-for-generalist-agents-summary","2026-05-22 07:00:22",{"title":5,"description":80},{"loc":103},"07784276a075a7a6","arXiv cs.AI","article","summaries\u002F07784276a075a7a6-governance-by-construction-for-generalist-agents-summary",[112,113,114,115],"ai-agents","safety","governance","software-engineering","The paper proposes 'Governance by Construction' as a paradigm for AI safety, shifting from post-hoc monitoring to embedding constraints directly into the agent's architecture and execution environment.",[112,113,114,115],"X9YKbQbfAA7or03KsR4N1FUFUJZuTMneea7cFI2I7YY",[120,122,125,127,130,132,135,138,140,142,144,146,149,151,153,155,157,160,162,164,166,168,171,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,223,225,227,229,231,233,235,237,239,241,243,245,247,249,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,293,295,297,299,301,303,305,307,309,311,313,315,317,319,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,387,389,391,393,395,397,399,401,403,405,407,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,443,445,447,449,451,453,455,457,459,461,463,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,525,527,529,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,571,573,575,577,579,581,583,585,587,589,591,593,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,883,885,887,889,891,894,896,898,900,902,904,906,908,910,912,914,916,918,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021],{"categories":121},[87],{"categories":123},[124],"Developer Productivity",{"categories":126},[87],{"categories":128},[129],"Business & SaaS",{"categories":131},[87],{"categories":133},[134],"AI Automation",{"categories":136},[137],"Product Strategy",{"categories":139},[134],{"categories":141},[87],{"categories":143},[124],{"categories":145},[134],{"categories":147},[148],"Software Engineering",{"categories":150},[87],{"categories":152},[129],{"categories":154},[],{"categories":156},[87],{"categories":158},[159],"Inference & Serving",{"categories":161},[87],{"categories":163},[87],{"categories":165},[134],{"categories":167},[],{"categories":169},[170],"AI News & Trends",{"categories":172},[173],"Data Science & Visualization",{"categories":175},[134],{"categories":177},[87],{"categories":179},[87],{"categories":181},[129],{"categories":183},[124],{"categories":185},[87],{"categories":187},[134],{"categories":189},[170],{"categories":191},[87],{"categories":193},[134],{"categories":195},[134],{"categories":197},[87],{"categories":199},[87],{"categories":201},[134],{"categories":203},[87],{"categories":205},[87],{"categories":207},[87],{"categories":209},[134],{"categories":211},[170],{"categories":213},[87],{"categories":215},[87],{"categories":217},[87],{"categories":219},[],{"categories":221},[222],"Design & Frontend",{"categories":224},[173],{"categories":226},[170],{"categories":228},[87],{"categories":230},[87],{"categories":232},[87],{"categories":234},[],{"categories":236},[87],{"categories":238},[87],{"categories":240},[134],{"categories":242},[148],{"categories":244},[87],{"categories":246},[134],{"categories":248},[87],{"categories":250},[251],"Marketing & Growth",{"categories":253},[222],{"categories":255},[87],{"categories":257},[134],{"categories":259},[87],{"categories":261},[87],{"categories":263},[148],{"categories":265},[87],{"categories":267},[],{"categories":269},[],{"categories":271},[222],{"categories":273},[87],{"categories":275},[134],{"categories":277},[124],{"categories":279},[148],{"categories":281},[134],{"categories":283},[222],{"categories":285},[137],{"categories":287},[87],{"categories":289},[148],{"categories":291},[292],"DevOps & Cloud",{"categories":294},[134],{"categories":296},[137],{"categories":298},[170],{"categories":300},[87],{"categories":302},[],{"categories":304},[87],{"categories":306},[87],{"categories":308},[],{"categories":310},[134],{"categories":312},[148],{"categories":314},[],{"categories":316},[148],{"categories":318},[87],{"categories":320},[321],"Governance & Standards",{"categories":323},[129],{"categories":325},[],{"categories":327},[],{"categories":329},[87],{"categories":331},[87],{"categories":333},[134],{"categories":335},[87],{"categories":337},[87],{"categories":339},[134],{"categories":341},[87],{"categories":343},[87],{"categories":345},[87],{"categories":347},[],{"categories":349},[148],{"categories":351},[],{"categories":353},[],{"categories":355},[87],{"categories":357},[148],{"categories":359},[],{"categories":361},[148],{"categories":363},[87],{"categories":365},[87],{"categories":367},[251],{"categories":369},[87],{"categories":371},[87],{"categories":373},[87],{"categories":375},[222],{"categories":377},[222],{"categories":379},[87],{"categories":381},[148],{"categories":383},[134],{"categories":385},[386],"GovTech & Public-Sector Adoption",{"categories":388},[148],{"categories":390},[87],{"categories":392},[87],{"categories":394},[87],{"categories":396},[134],{"categories":398},[134],{"categories":400},[173],{"categories":402},[87],{"categories":404},[170],{"categories":406},[134],{"categories":408},[409],"Legal AI Tools",{"categories":411},[87],{"categories":413},[134],{"categories":415},[87],{"categories":417},[251],{"categories":419},[134],{"categories":421},[137],{"categories":423},[87],{"categories":425},[148],{"categories":427},[386],{"categories":429},[],{"categories":431},[134],{"categories":433},[],{"categories":435},[129],{"categories":437},[134],{"categories":439},[134],{"categories":441},[442],"RAG & Retrieval",{"categories":444},[129],{"categories":446},[87],{"categories":448},[148],{"categories":450},[148],{"categories":452},[292],{"categories":454},[222],{"categories":456},[134],{"categories":458},[87],{"categories":460},[87],{"categories":462},[],{"categories":464},[465],"Agents & Orchestration",{"categories":467},[148],{"categories":469},[87],{"categories":471},[],{"categories":473},[134],{"categories":475},[129],{"categories":477},[],{"categories":479},[87],{"categories":481},[],{"categories":483},[87],{"categories":485},[124],{"categories":487},[148],{"categories":489},[129],{"categories":491},[87],{"categories":493},[134],{"categories":495},[87],{"categories":497},[170],{"categories":499},[87],{"categories":501},[],{"categories":503},[87],{"categories":505},[],{"categories":507},[87],{"categories":509},[148],{"categories":511},[87],{"categories":513},[134],{"categories":515},[173],{"categories":517},[],{"categories":519},[87],{"categories":521},[222],{"categories":523},[524],"Models & Frontier Labs",{"categories":526},[],{"categories":528},[222],{"categories":530},[531],"Regulation & Governance of AI",{"categories":533},[137],{"categories":535},[134],{"categories":537},[],{"categories":539},[87],{"categories":541},[87],{"categories":543},[134],{"categories":545},[134],{"categories":547},[170],{"categories":549},[87],{"categories":551},[129],{"categories":553},[87],{"categories":555},[134],{"categories":557},[],{"categories":559},[148],{"categories":561},[134],{"categories":563},[87],{"categories":565},[137],{"categories":567},[87],{"categories":569},[570],"AI Policy & Regulation",{"categories":572},[],{"categories":574},[87],{"categories":576},[134],{"categories":578},[137],{"categories":580},[134],{"categories":582},[87],{"categories":584},[87],{"categories":586},[87],{"categories":588},[134],{"categories":590},[],{"categories":592},[173],{"categories":594},[595],"Evals & Reliability",{"categories":597},[87],{"categories":599},[87],{"categories":601},[],{"categories":603},[124],{"categories":605},[386],{"categories":607},[570],{"categories":609},[87],{"categories":611},[129],{"categories":613},[87],{"categories":615},[134],{"categories":617},[87],{"categories":619},[134],{"categories":621},[465],{"categories":623},[87],{"categories":625},[148],{"categories":627},[87],{"categories":629},[],{"categories":631},[222],{"categories":633},[],{"categories":635},[87],{"categories":637},[386],{"categories":639},[87],{"categories":641},[87],{"categories":643},[87],{"categories":645},[],{"categories":647},[87],{"categories":649},[222],{"categories":651},[148],{"categories":653},[],{"categories":655},[87],{"categories":657},[],{"categories":659},[134],{"categories":661},[87],{"categories":663},[222],{"categories":665},[],{"categories":667},[87],{"categories":669},[87],{"categories":671},[173],{"categories":673},[134],{"categories":675},[87],{"categories":677},[129],{"categories":679},[134],{"categories":681},[87],{"categories":683},[87],{"categories":685},[148],{"categories":687},[222],{"categories":689},[87],{"categories":691},[134],{"categories":693},[],{"categories":695},[148],{"categories":697},[134],{"categories":699},[173],{"categories":701},[],{"categories":703},[87],{"categories":705},[170],{"categories":707},[87],{"categories":709},[],{"categories":711},[87],{"categories":713},[87],{"categories":715},[87],{"categories":717},[129,251],{"categories":719},[],{"categories":721},[148],{"categories":723},[87],{"categories":725},[87],{"categories":727},[134],{"categories":729},[87],{"categories":731},[],{"categories":733},[],{"categories":735},[87],{"categories":737},[222],{"categories":739},[87],{"categories":741},[],{"categories":743},[87],{"categories":745},[292],{"categories":747},[],{"categories":749},[134],{"categories":751},[170],{"categories":753},[87],{"categories":755},[87],{"categories":757},[222],{"categories":759},[],{"categories":761},[170],{"categories":763},[87],{"categories":765},[159],{"categories":767},[87],{"categories":769},[87],{"categories":771},[134],{"categories":773},[170],{"categories":775},[524],{"categories":777},[87],{"categories":779},[251],{"categories":781},[],{"categories":783},[134],{"categories":785},[129],{"categories":787},[148],{"categories":789},[87],{"categories":791},[134],{"categories":793},[],{"categories":795},[87,292],{"categories":797},[87],{"categories":799},[87],{"categories":801},[87],{"categories":803},[134],{"categories":805},[87,148],{"categories":807},[173],{"categories":809},[87],{"categories":811},[87],{"categories":813},[87],{"categories":815},[148],{"categories":817},[87],{"categories":819},[134],{"categories":821},[134],{"categories":823},[570],{"categories":825},[251],{"categories":827},[87],{"categories":829},[134],{"categories":831},[87],{"categories":833},[87],{"categories":835},[134],{"categories":837},[],{"categories":839},[134],{"categories":841},[87],{"categories":843},[87],{"categories":845},[134],{"categories":847},[87],{"categories":849},[87,129],{"categories":851},[87],{"categories":853},[129],{"categories":855},[],{"categories":857},[222],{"categories":859},[222],{"categories":861},[87],{"categories":863},[],{"categories":865},[],{"categories":867},[87],{"categories":869},[170],{"categories":871},[],{"categories":873},[124],{"categories":875},[87],{"categories":877},[148],{"categories":879},[87],{"categories":881},[882],"Generative UI & Design-to-Code",{"categories":884},[87],{"categories":886},[87],{"categories":888},[222],{"categories":890},[87],{"categories":892},[893],"Algorithmic Accountability",{"categories":895},[134],{"categories":897},[148],{"categories":899},[170],{"categories":901},[222],{"categories":903},[87],{"categories":905},[],{"categories":907},[137],{"categories":909},[87],{"categories":911},[87],{"categories":913},[87],{"categories":915},[87],{"categories":917},[134],{"categories":919},[920],"MLOps & Infrastructure",{"categories":922},[87],{"categories":924},[87],{"categories":926},[87],{"categories":928},[87],{"categories":930},[87],{"categories":932},[148],{"categories":934},[170],{"categories":936},[87],{"categories":938},[137],{"categories":940},[124],{"categories":942},[87],{"categories":944},[134],{"categories":946},[292],{"categories":948},[87],{"categories":950},[129],{"categories":952},[87],{"categories":954},[222],{"categories":956},[87],{"categories":958},[87],{"categories":960},[134],{"categories":962},[],{"categories":964},[],{"categories":966},[87],{"categories":968},[159],{"categories":970},[222],{"categories":972},[170],{"categories":974},[173],{"categories":976},[],{"categories":978},[87],{"categories":980},[87],{"categories":982},[129],{"categories":984},[134],{"categories":986},[87],{"categories":988},[87],{"categories":990},[87],{"categories":992},[87],{"categories":994},[170],{"categories":996},[159],{"categories":998},[87],{"categories":1000},[222],{"categories":1002},[87],{"categories":1004},[],{"categories":1006},[134],{"categories":1008},[148],{"categories":1010},[],{"categories":1012},[87],{"categories":1014},[87],{"categories":1016},[134],{"categories":1018},[148],{"categories":1020},[87],{"categories":1022},[173],{"categories":1024},[222],{"categories":1026},[],{"categories":1028},[87],{"categories":1030},[],{"categories":1032},[87],{"categories":1034},[],{"categories":1036},[87],{"categories":1038},[87],{"categories":1040},[137],{"categories":1042},[129],{"categories":1044},[134],{"categories":1046},[134],{"categories":1048},[],{"categories":1050},[87],{"categories":1052},[124],{"categories":1054},[87],{"categories":1056},[87],{"categories":1058},[129],{"categories":1060},[170],{"categories":1062},[124],{"categories":1064},[],{"categories":1066},[87],{"categories":1068},[],{"categories":1070},[87],{"categories":1072},[],{"categories":1074},[170],{"categories":1076},[170],{"categories":1078},[],{"categories":1080},[465],{"categories":1082},[87],{"categories":1084},[222],{"categories":1086},[148],{"categories":1088},[],{"categories":1090},[409],{"categories":1092},[134],{"categories":1094},[129],{"categories":1096},[],{"categories":1098},[],{"categories":1100},[124],{"categories":1102},[173],{"categories":1104},[],{"categories":1106},[251],{"categories":1108},[134],{"categories":1110},[129],{"categories":1112},[134],{"categories":1114},[87],{"categories":1116},[129],{"categories":1118},[87],{"categories":1120},[148],{"categories":1122},[],{"categories":1124},[159],{"categories":1126},[137],{"categories":1128},[87],{"categories":1130},[222],{"categories":1132},[148],{"categories":1134},[129],{"categories":1136},[87],{"categories":1138},[148],{"categories":1140},[87],{"categories":1142},[134],{"categories":1144},[129],{"categories":1146},[87],{"categories":1148},[87],{"categories":1150},[87],{"categories":1152},[87],{"categories":1154},[87],{"categories":1156},[],{"categories":1158},[],{"categories":1160},[148],{"categories":1162},[173],{"categories":1164},[137],{"categories":1166},[87],{"categories":1168},[134],{"categories":1170},[148],{"categories":1172},[148],{"categories":1174},[87],{"categories":1176},[],{"categories":1178},[170],{"categories":1180},[137],{"categories":1182},[137],{"categories":1184},[148],{"categories":1186},[87],{"categories":1188},[595],{"categories":1190},[292],{"categories":1192},[],{"categories":1194},[134],{"categories":1196},[87],{"categories":1198},[],{"categories":1200},[124],{"categories":1202},[],{"categories":1204},[87],{"categories":1206},[87],{"categories":1208},[87],{"categories":1210},[222],{"categories":1212},[251],{"categories":1214},[87],{"categories":1216},[148],{"categories":1218},[87],{"categories":1220},[134],{"categories":1222},[],{"categories":1224},[148],{"categories":1226},[87],{"categories":1228},[124],{"categories":1230},[],{"categories":1232},[129],{"categories":1234},[87],{"categories":1236},[87],{"categories":1238},[170],{"categories":1240},[87,292],{"categories":1242},[87],{"categories":1244},[1245],"Design Systems for AI",{"categories":1247},[87],{"categories":1249},[87],{"categories":1251},[170],{"categories":1253},[87],{"categories":1255},[87],{"categories":1257},[87],{"categories":1259},[129],{"categories":1261},[87],{"categories":1263},[87],{"categories":1265},[87],{"categories":1267},[],{"categories":1269},[87],{"categories":1271},[87],{"categories":1273},[129],{"categories":1275},[87],{"categories":1277},[],{"categories":1279},[134],{"categories":1281},[134],{"categories":1283},[148],{"categories":1285},[170],{"categories":1287},[148],{"categories":1289},[87],{"categories":1291},[222],{"categories":1293},[170],{"categories":1295},[173],{"categories":1297},[87],{"categories":1299},[87],{"categories":1301},[134],{"categories":1303},[124],{"categories":1305},[570],{"categories":1307},[87],{"categories":1309},[134],{"categories":1311},[87],{"categories":1313},[148],{"categories":1315},[148],{"categories":1317},[],{"categories":1319},[],{"categories":1321},[87],{"categories":1323},[134],{"categories":1325},[137],{"categories":1327},[],{"categories":1329},[129],{"categories":1331},[87],{"categories":1333},[],{"categories":1335},[222],{"categories":1337},[148],{"categories":1339},[134],{"categories":1341},[148],{"categories":1343},[222],{"categories":1345},[87],{"categories":1347},[87],{"categories":1349},[222],{"categories":1351},[],{"categories":1353},[],{"categories":1355},[170],{"categories":1357},[134],{"categories":1359},[134],{"categories":1361},[87],{"categories":1363},[87],{"categories":1365},[87],{"categories":1367},[87],{"categories":1369},[129],{"categories":1371},[87],{"categories":1373},[87],{"categories":1375},[],{"categories":1377},[148],{"categories":1379},[148],{"categories":1381},[87],{"categories":1383},[148],{"categories":1385},[129],{"categories":1387},[],{"categories":1389},[87],{"categories":1391},[87],{"categories":1393},[87],{"categories":1395},[87],{"categories":1397},[87],{"categories":1399},[134],{"categories":1401},[124],{"categories":1403},[129],{"categories":1405},[87],{"categories":1407},[134],{"categories":1409},[170],{"categories":1411},[134],{"categories":1413},[159],{"categories":1415},[251],{"categories":1417},[87],{"categories":1419},[134],{"categories":1421},[87],{"categories":1423},[87],{"categories":1425},[87],{"categories":1427},[],{"categories":1429},[222],{"categories":1431},[],{"categories":1433},[87],{"categories":1435},[87],{"categories":1437},[],{"categories":1439},[87],{"categories":1441},[148],{"categories":1443},[129],{"categories":1445},[1446],"Visual & Generative Media",{"categories":1448},[134],{"categories":1450},[],{"categories":1452},[87],{"categories":1454},[87],{"categories":1456},[148],{"categories":1458},[292],{"categories":1460},[87],{"categories":1462},[173],{"categories":1464},[570],{"categories":1466},[148],{"categories":1468},[251],{"categories":1470},[87],{"categories":1472},[222],{"categories":1474},[87],{"categories":1476},[87],{"categories":1478},[148],{"categories":1480},[134],{"categories":1482},[87],{"categories":1484},[],{"categories":1486},[],{"categories":1488},[134],{"categories":1490},[148],{"categories":1492},[124],{"categories":1494},[134],{"categories":1496},[524],{"categories":1498},[87],{"categories":1500},[137],{"categories":1502},[87],{"categories":1504},[129],{"categories":1506},[],{"categories":1508},[87],{"categories":1510},[137],{"categories":1512},[87],{"categories":1514},[87],{"categories":1516},[87],{"categories":1518},[137],{"categories":1520},[87],{"categories":1522},[87],{"categories":1524},[251],{"categories":1526},[87],{"categories":1528},[465],{"categories":1530},[87],{"categories":1532},[134],{"categories":1534},[87],{"categories":1536},[87],{"categories":1538},[87],{"categories":1540},[87],{"categories":1542},[222],{"categories":1544},[134],{"categories":1546},[],{"categories":1548},[134],{"categories":1550},[],{"categories":1552},[292],{"categories":1554},[148],{"categories":1556},[],{"categories":1558},[524],{"categories":1560},[87],{"categories":1562},[134],{"categories":1564},[134],{"categories":1566},[87],{"categories":1568},[222,87],{"categories":1570},[124],{"categories":1572},[87],{"categories":1574},[222],{"categories":1576},[],{"categories":1578},[87],{"categories":1580},[124],{"categories":1582},[87],{"categories":1584},[1585],"Medical Imaging & Radiology",{"categories":1587},[87],{"categories":1589},[87],{"categories":1591},[87],{"categories":1593},[222],{"categories":1595},[134],{"categories":1597},[148],{"categories":1599},[],{"categories":1601},[87],{"categories":1603},[87],{"categories":1605},[87],{"categories":1607},[],{"categories":1609},[],{"categories":1611},[87],{"categories":1613},[87],{"categories":1615},[465],{"categories":1617},[87],{"categories":1619},[124],{"categories":1621},[87],{"categories":1623},[87],{"categories":1625},[],{"categories":1627},[134],{"categories":1629},[87],{"categories":1631},[137],{"categories":1633},[148],{"categories":1635},[87],{"categories":1637},[134],{"categories":1639},[465],{"categories":1641},[87],{"categories":1643},[134],{"categories":1645},[87],{"categories":1647},[87],{"categories":1649},[87],{"categories":1651},[222],{"categories":1653},[134],{"categories":1655},[292],{"categories":1657},[222],{"categories":1659},[129],{"categories":1661},[134],{"categories":1663},[170],{"categories":1665},[87],{"categories":1667},[87],{"categories":1669},[137],{"categories":1671},[87],{"categories":1673},[87],{"categories":1675},[87],{"categories":1677},[87],{"categories":1679},[134],{"categories":1681},[87],{"categories":1683},[148],{"categories":1685},[148],{"categories":1687},[87],{"categories":1689},[137],{"categories":1691},[],{"categories":1693},[170],{"categories":1695},[],{"categories":1697},[137],{"categories":1699},[134],{"categories":1701},[87],{"categories":1703},[134],{"categories":1705},[1245],{"categories":1707},[1245],{"categories":1709},[222],{"categories":1711},[87],{"categories":1713},[87],{"categories":1715},[87],{"categories":1717},[134],{"categories":1719},[148],{"categories":1721},[222],{"categories":1723},[134],{"categories":1725},[170],{"categories":1727},[],{"categories":1729},[87],{"categories":1731},[],{"categories":1733},[87],{"categories":1735},[87],{"categories":1737},[87],{"categories":1739},[87],{"categories":1741},[134],{"categories":1743},[1744],"Contract Review & E-Discovery",{"categories":1746},[87],{"categories":1748},[222],{"categories":1750},[87],{"categories":1752},[124],{"categories":1754},[87],{"categories":1756},[170],{"categories":1758},[87],{"categories":1760},[87],{"categories":1762},[251],{"categories":1764},[148],{"categories":1766},[87],{"categories":1768},[87],{"categories":1770},[134],{"categories":1772},[134],{"categories":1774},[893],{"categories":1776},[87],{"categories":1778},[87],{"categories":1780},[134],{"categories":1782},[134],{"categories":1784},[87],{"categories":1786},[87],{"categories":1788},[87],{"categories":1790},[134],{"categories":1792},[87],{"categories":1794},[87],{"categories":1796},[465],{"categories":1798},[442],{"categories":1800},[87],{"categories":1802},[134],{"categories":1804},[87],{"categories":1806},[1807],"Law-Firm Practice & Adoption",{"categories":1809},[87],{"categories":1811},[134],{"categories":1813},[222],{"categories":1815},[87],{"categories":1817},[87],{"categories":1819},[87],{"categories":1821},[],{"categories":1823},[],{"categories":1825},[148],{"categories":1827},[87],{"categories":1829},[],{"categories":1831},[134],{"categories":1833},[124],{"categories":1835},[292],{"categories":1837},[87],{"categories":1839},[],{"categories":1841},[124],{"categories":1843},[129],{"categories":1845},[87],{"categories":1847},[251],{"categories":1849},[],{"categories":1851},[129],{"categories":1853},[134],{"categories":1855},[129],{"categories":1857},[],{"categories":1859},[87],{"categories":1861},[137],{"categories":1863},[87],{"categories":1865},[148],{"categories":1867},[],{"categories":1869},[],{"categories":1871},[],{"categories":1873},[],{"categories":1875},[87],{"categories":1877},[137],{"categories":1879},[134],{"categories":1881},[292],{"categories":1883},[87],{"categories":1885},[124],{"categories":1887},[148],{"categories":1889},[87],{"categories":1891},[87],{"categories":1893},[148],{"categories":1895},[137],{"categories":1897},[87],{"categories":1899},[87],{"categories":1901},[87],{"categories":1903},[920],{"categories":1905},[87],{"categories":1907},[148],{"categories":1909},[87],{"categories":1911},[251],{"categories":1913},[148],{"categories":1915},[129],{"categories":1917},[87],{"categories":1919},[87],{"categories":1921},[87],{"categories":1923},[222],{"categories":1925},[87],{"categories":1927},[87],{"categories":1929},[87],{"categories":1931},[87],{"categories":1933},[129],{"categories":1935},[134],{"categories":1937},[87,124],{"categories":1939},[465],{"categories":1941},[87],{"categories":1943},[87],{"categories":1945},[148],{"categories":1947},[148],{"categories":1949},[222],{"categories":1951},[134],{"categories":1953},[134],{"categories":1955},[148],{"categories":1957},[87],{"categories":1959},[87],{"categories":1961},[87],{"categories":1963},[],{"categories":1965},[],{"categories":1967},[87],{"categories":1969},[173],{"categories":1971},[87],{"categories":1973},[134],{"categories":1975},[],{"categories":1977},[87],{"categories":1979},[87],{"categories":1981},[148],{"categories":1983},[173],{"categories":1985},[170],{"categories":1987},[222],{"categories":1989},[87],{"categories":1991},[134],{"categories":1993},[87],{"categories":1995},[148],{"categories":1997},[],{"categories":1999},[134],{"categories":2001},[87],{"categories":2003},[87],{"categories":2005},[87],{"categories":2007},[87],{"categories":2009},[],{"categories":2011},[134],{"categories":2013},[87],{"categories":2015},[87],{"categories":2017},[87],{"categories":2019},[],{"categories":2021},[134],{"categories":2023},[87],{"categories":2025},[87],{"categories":2027},[129],{"categories":2029},[87],{"categories":2031},[87],{"categories":2033},[],{"categories":2035},[124],{"categories":2037},[87],{"categories":2039},[87],{"categories":2041},[87],{"categories":2043},[222],{"categories":2045},[87],{"categories":2047},[148],{"categories":2049},[87],{"categories":2051},[124],{"categories":2053},[87],{"categories":2055},[148],{"categories":2057},[251],{"categories":2059},[134],{"categories":2061},[134],{"categories":2063},[87],{"categories":2065},[87],{"categories":2067},[87,222],{"categories":2069},[87],{"categories":2071},[134],{"categories":2073},[170],{"categories":2075},[87],{"categories":2077},[170],{"categories":2079},[134],{"categories":2081},[222],{"categories":2083},[87],{"categories":2085},[],{"categories":2087},[148],{"categories":2089},[292],{"categories":2091},[222],{"categories":2093},[148],{"categories":2095},[87],{"categories":2097},[137],{"categories":2099},[87],{"categories":2101},[87],{"categories":2103},[134],{"categories":2105},[],{"categories":2107},[],{"categories":2109},[87],{"categories":2111},[],{"categories":2113},[],{"categories":2115},[137],{"categories":2117},[148],{"categories":2119},[87],{"categories":2121},[134],{"categories":2123},[134],{"categories":2125},[129],{"categories":2127},[134],{"categories":2129},[292],{"categories":2131},[87],{"categories":2133},[87],{"categories":2135},[87],{"categories":2137},[159],{"categories":2139},[87],{"categories":2141},[87],{"categories":2143},[87],{"categories":2145},[148],{"categories":2147},[134],{"categories":2149},[87],{"categories":2151},[87],{"categories":2153},[148],{"categories":2155},[409],{"categories":2157},[134],{"categories":2159},[893],{"categories":2161},[],{"categories":2163},[222],{"categories":2165},[1807],{"categories":2167},[148],{"categories":2169},[],{"categories":2171},[],{"categories":2173},[87],{"categories":2175},[134],{"categories":2177},[],{"categories":2179},[],{"categories":2181},[87],{"categories":2183},[251],{"categories":2185},[87],{"categories":2187},[251],{"categories":2189},[134],{"categories":2191},[87],{"categories":2193},[87],{"categories":2195},[148],{"categories":2197},[137],{"categories":2199},[],{"categories":2201},[87],{"categories":2203},[87],{"categories":2205},[148],{"categories":2207},[1744],{"categories":2209},[222],{"categories":2211},[222],{"categories":2213},[87],{"categories":2215},[134],{"categories":2217},[124],{"categories":2219},[87],{"categories":2221},[87],{"categories":2223},[87],{"categories":2225},[87],{"categories":2227},[222],{"categories":2229},[222],{"categories":2231},[134],{"categories":2233},[134],{"categories":2235},[134],{"categories":2237},[87],{"categories":2239},[87],{"categories":2241},[],{"categories":2243},[87],{"categories":2245},[],{"categories":2247},[2248],"Interaction & Product Design",{"categories":2250},[87],{"categories":2252},[134],{"categories":2254},[148],{"categories":2256},[321],{"categories":2258},[170],{"categories":2260},[148],{"categories":2262},[87],{"categories":2264},[87],{"categories":2266},[87],{"categories":2268},[148],{"categories":2270},[87],{"categories":2272},[124],{"categories":2274},[134],{"categories":2276},[87],{"categories":2278},[],{"categories":2280},[134],{"categories":2282},[134],{"categories":2284},[134],{"categories":2286},[],{"categories":2288},[148],{"categories":2290},[87],{"categories":2292},[134],{"categories":2294},[124],{"categories":2296},[2248],{"categories":2298},[87],{"categories":2300},[124],{"categories":2302},[124],{"categories":2304},[],{"categories":2306},[134],{"categories":2308},[148],{"categories":2310},[],{"categories":2312},[134],{"categories":2314},[170],{"categories":2316},[87],{"categories":2318},[134],{"categories":2320},[87],{"categories":2322},[134],{"categories":2324},[134],{"categories":2326},[87],{"categories":2328},[87],{"categories":2330},[170],{"categories":2332},[173],{"categories":2334},[87],{"categories":2336},[137],{"categories":2338},[148],{"categories":2340},[2341],"Coding Agents & Dev Productivity",{"categories":2343},[170],{"categories":2345},[222],{"categories":2347},[87],{"categories":2349},[87],{"categories":2351},[],{"categories":2353},[87],{"categories":2355},[893],{"categories":2357},[],{"categories":2359},[87],{"categories":2361},[87],{"categories":2363},[292],{"categories":2365},[87],{"categories":2367},[170],{"categories":2369},[],{"categories":2371},[],{"categories":2373},[87],{"categories":2375},[],{"categories":2377},[134],{"categories":2379},[87],{"categories":2381},[],{"categories":2383},[148],{"categories":2385},[148],{"categories":2387},[87],{"categories":2389},[173],{"categories":2391},[],{"categories":2393},[87],{"categories":2395},[87],{"categories":2397},[87],{"categories":2399},[173],{"categories":2401},[148],{"categories":2403},[134],{"categories":2405},[],{"categories":2407},[],{"categories":2409},[87],{"categories":2411},[87],{"categories":2413},[134],{"categories":2415},[134],{"categories":2417},[386],{"categories":2419},[148],{"categories":2421},[148],{"categories":2423},[134],{"categories":2425},[170],{"categories":2427},[170],{"categories":2429},[134],{"categories":2431},[134],{"categories":2433},[87],{"categories":2435},[124],{"categories":2437},[2248],{"categories":2439},[137],{"categories":2441},[87,292],{"categories":2443},[173],{"categories":2445},[],{"categories":2447},[222],{"categories":2449},[134],{"categories":2451},[148],{"categories":2453},[124],{"categories":2455},[87],{"categories":2457},[134],{"categories":2459},[2460],"The Designer's Role & Craft",{"categories":2462},[222],{"categories":2464},[],{"categories":2466},[134],{"categories":2468},[87],{"categories":2470},[134],{"categories":2472},[134],{"categories":2474},[87],{"categories":2476},[251],{"categories":2478},[87],{"categories":2480},[148],{"categories":2482},[87],{"categories":2484},[222],{"categories":2486},[87],{"categories":2488},[],{"categories":2490},[134],{"categories":2492},[222],{"categories":2494},[137],{"categories":2496},[87],{"categories":2498},[87],{"categories":2500},[87],{"categories":2502},[2503],"AI UX Patterns",{"categories":2505},[134],{"categories":2507},[134],{"categories":2509},[134],{"categories":2511},[134],{"categories":2513},[251],{"categories":2515},[173],{"categories":2517},[87],{"categories":2519},[134],{"categories":2521},[87],{"categories":2523},[1245],{"categories":2525},[],{"categories":2527},[251],{"categories":2529},[134],{"categories":2531},[170],{"categories":2533},[148],{"categories":2535},[87],{"categories":2537},[134],{"categories":2539},[],{"categories":2541},[],{"categories":2543},[87],{"categories":2545},[87],{"categories":2547},[134],{"categories":2549},[87],{"categories":2551},[134],{"categories":2553},[386],{"categories":2555},[222],{"categories":2557},[87],{"categories":2559},[170],{"categories":2561},[148],{"categories":2563},[87],{"categories":2565},[134],{"categories":2567},[134],{"categories":2569},[],{"categories":2571},[87],{"categories":2573},[],{"categories":2575},[87],{"categories":2577},[],{"categories":2579},[87],{"categories":2581},[87],{"categories":2583},[87],{"categories":2585},[134],{"categories":2587},[148],{"categories":2589},[],{"categories":2591},[],{"categories":2593},[173],{"categories":2595},[159],{"categories":2597},[87],{"categories":2599},[87],{"categories":2601},[87],{"categories":2603},[173],{"categories":2605},[87],{"categories":2607},[87],{"categories":2609},[170],{"categories":2611},[87],{"categories":2613},[87],{"categories":2615},[87],{"categories":2617},[134],{"categories":2619},[87],{"categories":2621},[134],{"categories":2623},[87],{"categories":2625},[87],{"categories":2627},[87],{"categories":2629},[134],{"categories":2631},[],{"categories":2633},[87],{"categories":2635},[],{"categories":2637},[87],{"categories":2639},[87],{"categories":2641},[292],{"categories":2643},[87],{"categories":2645},[],{"categories":2647},[],{"categories":2649},[222],{"categories":2651},[920],{"categories":2653},[134],{"categories":2655},[124],{"categories":2657},[2460],{"categories":2659},[],{"categories":2661},[],{"categories":2663},[87],{"categories":2665},[],{"categories":2667},[],{"categories":2669},[148],{"categories":2671},[170],{"categories":2673},[251],{"categories":2675},[134],{"categories":2677},[129],{"categories":2679},[87],{"categories":2681},[87],{"categories":2683},[129],{"categories":2685},[],{"categories":2687},[222],{"categories":2689},[137],{"categories":2691},[87],{"categories":2693},[87],{"categories":2695},[134],{"categories":2697},[129],{"categories":2699},[87],{"categories":2701},[87],{"categories":2703},[124],{"categories":2705},[87],{"categories":2707},[87],{"categories":2709},[],{"categories":2711},[124],{"categories":2713},[87],{"categories":2715},[251],{"categories":2717},[134],{"categories":2719},[170],{"categories":2721},[87],{"categories":2723},[148],{"categories":2725},[87],{"categories":2727},[87],{"categories":2729},[129],{"categories":2731},[87],{"categories":2733},[87],{"categories":2735},[87],{"categories":2737},[134],{"categories":2739},[87],{"categories":2741},[],{"categories":2743},[87],{"categories":2745},[148],{"categories":2747},[124],{"categories":2749},[87],{"categories":2751},[87],{"categories":2753},[87],{"categories":2755},[],{"categories":2757},[87],{"categories":2759},[465],{"categories":2761},[134],{"categories":2763},[129],{"categories":2765},[170],{"categories":2767},[87],{"categories":2769},[87],{"categories":2771},[],{"categories":2773},[129],{"categories":2775},[129],{"categories":2777},[87],{"categories":2779},[87],{"categories":2781},[137],{"categories":2783},[87],{"categories":2785},[87],{"categories":2787},[87],{"categories":2789},[87],{"categories":2791},[148],{"categories":2793},[148],{"categories":2795},[87],{"categories":2797},[],{"categories":2799},[148],{"categories":2801},[87],{"categories":2803},[148],{"categories":2805},[134],{"categories":2807},[570],{"categories":2809},[],{"categories":2811},[],{"categories":2813},[87],{"categories":2815},[170],{"categories":2817},[],{"categories":2819},[292],{"categories":2821},[87],{"categories":2823},[87],{"categories":2825},[87],{"categories":2827},[222],{"categories":2829},[882],{"categories":2831},[],{"categories":2833},[87],{"categories":2835},[87],{"categories":2837},[87],{"categories":2839},[148],{"categories":2841},[87],{"categories":2843},[87],{"categories":2845},[87,292],{"categories":2847},[87],{"categories":2849},[87],{"categories":2851},[222],{"categories":2853},[134],{"categories":2855},[],{"categories":2857},[134],{"categories":2859},[134],{"categories":2861},[87],{"categories":2863},[87],{"categories":2865},[87],{"categories":2867},[87],{"categories":2869},[173],{"categories":2871},[87],{"categories":2873},[2503],{"categories":2875},[124],{"categories":2877},[173],{"categories":2879},[124],{"categories":2881},[148],{"categories":2883},[222],{"categories":2885},[134],{"categories":2887},[87],{"categories":2889},[],{"categories":2891},[129],{"categories":2893},[87],{"categories":2895},[87],{"categories":2897},[170],{"categories":2899},[87],{"categories":2901},[87],{"categories":2903},[87],{"categories":2905},[134],{"categories":2907},[87],{"categories":2909},[87],{"categories":2911},[87],{"categories":2913},[129],{"categories":2915},[],{"categories":2917},[292],{"categories":2919},[87],{"categories":2921},[386],{"categories":2923},[222],{"categories":2925},[222],{"categories":2927},[148],{"categories":2929},[134],{"categories":2931},[87],{"categories":2933},[129],{"categories":2935},[170],{"categories":2937},[87],{"categories":2939},[87],{"categories":2941},[87],{"categories":2943},[222],{"categories":2945},[134],{"categories":2947},[134],{"categories":2949},[87],{"categories":2951},[87],{"categories":2953},[524],{"categories":2955},[134],{"categories":2957},[],{"categories":2959},[87],{"categories":2961},[87],{"categories":2963},[87],{"categories":2965},[],{"categories":2967},[],{"categories":2969},[87],{"categories":2971},[87],{"categories":2973},[134],{"categories":2975},[87],{"categories":2977},[87],{"categories":2979},[87],{"categories":2981},[148],{"categories":2983},[87],{"categories":2985},[87],{"categories":2987},[134],{"categories":2989},[87],{"categories":2991},[87],{"categories":2993},[87],{"categories":2995},[87],{"categories":2997},[87],{"categories":2999},[],{"categories":3001},[148],{"categories":3003},[173],{"categories":3005},[87],{"categories":3007},[134],{"categories":3009},[134],{"categories":3011},[87],{"categories":3013},[87],{"categories":3015},[],{"categories":3017},[],{"categories":3019},[87],{"categories":3021},[87],{"categories":3023},[87],{"categories":3025},[170],{"categories":3027},[173],{"categories":3029},[],{"categories":3031},[87],{"categories":3033},[222],{"categories":3035},[87],{"categories":3037},[292],{"categories":3039},[1807],{"categories":3041},[170],{"categories":3043},[148],{"categories":3045},[87],{"categories":3047},[148],{"categories":3049},[148],{"categories":3051},[87],{"categories":3053},[87],{"categories":3055},[148],{"categories":3057},[170],{"categories":3059},[170],{"categories":3061},[292],{"categories":3063},[134],{"categories":3065},[],{"categories":3067},[170],{"categories":3069},[87],{"categories":3071},[134],{"categories":3073},[124],{"categories":3075},[148],{"categories":3077},[87],{"categories":3079},[170],{"categories":3081},[],{"categories":3083},[87],{"categories":3085},[148],{"categories":3087},[148],{"categories":3089},[173],{"categories":3091},[87],{"categories":3093},[170],{"categories":3095},[87],{"categories":3097},[148],{"categories":3099},[134],{"categories":3101},[134],{"categories":3103},[170],{"categories":3105},[134],{"categories":3107},[292],{"categories":3109},[134],{"categories":3111},[87],{"categories":3113},[87],{"categories":3115},[87],{"categories":3117},[87],{"categories":3119},[148],{"categories":3121},[87],{"categories":3123},[],{"categories":3125},[134],{"categories":3127},[129],{"categories":3129},[148],{"categories":3131},[],{"categories":3133},[],{"categories":3135},[87],{"categories":3137},[134],{"categories":3139},[87],{"categories":3141},[87],{"categories":3143},[3144],"Frameworks & Tooling",{"categories":3146},[87],{"categories":3148},[87],{"categories":3150},[148],{"categories":3152},[87],{"categories":3154},[87],{"categories":3156},[],{"categories":3158},[173],{"categories":3160},[173],{"categories":3162},[124],{"categories":3164},[87],{"categories":3166},[134],{"categories":3168},[87],{"categories":3170},[222],{"categories":3172},[],{"categories":3174},[1807],{"categories":3176},[87],{"categories":3178},[148],{"categories":3180},[87],{"categories":3182},[292],{"categories":3184},[292],{"categories":3186},[],{"categories":3188},[134],{"categories":3190},[134],{"categories":3192},[87],{"categories":3194},[87],{"categories":3196},[170],{"categories":3198},[134],{"categories":3200},[170],{"categories":3202},[87],{"categories":3204},[134],{"categories":3206},[],{"categories":3208},[222],{"categories":3210},[87],{"categories":3212},[87],{"categories":3214},[],{"categories":3216},[87],{"categories":3218},[134],{"categories":3220},[87],{"categories":3222},[87],{"categories":3224},[87],{"categories":3226},[],{"categories":3228},[148],{"categories":3230},[87],{"categories":3232},[148],{"categories":3234},[292],{"categories":3236},[87],{"categories":3238},[87],{"categories":3240},[87],{"categories":3242},[148],{"categories":3244},[129],{"categories":3246},[87],{"categories":3248},[1807],{"categories":3250},[],{"categories":3252},[134],{"categories":3254},[124],{"categories":3256},[87],{"categories":3258},[124],{"categories":3260},[87],{"categories":3262},[],{"categories":3264},[134],{"categories":3266},[87],{"categories":3268},[87],{"categories":3270},[3271],"AI Design Tooling",{"categories":3273},[222],{"categories":3275},[87],{"categories":3277},[87],{"categories":3279},[148],{"categories":3281},[222],{"categories":3283},[87],{"categories":3285},[87],{"categories":3287},[148],{"categories":3289},[170],{"categories":3291},[137],{"categories":3293},[148],{"categories":3295},[87],{"categories":3297},[87],{"categories":3299},[87],{"categories":3301},[134],{"categories":3303},[87],{"categories":3305},[],{"categories":3307},[134],{"categories":3309},[87],{"categories":3311},[87],{"categories":3313},[134],{"categories":3315},[87],{"categories":3317},[87],{"categories":3319},[87],{"categories":3321},[134],{"categories":3323},[],{"categories":3325},[134],{"categories":3327},[3144],{"categories":3329},[87],{"categories":3331},[87],{"categories":3333},[134],{"categories":3335},[134],{"categories":3337},[148],{"categories":3339},[148],{"categories":3341},[87],{"categories":3343},[],{"categories":3345},[148],{"categories":3347},[87],{"categories":3349},[87],{"categories":3351},[134],{"categories":3353},[129],{"categories":3355},[87],{"categories":3357},[],{"categories":3359},[87],{"categories":3361},[87],{"categories":3363},[2248],{"categories":3365},[],{"categories":3367},[87],{"categories":3369},[87],{"categories":3371},[87],{"categories":3373},[87],{"categories":3375},[222],{"categories":3377},[87],{"categories":3379},[],{"categories":3381},[87],{"categories":3383},[87],{"categories":3385},[87],{"categories":3387},[87],{"categories":3389},[251],{"categories":3391},[170],{"categories":3393},[87],{"categories":3395},[87],{"categories":3397},[1807],{"categories":3399},[124],{"categories":3401},[87],{"categories":3403},[87],{"categories":3405},[173],{"categories":3407},[87],{"categories":3409},[87],{"categories":3411},[170],{"categories":3413},[134],{"categories":3415},[],{"categories":3417},[87],{"categories":3419},[87],{"categories":3421},[222],{"categories":3423},[87],{"categories":3425},[251],{"categories":3427},[134],{"categories":3429},[87],{"categories":3431},[134],{"categories":3433},[],{"categories":3435},[],{"categories":3437},[],{"categories":3439},[124],{"categories":3441},[170],{"categories":3443},[134],{"categories":3445},[87],{"categories":3447},[87],{"categories":3449},[87],{"categories":3451},[87],{"categories":3453},[409],{"categories":3455},[222],{"categories":3457},[134],{"categories":3459},[87],{"categories":3461},[],{"categories":3463},[134],{"categories":3465},[134],{"categories":3467},[],{"categories":3469},[87],{"categories":3471},[134],{"categories":3473},[87],{"categories":3475},[],{"categories":3477},[87],{"categories":3479},[87],{"categories":3481},[87],{"categories":3483},[170],{"categories":3485},[222],{"categories":3487},[134],{"categories":3489},[222],{"categories":3491},[134],{"categories":3493},[87],{"categories":3495},[129],{"categories":3497},[],{"categories":3499},[],{"categories":3501},[87],{"categories":3503},[87],{"categories":3505},[87],{"categories":3507},[124],{"categories":3509},[134],{"categories":3511},[170],{"categories":3513},[],{"categories":3515},[222],{"categories":3517},[],{"categories":3519},[148],{"categories":3521},[87],{"categories":3523},[148],{"categories":3525},[222],{"categories":3527},[148],{"categories":3529},[87],{"categories":3531},[],{"categories":3533},[87],{"categories":3535},[87],{"categories":3537},[],{"categories":3539},[87],{"categories":3541},[87],{"categories":3543},[251],{"categories":3545},[87],{"categories":3547},[87],{"categories":3549},[292],{"categories":3551},[148],{"categories":3553},[87],{"categories":3555},[],{"categories":3557},[134],{"categories":3559},[87],{"categories":3561},[124],{"categories":3563},[524],{"categories":3565},[87],{"categories":3567},[87],{"categories":3569},[134],{"categories":3571},[87],{"categories":3573},[134],{"categories":3575},[87],{"categories":3577},[87],{"categories":3579},[87],{"categories":3581},[87],{"categories":3583},[],{"categories":3585},[87],{"categories":3587},[124],{"categories":3589},[87],{"categories":3591},[129],{"categories":3593},[148],{"categories":3595},[222],{"categories":3597},[],{"categories":3599},[87],{"categories":3601},[],{"categories":3603},[134],{"categories":3605},[87],{"categories":3607},[],{"categories":3609},[134],{"categories":3611},[87],{"categories":3613},[148],{"categories":3615},[222],{"categories":3617},[170],{"categories":3619},[87],{"categories":3621},[170],{"categories":3623},[134],{"categories":3625},[222],{"categories":3627},[87],{"categories":3629},[],{"categories":3631},[87],{"categories":3633},[159],{"categories":3635},[134],{"categories":3637},[87],{"categories":3639},[222],{"categories":3641},[170],{"categories":3643},[129],{"categories":3645},[148],{"categories":3647},[87],{"categories":3649},[87],{"categories":3651},[87],{"categories":3653},[87],{"categories":3655},[170],{"categories":3657},[251],{"categories":3659},[],{"categories":3661},[],{"categories":3663},[173],{"categories":3665},[465],{"categories":3667},[87],{"categories":3669},[134],{"categories":3671},[87,148],{"categories":3673},[170],{"categories":3675},[87],{"categories":3677},[87],{"categories":3679},[87],{"categories":3681},[87],{"categories":3683},[87],{"categories":3685},[87],{"categories":3687},[87],{"categories":3689},[134],{"categories":3691},[87],{"categories":3693},[134],{"categories":3695},[87],{"categories":3697},[87],{"categories":3699},[87],{"categories":3701},[],{"categories":3703},[87],{"categories":3705},[1245],{"categories":3707},[148],{"categories":3709},[222],{"categories":3711},[87],{"categories":3713},[87],{"categories":3715},[87],{"categories":3717},[173],{"categories":3719},[134],{"categories":3721},[251],{"categories":3723},[292],{"categories":3725},[],{"categories":3727},[148],{"categories":3729},[87],{"categories":3731},[129],{"categories":3733},[134],{"categories":3735},[124],{"categories":3737},[134],{"categories":3739},[87],{"categories":3741},[134],{"categories":3743},[134],{"categories":3745},[137],{"categories":3747},[148],{"categories":3749},[87],{"categories":3751},[87],{"categories":3753},[],{"categories":3755},[],{"categories":3757},[],{"categories":3759},[292],{"categories":3761},[87],{"categories":3763},[170],{"categories":3765},[87],{"categories":3767},[87],{"categories":3769},[87],{"categories":3771},[87],{"categories":3773},[],{"categories":3775},[87],{"categories":3777},[173],{"categories":3779},[129],{"categories":3781},[134],{"categories":3783},[87],{"categories":3785},[],{"categories":3787},[87],{"categories":3789},[134],{"categories":3791},[87],{"categories":3793},[292],{"categories":3795},[],{"categories":3797},[222],{"categories":3799},[222],{"categories":3801},[87],{"categories":3803},[134],{"categories":3805},[],{"categories":3807},[148],{"categories":3809},[87],{"categories":3811},[222],{"categories":3813},[87],{"categories":3815},[129],{"categories":3817},[134],{"categories":3819},[87],{"categories":3821},[],{"categories":3823},[170],{"categories":3825},[87],{"categories":3827},[87],{"categories":3829},[87],{"categories":3831},[222],{"categories":3833},[134],{"categories":3835},[170],{"categories":3837},[],{"categories":3839},[134],{"categories":3841},[129],{"categories":3843},[134],{"categories":3845},[222],{"categories":3847},[87],{"categories":3849},[87],{"categories":3851},[87],{"categories":3853},[465],{"categories":3855},[87],{"categories":3857},[134],{"categories":3859},[],{"categories":3861},[87],{"categories":3863},[87],{"categories":3865},[292],{"categories":3867},[170],{"categories":3869},[173],{"categories":3871},[570],{"categories":3873},[173],{"categories":3875},[173],{"categories":3877},[87],{"categories":3879},[],{"categories":3881},[],{"categories":3883},[],{"categories":3885},[134],{"categories":3887},[87],{"categories":3889},[134],{"categories":3891},[134],{"categories":3893},[148],{"categories":3895},[87],{"categories":3897},[442],{"categories":3899},[148],{"categories":3901},[134],{"categories":3903},[87],{"categories":3905},[87],{"categories":3907},[87],{"categories":3909},[87],{"categories":3911},[87],{"categories":3913},[134],{"categories":3915},[87],{"categories":3917},[],{"categories":3919},[],{"categories":3921},[87],{"categories":3923},[],{"categories":3925},[87],{"categories":3927},[134],{"categories":3929},[222],{"categories":3931},[87],{"categories":3933},[87],{"categories":3935},[],{"categories":3937},[134],{"categories":3939},[87],{"categories":3941},[87],{"categories":3943},[137],{"categories":3945},[87],{"categories":3947},[222],{"categories":3949},[87],{"categories":3951},[134],{"categories":3953},[129],{"categories":3955},[87],{"categories":3957},[87],{"categories":3959},[251],{"categories":3961},[134],{"categories":3963},[87],{"categories":3965},[87],{"categories":3967},[882],{"categories":3969},[87],{"categories":3971},[134],{"categories":3973},[87],{"categories":3975},[148],{"categories":3977},[87],{"categories":3979},[524],{"categories":3981},[222],{"categories":3983},[],{"categories":3985},[87],{"categories":3987},[87],{"categories":3989},[170],{"categories":3991},[465],{"categories":3993},[134],{"categories":3995},[87],{"categories":3997},[],{"categories":3999},[170],{"categories":4001},[386],{"categories":4003},[134],{"categories":4005},[134],{"categories":4007},[134],{"categories":4009},[87],{"categories":4011},[87],{"categories":4013},[134],{"categories":4015},[],{"categories":4017},[129],{"categories":4019},[87],{"categories":4021},[129],{"categories":4023},[134],{"categories":4025},[],{"categories":4027},[148],{"categories":4029},[87],{"categories":4031},[87],{"categories":4033},[124],{"categories":4035},[87],{"categories":4037},[170],{"categories":4039},[292],{"categories":4041},[159],{"categories":4043},[134],{"categories":4045},[134],{"categories":4047},[87],{"categories":4049},[87],{"categories":4051},[134],{"categories":4053},[87],{"categories":4055},[124],{"categories":4057},[],{"categories":4059},[134],{"categories":4061},[87],{"categories":4063},[87],{"categories":4065},[87],{"categories":4067},[134],{"categories":4069},[87],{"categories":4071},[],{"categories":4073},[87],{"categories":4075},[],{"categories":4077},[222],{"categories":4079},[134],{"categories":4081},[87,129],{"categories":4083},[134],{"categories":4085},[87],{"categories":4087},[],{"categories":4089},[124],{"categories":4091},[173],{"categories":4093},[129],{"categories":4095},[87],{"categories":4097},[148],{"categories":4099},[87],{"categories":4101},[87],{"categories":4103},[134],{"categories":4105},[87],{"categories":4107},[87],{"categories":4109},[87],{"categories":4111},[170],{"categories":4113},[1245],{"categories":4115},[134],{"categories":4117},[87],{"categories":4119},[],{"categories":4121},[],{"categories":4123},[87],{"categories":4125},[134],{"categories":4127},[87],{"categories":4129},[87],{"categories":4131},[292],{"categories":4133},[],{"categories":4135},[87],{"categories":4137},[134],{"categories":4139},[159],{"categories":4141},[134],{"categories":4143},[465],{"categories":4145},[],{"categories":4147},[409],{"categories":4149},[134],{"categories":4151},[87],{"categories":4153},[87],{"categories":4155},[251],{"categories":4157},[134],{"categories":4159},[87],{"categories":4161},[173],{"categories":4163},[137],{"categories":4165},[134],{"categories":4167},[87],{"categories":4169},[465],{"categories":4171},[87],{"categories":4173},[292],{"categories":4175},[129],{"categories":4177},[],{"categories":4179},[87],{"categories":4181},[87],{"categories":4183},[251],{"categories":4185},[222],{"categories":4187},[87],{"categories":4189},[87],{"categories":4191},[87],{"categories":4193},[],{"categories":4195},[251],{"categories":4197},[170],{"categories":4199},[87],{"categories":4201},[87],{"categories":4203},[87],{"categories":4205},[570],{"categories":4207},[124],{"categories":4209},[87],{"categories":4211},[137],{"categories":4213},[87],{"categories":4215},[],{"categories":4217},[],{"categories":4219},[222],{"categories":4221},[87],{"categories":4223},[173],{"categories":4225},[251],{"categories":4227},[134],{"categories":4229},[87],{"categories":4231},[87],{"categories":4233},[251],{"categories":4235},[170],{"categories":4237},[87],{"categories":4239},[],{"categories":4241},[87],{"categories":4243},[87],{"categories":4245},[],{"categories":4247},[87],{"categories":4249},[87],{"categories":4251},[595],{"categories":4253},[87],{"categories":4255},[87],{"categories":4257},[134],{"categories":4259},[148],{"categories":4261},[465],{"categories":4263},[87],{"categories":4265},[87],{"categories":4267},[87],{"categories":4269},[],{"categories":4271},[87,148],{"categories":4273},[170],{"categories":4275},[134],{"categories":4277},[148],{"categories":4279},[134],{"categories":4281},[920],{"categories":4283},[148],{"categories":4285},[148],{"categories":4287},[134],{"categories":4289},[87],{"categories":4291},[124],{"categories":4293},[],{"categories":4295},[],{"categories":4297},[134],{"categories":4299},[87],{"categories":4301},[148],{"categories":4303},[87],{"categories":4305},[124],{"categories":4307},[148],{"categories":4309},[148],{"categories":4311},[87],{"categories":4313},[251],{"categories":4315},[87],{"categories":4317},[148],{"categories":4319},[87],{"categories":4321},[],{"categories":4323},[87],{"categories":4325},[87],{"categories":4327},[222,87],{"categories":4329},[292],{"categories":4331},[124],{"categories":4333},[87],{"categories":4335},[],{"categories":4337},[87],{"categories":4339},[87],{"categories":4341},[129],{"categories":4343},[87],{"categories":4345},[129],{"categories":4347},[87],{"categories":4349},[87],{"categories":4351},[386],{"categories":4353},[87],{"categories":4355},[129],{"categories":4357},[148],{"categories":4359},[173],{"categories":4361},[134],{"categories":4363},[87],{"categories":4365},[148],{"categories":4367},[87],{"categories":4369},[87],{"categories":4371},[170],{"categories":4373},[251],{"categories":4375},[222],{"categories":4377},[87],{"categories":4379},[87],{"categories":4381},[87],{"categories":4383},[87],{"categories":4385},[124],{"categories":4387},[87],{"categories":4389},[134],{"categories":4391},[134],{"categories":4393},[148],{"categories":4395},[170],{"categories":4397},[148],{"categories":4399},[148],{"categories":4401},[87],{"categories":4403},[87],{"categories":4405},[],{"categories":4407},[],{"categories":4409},[173],{"categories":4411},[87],{"categories":4413},[148],{"categories":4415},[87],{"categories":4417},[222],{"categories":4419},[465],{"categories":4421},[409],{"categories":4423},[386],{"categories":4425},[87],{"categories":4427},[87],{"categories":4429},[87],{"categories":4431},[173],{"categories":4433},[87],{"categories":4435},[87],{"categories":4437},[87],{"categories":4439},[87],{"categories":4441},[87],{"categories":4443},[87],{"categories":4445},[87],{"categories":4447},[134],{"categories":4449},[124],{"categories":4451},[134],{"categories":4453},[87,129],{"categories":4455},[],{"categories":4457},[222],{"categories":4459},[],{"categories":4461},[137],{"categories":4463},[87],{"categories":4465},[170],{"categories":4467},[124],{"categories":4469},[87],{"categories":4471},[124],{"categories":4473},[134],{"categories":4475},[173],{"categories":4477},[134],{"categories":4479},[137],{"categories":4481},[134],{"categories":4483},[87],{"categories":4485},[87],{"categories":4487},[129],{"categories":4489},[134],{"categories":4491},[148],{"categories":4493},[251],{"categories":4495},[87],{"categories":4497},[87],{"categories":4499},[],{"categories":4501},[170],{"categories":4503},[87],{"categories":4505},[87],{"categories":4507},[87],{"categories":4509},[87],{"categories":4511},[87],{"categories":4513},[87],{"categories":4515},[148],{"categories":4517},[170],{"categories":4519},[148],{"categories":4521},[148],{"categories":4523},[87],{"categories":4525},[87],{"categories":4527},[87],{"categories":4529},[87],{"categories":4531},[409],{"categories":4533},[87],{"categories":4535},[134],{"categories":4537},[170],{"categories":4539},[87],{"categories":4541},[87],{"categories":4543},[87],{"categories":4545},[134],{"categories":4547},[87],{"categories":4549},[87],{"categories":4551},[87],{"categories":4553},[3144],{"categories":4555},[4556],"Clinical AI",{"categories":4558},[222],{"categories":4560},[87],{"categories":4562},[87],{"categories":4564},[87],{"categories":4566},[87],{"categories":4568},[292],{"categories":4570},[2503],{"categories":4572},[87],{"categories":4574},[137],{"categories":4576},[222],{"categories":4578},[87],{"categories":4580},[134],{"categories":4582},[87],{"categories":4584},[87],{"categories":4586},[170],{"categories":4588},[87],{"categories":4590},[134],{"categories":4592},[148],{"categories":4594},[251],{"categories":4596},[87],{"categories":4598},[87],{"categories":4600},[129],{"categories":4602},[87],{"categories":4604},[87],{"categories":4606},[524],{"categories":4608},[87],{"categories":4610},[],{"categories":4612},[134],{"categories":4614},[87],{"categories":4616},[148],{"categories":4618},[124],{"categories":4620},[87],{"categories":4622},[],{"categories":4624},[],{"categories":4626},[87],{"categories":4628},[],{"categories":4630},[129],{"categories":4632},[87],{"categories":4634},[87],{"categories":4636},[134],{"categories":4638},[87],{"categories":4640},[170],{"categories":4642},[170],{"categories":4644},[170],{"categories":4646},[170],{"categories":4648},[],{"categories":4650},[124],{"categories":4652},[134],{"categories":4654},[170],{"categories":4656},[87],{"categories":4658},[595],{"categories":4660},[137],{"categories":4662},[134],{"categories":4664},[87],{"categories":4666},[124],{"categories":4668},[87],{"categories":4670},[134],{"categories":4672},[87],{"categories":4674},[87],{"categories":4676},[87],{"categories":4678},[87,134],{"categories":4680},[134],{"categories":4682},[292],{"categories":4684},[170],{"categories":4686},[134],{"categories":4688},[170],{"categories":4690},[134],{"categories":4692},[87],{"categories":4694},[],{"categories":4696},[170],{"categories":4698},[251],{"categories":4700},[124],{"categories":4702},[87],{"categories":4704},[87],{"categories":4706},[],{"categories":4708},[148],{"categories":4710},[],{"categories":4712},[124],{"categories":4714},[134],{"categories":4716},[170],{"categories":4718},[87],{"categories":4720},[170],{"categories":4722},[124],{"categories":4724},[170],{"categories":4726},[170],{"categories":4728},[],{"categories":4730},[129],{"categories":4732},[134],{"categories":4734},[170],{"categories":4736},[170],{"categories":4738},[170],{"categories":4740},[170],{"categories":4742},[170],{"categories":4744},[170],{"categories":4746},[170],{"categories":4748},[170],{"categories":4750},[170],{"categories":4752},[170],{"categories":4754},[173],{"categories":4756},[124],{"categories":4758},[87],{"categories":4760},[87],{"categories":4762},[134],{"categories":4764},[134],{"categories":4766},[],{"categories":4768},[87],{"categories":4770},[87,124],{"categories":4772},[],{"categories":4774},[134],{"categories":4776},[87],{"categories":4778},[170],{"categories":4780},[134],{"categories":4782},[920],{"categories":4784},[87],{"categories":4786},[87],{"categories":4788},[87],{"categories":4790},[87],{"categories":4792},[87],{"categories":4794},[386],{"categories":4796},[87],{"categories":4798},[87],{"categories":4800},[134],{"categories":4802},[87],{"categories":4804},[87],{"categories":4806},[129],{"categories":4808},[137],{"categories":4810},[134],{"categories":4812},[134],{"categories":4814},[],{"categories":4816},[134],{"categories":4818},[222],{"categories":4820},[170],{"categories":4822},[87],{"categories":4824},[],{"categories":4826},[137],{"categories":4828},[],{"categories":4830},[148],{"categories":4832},[87],{"categories":4834},[134],{"categories":4836},[222],{"categories":4838},[87],{"categories":4840},[],{"categories":4842},[87],{"categories":4844},[87],{"categories":4846},[],{"categories":4848},[251],{"categories":4850},[87],{"categories":4852},[134],{"categories":4854},[],{"categories":4856},[],{"categories":4858},[170],{"categories":4860},[124],{"categories":4862},[87],{"categories":4864},[87],{"categories":4866},[129],{"categories":4868},[87],{"categories":4870},[87],{"categories":4872},[134],{"categories":4874},[87],{"categories":4876},[129],{"categories":4878},[129],{"categories":4880},[222],{"categories":4882},[],{"categories":4884},[87],{"categories":4886},[170],{"categories":4888},[],{"categories":4890},[87],{"categories":4892},[87],{"categories":4894},[222],{"categories":4896},[87],{"categories":4898},[87],{"categories":4900},[251],{"categories":4902},[87],{"categories":4904},[292],{"categories":4906},[],{"categories":4908},[134],{"categories":4910},[87],{"categories":4912},[251],{"categories":4914},[148],{"categories":4916},[],{"categories":4918},[87],{"categories":4920},[],{"categories":4922},[134],{"categories":4924},[222],{"categories":4926},[148],{"categories":4928},[],{"categories":4930},[3144],{"categories":4932},[129],{"categories":4934},[124],{"categories":4936},[87],{"categories":4938},[173],{"categories":4940},[134],{"categories":4942},[222],{"categories":4944},[87],{"categories":4946},[148],{"categories":4948},[],{"categories":4950},[],{"categories":4952},[87],{"categories":4954},[124],{"categories":4956},[87],{"categories":4958},[251],{"categories":4960},[],{"categories":4962},[134],{"categories":4964},[134],{"categories":4966},[87],{"categories":4968},[134],{"categories":4970},[87],{"categories":4972},[170],{"categories":4974},[148],{"categories":4976},[87],{"categories":4978},[134],{"categories":4980},[137],{"categories":4982},[87],{"categories":4984},[87],{"categories":4986},[87],{"categories":4988},[134],{"categories":4990},[87],{"categories":4992},[137],{"categories":4994},[251],{"categories":4996},[170],{"categories":4998},[],{"categories":5000},[251],{"categories":5002},[87],{"categories":5004},[],{"categories":5006},[148],{"categories":5008},[134],{"categories":5010},[],{"categories":5012},[87],{"categories":5014},[87],{"categories":5016},[87],{"categories":5018},[87],{"categories":5020},[87],{"categories":5022},[134],{"categories":5024},[129],{"categories":5026},[124],{"categories":5028},[134],{"categories":5030},[87],{"categories":5032},[222],{"categories":5034},[148],{"categories":5036},[148],{"categories":5038},[87],{"categories":5040},[173],{"categories":5042},[134],{"categories":5044},[87],{"categories":5046},[87],{"categories":5048},[134],{"categories":5050},[87],{"categories":5052},[87],{"categories":5054},[134],{"categories":5056},[129],{"categories":5058},[87],{"categories":5060},[222],{"categories":5062},[148],{"categories":5064},[134],{"categories":5066},[87],{"categories":5068},[137],{"categories":5070},[87],{"categories":5072},[134],{"categories":5074},[87],{"categories":5076},[87],{"categories":5078},[170],{"categories":5080},[87],{"categories":5082},[],{"categories":5084},[124],{"categories":5086},[87],{"categories":5088},[87],{"categories":5090},[87],{"categories":5092},[148],{"categories":5094},[148],{"categories":5096},[87],{"categories":5098},[148],{"categories":5100},[87],{"categories":5102},[134],{"categories":5104},[87],{"categories":5106},[87],{"categories":5108},[87],{"categories":5110},[87],{"categories":5112},[87],{"categories":5114},[],{"categories":5116},[87],{"categories":5118},[222],{"categories":5120},[134],{"categories":5122},[129],{"categories":5124},[170],{"categories":5126},[87],{"categories":5128},[134],{"categories":5130},[87],{"categories":5132},[134],{"categories":5134},[87],{"categories":5136},[87],{"categories":5138},[222],{"categories":5140},[134],{"categories":5142},[87],{"categories":5144},[251],{"categories":5146},[87],{"categories":5148},[173],{"categories":5150},[87],{"categories":5152},[87],{"categories":5154},[170],{"categories":5156},[87],{"categories":5158},[87],{"categories":5160},[87],{"categories":5162},[87],{"categories":5164},[134],{"categories":5166},[292],{"categories":5168},[87],{"categories":5170},[148],{"categories":5172},[134],{"categories":5174},[173],{"categories":5176},[],{"categories":5178},[134],{"categories":5180},[148],{"categories":5182},[87],{"categories":5184},[87],{"categories":5186},[2341],{"categories":5188},[222],{"categories":5190},[321],{"categories":5192},[87],{"categories":5194},[87],{"categories":5196},[87],{"categories":5198},[87],{"categories":5200},[124],{"categories":5202},[87],{"categories":5204},[87],{"categories":5206},[148],{"categories":5208},[129],{"categories":5210},[87],{"categories":5212},[148],{"categories":5214},[87],{"categories":5216},[],{"categories":5218},[134],{"categories":5220},[134],{"categories":5222},[87],{"categories":5224},[87],{"categories":5226},[87],{"categories":5228},[173],{"categories":5230},[],{"categories":5232},[170],{"categories":5234},[],{"categories":5236},[170],{"categories":5238},[87],{"categories":5240},[87],{"categories":5242},[134],{"categories":5244},[87],{"categories":5246},[134],{"categories":5248},[134],{"categories":5250},[],{"categories":5252},[87],{"categories":5254},[170],{"categories":5256},[87],{"categories":5258},[],{"categories":5260},[87],{"categories":5262},[87],{"categories":5264},[],{"categories":5266},[87],{"categories":5268},[87],{"categories":5270},[222],{"categories":5272},[148],{"categories":5274},[134],{"categories":5276},[87],{"categories":5278},[87],{"categories":5280},[87],{"categories":5282},[87],{"categories":5284},[251],{"categories":5286},[87],{"categories":5288},[87],{"categories":5290},[87],{"categories":5292},[124],{"categories":5294},[87],{"categories":5296},[87],{"categories":5298},[],{"categories":5300},[87],{"categories":5302},[87],{"categories":5304},[87],{"categories":5306},[],{"categories":5308},[124],{"categories":5310},[87],{"categories":5312},[87],{"categories":5314},[170],{"categories":5316},[148],{"categories":5318},[137],{"categories":5320},[134],{"categories":5322},[465],{"categories":5324},[87],{"categories":5326},[87],{"categories":5328},[87],{"categories":5330},[148],{"categories":5332},[170],{"categories":5334},[222],{"categories":5336},[87],{"categories":5338},[87],{"categories":5340},[87],{"categories":5342},[87],{"categories":5344},[170],{"categories":5346},[87],{"categories":5348},[222],{"categories":5350},[87],{"categories":5352},[87],{"categories":5354},[170],{"categories":5356},[222],{"categories":5358},[87],{"categories":5360},[170],{"categories":5362},[87],{"categories":5364},[134],{"categories":5366},[134],{"categories":5368},[134],{"categories":5370},[148],{"categories":5372},[170],{"categories":5374},[134],{"categories":5376},[134],{"categories":5378},[87],{"categories":5380},[148],{"categories":5382},[222],{"categories":5384},[87],{"categories":5386},[87],{"categories":5388},[134],{"categories":5390},[87],{"categories":5392},[],{"categories":5394},[134],{"categories":5396},[],{"categories":5398},[87],{"categories":5400},[87],{"categories":5402},[],{"categories":5404},[],{"categories":5406},[134],{"categories":5408},[129],{"categories":5410},[134],{"categories":5412},[5413],"Liability & Ethics",{"categories":5415},[87],{"categories":5417},[87],{"categories":5419},[87],{"categories":5421},[134],{"categories":5423},[124],{"categories":5425},[134],{"categories":5427},[129],{"categories":5429},[251],{"categories":5431},[134],{"categories":5433},[87],{"categories":5435},[87],{"categories":5437},[],{"categories":5439},[570],{"categories":5441},[134],{"categories":5443},[],{"categories":5445},[87],{"categories":5447},[124],{"categories":5449},[134],{"categories":5451},[],{"categories":5453},[134],{"categories":5455},[87],{"categories":5457},[87],{"categories":5459},[148],{"categories":5461},[87],{"categories":5463},[170],{"categories":5465},[87],{"categories":5467},[87],{"categories":5469},[137],{"categories":5471},[134],{"categories":5473},[87],{"categories":5475},[87],{"categories":5477},[87],{"categories":5479},[170],{"categories":5481},[134],{"categories":5483},[148],{"categories":5485},[222],{"categories":5487},[124],{"categories":5489},[87],{"categories":5491},[87],{"categories":5493},[87],{"categories":5495},[],{"categories":5497},[134],{"categories":5499},[134],{"categories":5501},[134],{"categories":5503},[465],{"categories":5505},[222],{"categories":5507},[134],{"categories":5509},[292],{"categories":5511},[148],{"categories":5513},[170],{"categories":5515},[87],{"categories":5517},[222],{"categories":5519},[87],{"categories":5521},[124],{"categories":5523},[],{"categories":5525},[134],{"categories":5527},[87],{"categories":5529},[87],{"categories":5531},[87],{"categories":5533},[87],{"categories":5535},[134],{"categories":5537},[87],{"categories":5539},[87],{"categories":5541},[222],{"categories":5543},[],{"categories":5545},[134],{"categories":5547},[137],{"categories":5549},[170],{"categories":5551},[134],{"categories":5553},[129],{"categories":5555},[],{"categories":5557},[87],{"categories":5559},[87],{"categories":5561},[137],{"categories":5563},[87],{"categories":5565},[134],{"categories":5567},[170],{"categories":5569},[124],{"categories":5571},[292],{"categories":5573},[87],{"categories":5575},[87],{"categories":5577},[87],{"categories":5579},[170],{"categories":5581},[129],{"categories":5583},[87],{"categories":5585},[222],{"categories":5587},[170],{"categories":5589},[292],{"categories":5591},[87],{"categories":5593},[134],{"categories":5595},[],{"categories":5597},[524],{"categories":5599},[],{"categories":5601},[87],{"categories":5603},[292],{"categories":5605},[87],{"categories":5607},[173],{"categories":5609},[87],{"categories":5611},[134],{"categories":5613},[134],{"categories":5615},[5616],"Design News & Tools",{"categories":5618},[87],{"categories":5620},[87],{"categories":5622},[170],{"categories":5624},[87],{"categories":5626},[87],{"categories":5628},[124],{"categories":5630},[134],{"categories":5632},[87],{"categories":5634},[222],{"categories":5636},[134],{"categories":5638},[134],{"categories":5640},[222],{"categories":5642},[87],{"categories":5644},[87],{"categories":5646},[465],{"categories":5648},[134],{"categories":5650},[87],{"categories":5652},[87],{"categories":5654},[465],{"categories":5656},[87],{"categories":5658},[251],{"categories":5660},[87],{"categories":5662},[134],{"categories":5664},[],{"categories":5666},[87],{"categories":5668},[87],{"categories":5670},[87],{"categories":5672},[170],{"categories":5674},[87],{"categories":5676},[124],{"categories":5678},[],{"categories":5680},[87],{"categories":5682},[87],{"categories":5684},[87],{"categories":5686},[148],{"categories":5688},[595],{"categories":5690},[148],{"categories":5692},[222],{"categories":5694},[87],{"categories":5696},[87,134],{"categories":5698},[251,129],{"categories":5700},[148],{"categories":5702},[87],{"categories":5704},[87],{"categories":5706},[87],{"categories":5708},[87],{"categories":5710},[],{"categories":5712},[134],{"categories":5714},[87],{"categories":5716},[],{"categories":5718},[87],{"categories":5720},[148],{"categories":5722},[87],{"categories":5724},[148],{"categories":5726},[],{"categories":5728},[134],{"categories":5730},[87],{"categories":5732},[129],{"categories":5734},[87],{"categories":5736},[170],{"categories":5738},[87],{"categories":5740},[],{"categories":5742},[134],{"categories":5744},[87],{"categories":5746},[],{"categories":5748},[222],{"categories":5750},[87],{"categories":5752},[87],{"categories":5754},[134],{"categories":5756},[87],{"categories":5758},[87],{"categories":5760},[124],{"categories":5762},[134],{"categories":5764},[87],{"categories":5766},[],{"categories":5768},[87],{"categories":5770},[292],{"categories":5772},[251],{"categories":5774},[129],{"categories":5776},[129],{"categories":5778},[87],{"categories":5780},[124],{"categories":5782},[124],{"categories":5784},[87],{"categories":5786},[134],{"categories":5788},[87],{"categories":5790},[87],{"categories":5792},[87],{"categories":5794},[87],{"categories":5796},[148],{"categories":5798},[87],{"categories":5800},[124],{"categories":5802},[87],{"categories":5804},[87],{"categories":5806},[134],{"categories":5808},[87],{"categories":5810},[251],{"categories":5812},[87],{"categories":5814},[170],{"categories":5816},[87],{"categories":5818},[87],{"categories":5820},[134],{"categories":5822},[137],{"categories":5824},[87],{"categories":5826},[87],{"categories":5828},[134],{"categories":5830},[],{"categories":5832},[148],{"categories":5834},[],{"categories":5836},[148],{"categories":5838},[134],{"categories":5840},[124],{"categories":5842},[87],{"categories":5844},[],{"categories":5846},[173],{"categories":5848},[292],{"categories":5850},[87],{"categories":5852},[148],{"categories":5854},[87],{"categories":5856},[],{"categories":5858},[170],{"categories":5860},[134],{"categories":5862},[148],{"categories":5864},[222],{"categories":5866},[129],{"categories":5868},[87],{"categories":5870},[87],{"categories":5872},[134],{"categories":5874},[148],{"categories":5876},[134],{"categories":5878},[170],{"categories":5880},[87],{"categories":5882},[137],{"categories":5884},[124],{"categories":5886},[137],{"categories":5888},[170],{"categories":5890},[87],{"categories":5892},[148],{"categories":5894},[87],{"categories":5896},[222],{"categories":5898},[129],{"categories":5900},[87],{"categories":5902},[87],{"categories":5904},[87],{"categories":5906},[87],{"categories":5908},[87],{"categories":5910},[87],{"categories":5912},[134],{"categories":5914},[87],{"categories":5916},[134],{"categories":5918},[87],{"categories":5920},[87],{"categories":5922},[124],{"categories":5924},[87],{"categories":5926},[134],{"categories":5928},[134],{"categories":5930},[222],{"categories":5932},[134],{"categories":5934},[134],{"categories":5936},[87],{"categories":5938},[124],{"categories":5940},[134],{"categories":5942},[222],{"categories":5944},[],{"categories":5946},[87],{"categories":5948},[173],{"categories":5950},[465],{"categories":5952},[87],{"categories":5954},[134],{"categories":5956},[87],{"categories":5958},[87],{"categories":5960},[148],{"categories":5962},[87],{"categories":5964},[],{"categories":5966},[87],{"categories":5968},[134],{"categories":5970},[87],{"categories":5972},[251],{"categories":5974},[87],{"categories":5976},[148],{"categories":5978},[87],{"categories":5980},[170],{"categories":5982},[134],{"categories":5984},[87],{"categories":5986},[251],{"categories":5988},[134],{"categories":5990},[129],{"categories":5992},[129],{"categories":5994},[87],{"categories":5996},[87],{"categories":5998},[87],{"categories":6000},[87],{"categories":6002},[87],{"categories":6004},[87],{"categories":6006},[124],{"categories":6008},[],{"categories":6010},[87],{"categories":6012},[87],{"categories":6014},[134],{"categories":6016},[134],{"categories":6018},[87],{"categories":6020},[87],{"categories":6022},[87],{"categories":6024},[87],{"categories":6026},[87],{"categories":6028},[148],{"categories":6030},[],{"categories":6032},[124],{"categories":6034},[87],{"categories":6036},[87],{"categories":6038},[134],{"categories":6040},[134],{"categories":6042},[],{"categories":6044},[148],{"categories":6046},[148],{"categories":6048},[87],{"categories":6050},[251],{"categories":6052},[129],{"categories":6054},[222],{"categories":6056},[],{"categories":6058},[87],{"categories":6060},[134],{"categories":6062},[124],{"categories":6064},[87],{"categories":6066},[87],{"categories":6068},[148],{"categories":6070},[124],{"categories":6072},[87],{"categories":6074},[87],{"categories":6076},[170],{"categories":6078},[173],{"categories":6080},[87],{"categories":6082},[170],{"categories":6084},[134],{"categories":6086},[87],{"categories":6088},[],{"categories":6090},[170],{"categories":6092},[134],{"categories":6094},[222],{"categories":6096},[173],{"categories":6098},[87],{"categories":6100},[87],{"categories":6102},[],{"categories":6104},[134],{"categories":6106},[134],{"categories":6108},[134],{"categories":6110},[3144],{"categories":6112},[170],{"categories":6114},[87],{"categories":6116},[148],{"categories":6118},[87],{"categories":6120},[87],{"categories":6122},[87],{"categories":6124},[87],{"categories":6126},[87],{"categories":6128},[129],{"categories":6130},[87],{"categories":6132},[124],{"categories":6134},[1807],{"categories":6136},[292],{"categories":6138},[124],{"categories":6140},[],{"categories":6142},[87],{"categories":6144},[],{"categories":6146},[170],{"categories":6148},[134],{"categories":6150},[222],{"categories":6152},[87],{"categories":6154},[87],{"categories":6156},[87],{"categories":6158},[170],{"categories":6160},[],{"categories":6162},[134],{"categories":6164},[87],{"categories":6166},[134],{"categories":6168},[134],{"categories":6170},[],{"categories":6172},[87],{"categories":6174},[],{"categories":6176},[170],{"categories":6178},[124],{"categories":6180},[222],{"categories":6182},[87],{"categories":6184},[134],{"categories":6186},[170],{"categories":6188},[87],{"categories":6190},[170],{"categories":6192},[],{"categories":6194},[170],{"categories":6196},[87],{"categories":6198},[124],{"categories":6200},[465],{"categories":6202},[134],{"categories":6204},[87],{"categories":6206},[],{"categories":6208},[148],{"categories":6210},[134],{"categories":6212},[137],{"categories":6214},[134],{"categories":6216},[124],{"categories":6218},[87],{"categories":6220},[87],{"categories":6222},[],{"categories":6224},[],{"categories":6226},[],{"categories":6228},[222],{"categories":6230},[87],{"categories":6232},[134],{"categories":6234},[87],{"categories":6236},[87],{"categories":6238},[],{"categories":6240},[],{"categories":6242},[],{"categories":6244},[87],{"categories":6246},[134],{"categories":6248},[222],{"categories":6250},[87],{"categories":6252},[],{"categories":6254},[134],{"categories":6256},[87],{"categories":6258},[87],{"categories":6260},[124],{"categories":6262},[],{"categories":6264},[],{"categories":6266},[87],{"categories":6268},[87],{"categories":6270},[134],{"categories":6272},[222],{"categories":6274},[87],{"categories":6276},[170],{"categories":6278},[],{"categories":6280},[87],{"categories":6282},[87],{"categories":6284},[251],{"categories":6286},[170],{"categories":6288},[251],{"categories":6290},[173],{"categories":6292},[87],{"categories":6294},[87],{"categories":6296},[],{"categories":6298},[],{"categories":6300},[134],{"categories":6302},[],{"categories":6304},[87],{"categories":6306},[465],{"categories":6308},[87],{"categories":6310},[87],{"categories":6312},[87],{"categories":6314},[87],{"categories":6316},[],{"categories":6318},[134],{"categories":6320},[87],{"categories":6322},[87],{"categories":6324},[],{"categories":6326},[134],{"categories":6328},[87],{"categories":6330},[170],{"categories":6332},[87],{"categories":6334},[251],{"categories":6336},[129],{"categories":6338},[137],{"categories":6340},[87],{"categories":6342},[87],{"categories":6344},[134],{"categories":6346},[173],{"categories":6348},[134],{"categories":6350},[134],{"categories":6352},[],{"categories":6354},[87],{"categories":6356},[134],{"categories":6358},[],{"categories":6360},[87],{"categories":6362},[],{"categories":6364},[170],{"categories":6366},[129],{"categories":6368},[],{"categories":6370},[87],{"categories":6372},[87],{"categories":6374},[87],{"categories":6376},[],{"categories":6378},[134],{"categories":6380},[222],{"categories":6382},[124],{"categories":6384},[87],{"categories":6386},[],{"categories":6388},[129],{"categories":6390},[251],{"categories":6392},[87],{"categories":6394},[148],{"categories":6396},[124],{"categories":6398},[173],{"categories":6400},[129],{"categories":6402},[148],{"categories":6404},[134],{"categories":6406},[148],{"categories":6408},[],{"categories":6410},[87],{"categories":6412},[137],{"categories":6414},[87],{"categories":6416},[],{"categories":6418},[134],{"categories":6420},[124],{"categories":6422},[222],{"categories":6424},[87],{"categories":6426},[124],{"categories":6428},[134],{"categories":6430},[292],{"categories":6432},[87],{"categories":6434},[87],{"categories":6436},[87],{"categories":6438},[87],{"categories":6440},[87],{"categories":6442},[124],{"categories":6444},[87],{"categories":6446},[148],{"categories":6448},[173],{"categories":6450},[134],{"categories":6452},[],{"categories":6454},[87],{"categories":6456},[87],{"categories":6458},[87],{"categories":6460},[148],{"categories":6462},[134],{"categories":6464},[170],{"categories":6466},[148],{"categories":6468},[87],{"categories":6470},[137],{"categories":6472},[],{"categories":6474},[222],{"categories":6476},[148],{"categories":6478},[170],{"categories":6480},[87],{"categories":6482},[124],{"categories":6484},[134],{"categories":6486},[87],{"categories":6488},[87],{"categories":6490},[134],{"categories":6492},[137],{"categories":6494},[87],{"categories":6496},[134],{"categories":6498},[87],{"categories":6500},[129],{"categories":6502},[134],{"categories":6504},[134,292],{"categories":6506},[87],{"categories":6508},[87],{"categories":6510},[134],{"categories":6512},[148],{"categories":6514},[87],{"categories":6516},[87],{"categories":6518},[173],{"categories":6520},[134],{"categories":6522},[251],{"categories":6524},[134],{"categories":6526},[129],{"categories":6528},[],{"categories":6530},[134],{"categories":6532},[87],{"categories":6534},[129],{"categories":6536},[],{"categories":6538},[],{"categories":6540},[148],{"categories":6542},[87],{"categories":6544},[87],{"categories":6546},[134],{"categories":6548},[173],{"categories":6550},[251],{"categories":6552},[87],{"categories":6554},[87],{"categories":6556},[87],{"categories":6558},[134],{"categories":6560},[],{"categories":6562},[134],{"categories":6564},[170],{"categories":6566},[87],{"categories":6568},[134],{"categories":6570},[134],{"categories":6572},[87],{"categories":6574},[],{"categories":6576},[170],{"categories":6578},[148],{"categories":6580},[3144],{"categories":6582},[124],{"categories":6584},[148],{"categories":6586},[87],{"categories":6588},[134],{"categories":6590},[87],{"categories":6592},[87],{"categories":6594},[251],{"categories":6596},[148],{"categories":6598},[173],{"categories":6600},[],{"categories":6602},[170],{"categories":6604},[87],{"categories":6606},[87],{"categories":6608},[],{"categories":6610},[134],{"categories":6612},[87],{"categories":6614},[87],{"categories":6616},[87],{"categories":6618},[87],{"categories":6620},[134],{"categories":6622},[87],{"categories":6624},[87],{"categories":6626},[87],{"categories":6628},[137],{"categories":6630},[87],{"categories":6632},[134],{"categories":6634},[87],{"categories":6636},[87],{"categories":6638},[87],{"categories":6640},[87],{"categories":6642},[87],{"categories":6644},[87],{"categories":6646},[87],{"categories":6648},[129],{"categories":6650},[],{"categories":6652},[137],{"categories":6654},[170],{"categories":6656},[134],{"categories":6658},[87],{"categories":6660},[148],{"categories":6662},[],{"categories":6664},[148],{"categories":6666},[148],{"categories":6668},[134],{"categories":6670},[148],{"categories":6672},[87],{"categories":6674},[87],{"categories":6676},[87],{"categories":6678},[134],{"categories":6680},[148],{"categories":6682},[87],{"categories":6684},[87],{"categories":6686},[87],{"categories":6688},[134],{"categories":6690},[170],{"categories":6692},[87],{"categories":6694},[87],{"categories":6696},[87],{"categories":6698},[129],{"categories":6700},[87],{"categories":6702},[134],{"categories":6704},[222],{"categories":6706},[],{"categories":6708},[87],{"categories":6710},[173],{"categories":6712},[134],{"categories":6714},[87],{"categories":6716},[87],{"categories":6718},[],{"categories":6720},[87],{"categories":6722},[87],{"categories":6724},[170],{"categories":6726},[87],{"categories":6728},[87],{"categories":6730},[134],{"categories":6732},[251],{"categories":6734},[],{"categories":6736},[],{"categories":6738},[148],{"categories":6740},[87],{"categories":6742},[87],{"categories":6744},[170],{"categories":6746},[87],{"categories":6748},[148],{"categories":6750},[170],{"categories":6752},[87],{"categories":6754},[87],{"categories":6756},[251],{"categories":6758},[173],{"categories":6760},[87],{"categories":6762},[87],{"categories":6764},[124],{"categories":6766},[134],{"categories":6768},[87],{"categories":6770},[87],{"categories":6772},[134],{"categories":6774},[129],{"categories":6776},[134],{"categories":6778},[148],{"categories":6780},[87],{"categories":6782},[129],{"categories":6784},[],{"categories":6786},[87],{"categories":6788},[173],{"categories":6790},[87],{"categories":6792},[87],{"categories":6794},[],{"categories":6796},[170],{"categories":6798},[87],{"categories":6800},[134],{"categories":6802},[173],{"categories":6804},[87],{"categories":6806},[148],{"categories":6808},[148],{"categories":6810},[148],{"categories":6812},[87],{"categories":6814},[134],{"categories":6816},[134],{"categories":6818},[87],{"categories":6820},[134],{"categories":6822},[87],{"categories":6824},[87],{"categories":6826},[222],{"categories":6828},[173],{"categories":6830},[173],{"categories":6832},[],{"categories":6834},[170],{"categories":6836},[87],{"categories":6838},[87],{"categories":6840},[148],{"categories":6842},[],{"categories":6844},[170],{"categories":6846},[170],{"categories":6848},[170],{"categories":6850},[],{"categories":6852},[134],{"categories":6854},[87],{"categories":6856},[],{"categories":6858},[124],{"categories":6860},[129],{"categories":6862},[],{"categories":6864},[87],{"categories":6866},[87],{"categories":6868},[],{"categories":6870},[148],{"categories":6872},[],{"categories":6874},[],{"categories":6876},[],{"categories":6878},[],{"categories":6880},[87],{"categories":6882},[170],{"categories":6884},[],{"categories":6886},[],{"categories":6888},[87],{"categories":6890},[87],{"categories":6892},[87],{"categories":6894},[173],{"categories":6896},[87],{"categories":6898},[173],{"categories":6900},[],{"categories":6902},[173],{"categories":6904},[173],{"categories":6906},[292],{"categories":6908},[134],{"categories":6910},[148],{"categories":6912},[],{"categories":6914},[],{"categories":6916},[173],{"categories":6918},[148],{"categories":6920},[148],{"categories":6922},[148],{"categories":6924},[],{"categories":6926},[124],{"categories":6928},[148],{"categories":6930},[148],{"categories":6932},[124],{"categories":6934},[148],{"categories":6936},[129],{"categories":6938},[148],{"categories":6940},[148],{"categories":6942},[148],{"categories":6944},[173],{"categories":6946},[170],{"categories":6948},[170],{"categories":6950},[87],{"categories":6952},[148],{"categories":6954},[173],{"categories":6956},[292],{"categories":6958},[173],{"categories":6960},[173],{"categories":6962},[173],{"categories":6964},[],{"categories":6966},[129],{"categories":6968},[],{"categories":6970},[292],{"categories":6972},[148],{"categories":6974},[148],{"categories":6976},[148],{"categories":6978},[134],{"categories":6980},[170,129],{"categories":6982},[173],{"categories":6984},[],{"categories":6986},[],{"categories":6988},[173],{"categories":6990},[],{"categories":6992},[173],{"categories":6994},[170],{"categories":6996},[134],{"categories":6998},[],{"categories":7000},[148],{"categories":7002},[87],{"categories":7004},[222],{"categories":7006},[],{"categories":7008},[87],{"categories":7010},[],{"categories":7012},[170],{"categories":7014},[124],{"categories":7016},[173],{"categories":7018},[],{"categories":7020},[148],{"categories":7022},[170],[7024,7119,7265,7316],{"id":7025,"title":7026,"ai":7027,"body":7032,"categories":7089,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":7090,"navigation":102,"path":7101,"published_at":7102,"question":88,"scraped_at":7103,"seo":7104,"sitemap":7105,"source_id":7106,"source_name":7107,"source_type":7108,"source_url":7109,"stem":7110,"tags":7111,"thumbnail_url":7114,"tldr":7115,"tweet":7116,"unknown_tags":7117,"__hash__":7118},"summaries\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary.md","AI Agents: Why the Harness Matters More Than the Model",{"provider":7,"model":8,"input_tokens":7028,"output_tokens":7029,"processing_time_ms":7030,"cost_usd":7031},5246,692,3597,0.0023495,{"type":14,"value":7033,"toc":7084},[7034,7038,7045,7049,7052,7077,7081],[17,7035,7037],{"id":7036},"the-brain-vs-the-jar","The Brain vs. The Jar",[22,7039,7040,7041,7044],{},"AI models (like GPT-4 or Claude) are essentially 'brains in a jar.' While they are highly capable, they are inherently limited by their inability to interact with the outside world—they cannot natively run code, browse the web, or access files. The performance gap between AI products often isn't due to the underlying model, as benchmark scores between top labs have converged. Instead, the difference lies in the ",[39,7042,7043],{},"agentic harness",": the architectural wrapper that enables the model to act, remember, and iterate.",[17,7046,7048],{"id":7047},"the-three-pillars-of-the-agentic-harness","The Three Pillars of the Agentic Harness",[22,7050,7051],{},"To transform a static model into a functional agent, the harness must provide three critical capabilities:",[33,7053,7054,7060,7071],{},[36,7055,7056,7059],{},[39,7057,7058],{},"Tools:"," These allow the model to interface with the world. Beyond basic file I\u002FO, modern harnesses enable code execution in sandboxes, web browsing, and 'computer use' (controlling a cursor to operate software). The Model Context Protocol (MCP) is emerging as a standard to allow these tools to plug into various harnesses without custom rebuilds.",[36,7061,7062,7065,7066,7070],{},[39,7063,7064],{},"Memory:"," Because models have finite context windows that reset after a session, the harness must manage persistence. This includes loading instruction files (e.g., ",[7067,7068,7069],"code",{},"agents.md",") to define project conventions, compacting context windows by summarizing past interactions, and implementing retrieval systems (semantic search or code indexing) to feed the model only the relevant data rather than the entire codebase.",[36,7072,7073,7076],{},[39,7074,7075],{},"Agentic Loops:"," This is the operational cycle where the model plans a step, the harness executes it, and the model observes the result. Sophisticated harnesses add a verification layer to this loop, such as running automated tests, taking screenshots of UI states, or using a secondary 'reviewer' model to ensure the agent stays on track during long-running tasks.",[17,7078,7080],{"id":7079},"the-fluid-future-of-ai-architecture","The Fluid Future of AI Architecture",[22,7082,7083],{},"It is a mistake to evaluate AI capability based solely on the model. A brilliant model can fail in a poorly designed harness, while a mid-tier model can perform exceptionally well in a robust one. The distinction between the two is becoming increasingly fluid: complex behaviors like long-horizon planning are being trained directly into models, while consistency and project-specific knowledge are increasingly managed by harness-level conventions. Builders should focus on optimizing the 'jar' as much as the 'brain' to achieve production-grade results.",{"title":80,"searchDepth":81,"depth":81,"links":7085},[7086,7087,7088],{"id":7036,"depth":81,"text":7037},{"id":7047,"depth":81,"text":7048},{"id":7079,"depth":81,"text":7080},[87],{"content_references":7091,"triage":7097},[7092],{"type":7093,"title":7094,"url":7095,"context":7096},"tool","Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F","mentioned",{"relevance":7098,"novelty":98,"quality":98,"actionability":98,"composite":7099,"reasoning":7100},5,4.35,"Category: AI & LLMs. The article provides a deep dive into the concept of the 'agentic harness' which is crucial for building effective AI agents, addressing a key pain point for developers looking to integrate AI into their products. It outlines specific capabilities of the harness, such as tools, memory management, and operational loops, which are actionable insights for product builders.","\u002Fsummaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary","2026-08-25 11:00:31","2026-08-26 03:09:58",{"title":7026,"description":80},{"loc":7101},"34d109b3ae5f0509","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ZELPNFXJ4_o","summaries\u002F34d109b3ae5f0509-ai-agents-why-the-harness-matters-more-than-the-mo-summary",[7112,7113,112,115],"llm","automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FZELPNFXJ4_o\u002Fhqdefault.jpg","AI system performance is driven by the 'agentic harness'—the tools, memory, and loops surrounding the model—rather than just the model itself. Distinguishing between the 'brain' (model) and the 'jar' (harness) is essential for building effective AI agents.","This video provides a conceptual breakdown of why AI performance often depends more on the \"agentic harness\"—the tools, memory, and loops wrapped around a model—than on the model itself. It is a high-level primer on how [AI models](https:\u002F\u002Fibm.biz\u002F~fAH1kt7jT) are integrated into functional systems.",[112,115],"PtVTsoTGi-qI9ZNh4s66ldbH7fWoQkYBn7wif1qsZ-o",{"id":7120,"title":7121,"ai":7122,"body":7127,"categories":7231,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":7232,"navigation":102,"path":7252,"published_at":7253,"question":88,"scraped_at":7253,"seo":7254,"sitemap":7255,"source_id":7256,"source_name":7257,"source_type":109,"source_url":7258,"stem":7259,"tags":7260,"thumbnail_url":88,"tldr":7262,"tweet":88,"unknown_tags":7263,"__hash__":7264},"summaries\u002Fsummaries\u002F932c42c2bd21ef48-human-judgment-in-the-age-of-ai-software-factories-summary.md","Human Judgment in the Age of AI Software Factories",{"provider":7,"model":8,"input_tokens":7123,"output_tokens":7124,"processing_time_ms":7125,"cost_usd":7126},8889,887,3730,0.00355275,{"type":14,"value":7128,"toc":7225},[7129,7133,7136,7140,7143,7146,7191,7195,7198,7218,7222],[17,7130,7132],{"id":7131},"the-shift-from-coding-to-curation","The Shift from Coding to Curation",[22,7134,7135],{},"As AI agents enable parallel development, human cognitive bandwidth becomes the primary bottleneck. Rather than attempting to review every line of generated code, engineers must shift their focus upstream to defining product intent and system architecture, and downstream to verifying outcomes. Human judgment hasn't disappeared; it has relocated to where it provides the most leverage: setting quality bars, defining constraints, and deciding which projects deserve to exist.",[17,7137,7139],{"id":7138},"building-a-repeatable-software-factory","Building a Repeatable Software Factory",[22,7141,7142],{},"A software factory is an event-driven loop (triggered by tools like GitHub issues or Slack) that handles triage, implementation, and testing in isolated environments. You should consider building one when your workflow requires consistency across multiple agents and projects.",[22,7144,7145],{},"Key components of a robust factory include:",[33,7147,7148,7162,7168],{},[36,7149,7150,7153,7154,7157,7158,7161],{},[39,7151,7152],{},"Triage Labels:"," Using labels (e.g., ",[7067,7155,7156],{},"ready-to-implement",", ",[7067,7159,7160],{},"needs-info",") as a queue and lock mechanism to prevent multiple agents from claiming the same task.",[36,7163,7164,7167],{},[39,7165,7166],{},"Verification Budgets:"," Similar to performance budgets, you must balance fast, deterministic checks (linting, type checking) early in the loop with heavier, high-value checks (mutation testing, security scans) later.",[36,7169,7170,7173,7174,7157,7177,7157,7180,7183,7184,7187,7188,7190],{},[39,7171,7172],{},"Run Taxonomy:"," Classify agent runs as ",[7067,7175,7176],{},"success",[7067,7178,7179],{},"flawed",[7067,7181,7182],{},"blocked",", or ",[7067,7185,7186],{},"manual",". Only ",[7067,7189,7176],{}," should reach production, while the others re-enter the system for correction or human intervention.",[17,7192,7194],{"id":7193},"managing-risk-and-comprehension-debt","Managing Risk and Comprehension Debt",[22,7196,7197],{},"Parallel agent execution creates 'comprehension debt'—where agent output outpaces human understanding. To mitigate this:",[33,7199,7200,7206,7212],{},[36,7201,7202,7205],{},[39,7203,7204],{},"Avoid 'Green' Misconceptions:"," Agents may pass tests by modifying assertions rather than satisfying intent. Ensure your verification suite is robust and tests actual behavior.",[36,7207,7208,7211],{},[39,7209,7210],{},"Optimize for the Reviewer:"," A factory is only as good as the signal it provides. If a factory runs noisy, irrelevant checks, it increases overhead without improving safety.",[36,7213,7214,7217],{},[39,7215,7216],{},"Contextual Autonomy:"," Autonomy is not a static setting. As you build trust through verification, you can grant agents more autonomy for specific tasks, but you must remain the final arbiter for high-risk changes (e.g., authentication, billing, or migrations).",[17,7219,7221],{"id":7220},"when-to-build-vs-use","When to Build vs. Use",[22,7223,7224],{},"For many, a simple coding harness (e.g., Claude Code with well-defined specs) is sufficient. A full software factory is only necessary when you need to automate the handoff between triage, implementation, and production monitoring. If you decide to build, consider existing platforms like Factory, Warp, or HumanLayer rather than building from scratch.",{"title":80,"searchDepth":81,"depth":81,"links":7226},[7227,7228,7229,7230],{"id":7131,"depth":81,"text":7132},{"id":7138,"depth":81,"text":7139},{"id":7193,"depth":81,"text":7194},{"id":7220,"depth":81,"text":7221},[87],{"group":7233,"content_references":7234,"triage":7250},"addy-osmani",[7235,7237,7241,7244,7247],{"type":7093,"title":7236,"context":7096},"Claude Code",{"type":7093,"title":7238,"url":7239,"context":7240},"Factory","https:\u002F\u002Ffactory.com\u002F","recommended",{"type":7093,"title":7242,"url":7243,"context":7240},"Warp","https:\u002F\u002Fwww.warp.dev\u002F",{"type":7093,"title":7245,"url":7246,"context":7240},"HumanLayer","https:\u002F\u002Fwww.humanlayer.dev\u002F",{"type":7093,"title":7248,"url":7249,"context":96},"Vercel AI SDK","https:\u002F\u002Fvercel.com\u002Fblog\u002Fbuilding-a-software-factory-for-ai-sdk",{"relevance":7098,"novelty":98,"quality":98,"actionability":98,"composite":7099,"reasoning":7251},"Category: Software Engineering. The article provides a detailed framework for building a 'software factory' that integrates AI agents into the development process, addressing the audience's need for practical applications in AI-powered product development. It outlines specific components like triage labels and verification budgets, making it actionable for developers and product builders.","\u002Fsummaries\u002F932c42c2bd21ef48-human-judgment-in-the-age-of-ai-software-factories-summary","2026-08-24 03:08:32",{"title":7121,"description":80},{"loc":7252},"932c42c2bd21ef48","Addy Osmani Blog","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fhuman-judgment-doesnt-leave-the-software\u002F","summaries\u002F932c42c2bd21ef48-human-judgment-in-the-age-of-ai-software-factories-summary",[7113,7261,112,115],"product-strategy","As AI agents scale development, human judgment shifts from writing code to defining intent, system design, and verification strategy. A 'software factory'—a repeatable, event-driven loop—is the framework for managing this shift, provided you balance verification budgets with human oversight.",[112,115],"Vo6frxSFOkz_YA1cBgEljyvwSFoayJFe86TBrUphKaE",{"id":7266,"title":7267,"ai":7268,"body":7273,"categories":7296,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":7297,"navigation":102,"path":7304,"published_at":7305,"question":88,"scraped_at":7305,"seo":7306,"sitemap":7307,"source_id":7308,"source_name":108,"source_type":109,"source_url":7301,"stem":7309,"tags":7310,"thumbnail_url":88,"tldr":7313,"tweet":88,"unknown_tags":7314,"__hash__":7315},"summaries\u002Fsummaries\u002F10f149a84d81587e-runtime-governance-for-agentic-ai-action-boundary--summary.md","Runtime Governance for Agentic AI: Action-Boundary Control",{"provider":7,"model":8,"input_tokens":7269,"output_tokens":7270,"processing_time_ms":7271,"cost_usd":7272},4107,436,2351,0.00168075,{"type":14,"value":7274,"toc":7292},[7275,7279,7282,7286,7289],[17,7276,7278],{"id":7277},"establishing-action-boundary-control","Establishing Action-Boundary Control",[22,7280,7281],{},"As AI agents gain the ability to execute external actions, traditional perimeter security becomes insufficient. The proposed governance model shifts security from the prompt level to the execution level by implementing strict action-boundary control. This ensures that agents operate within a predefined \"sandbox\" of capabilities. By decoupling the agent's reasoning process from its execution environment, the system forces all external calls through a validation layer that verifies the intent against a policy-based access control (PBAC) system before execution.",[17,7283,7285],{"id":7284},"trusted-provenance-and-fail-closed-execution","Trusted Provenance and Fail-Closed Execution",[22,7287,7288],{},"To maintain system integrity, the framework mandates trusted provenance for every action taken by an agent. This involves cryptographically signing the agent's decision chain, creating an immutable audit log that links specific model outputs to the resulting system actions. This transparency is critical for debugging agent behavior and ensuring accountability in high-stakes environments.",[22,7290,7291],{},"Complementing this is a \"fail-closed\" execution policy. In this model, any action that cannot be verified, lacks valid provenance, or falls outside the defined safety boundary is automatically blocked by default. This design pattern prioritizes system stability and security over agent autonomy, ensuring that the system remains in a known-good state even if the underlying model experiences hallucinations or adversarial manipulation.",{"title":80,"searchDepth":81,"depth":81,"links":7293},[7294,7295],{"id":7277,"depth":81,"text":7278},{"id":7284,"depth":81,"text":7285},[87],{"content_references":7298,"triage":7302},[7299],{"type":94,"title":7300,"url":7301,"context":96},"Runtime Governance for Agentic AI: Action-Boundary Control with Trusted Provenance and Fail-Closed Execution","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.16891",{"relevance":98,"novelty":98,"quality":98,"actionability":99,"composite":100,"reasoning":7303},"Category: AI & LLMs. The article addresses a critical aspect of AI governance relevant to product builders by proposing a framework for securing autonomous agents, which aligns with the audience's need for practical applications in AI integration. It provides new insights into action-boundary control and trusted provenance, but lacks specific step-by-step guidance for implementation.","\u002Fsummaries\u002F10f149a84d81587e-runtime-governance-for-agentic-ai-action-boundary-summary","2026-08-20 03:12:39",{"title":7267,"description":80},{"loc":7304},"10f149a84d81587e","summaries\u002F10f149a84d81587e-runtime-governance-for-agentic-ai-action-boundary--summary",[112,7311,114,7312],"security","cryptography","The article proposes a framework for securing autonomous agents by enforcing strict action boundaries, cryptographic provenance, and a fail-closed execution model to prevent unauthorized or dangerous operations.",[112,7311,114,7312],"sFzbZSUotfBUbU00GhGxhCnN7GwRq6VuMmCpV_PIHSk",{"id":7317,"title":7318,"ai":7319,"body":7324,"categories":7398,"created_at":88,"date_modified":88,"description":80,"extension":89,"faq":88,"featured":90,"kicker_label":88,"meta":7399,"navigation":102,"path":7412,"published_at":7413,"question":88,"scraped_at":7414,"seo":7415,"sitemap":7416,"source_id":7417,"source_name":7418,"source_type":7108,"source_url":7419,"stem":7420,"tags":7421,"thumbnail_url":7424,"tldr":7425,"tweet":7426,"unknown_tags":7427,"__hash__":7428},"summaries\u002Fsummaries\u002F9d8182e1f5a5347f-fixing-computer-use-benchmarks-beyond-replay-explo-summary.md","Fixing Computer Use Benchmarks: Beyond Replay Exploits",{"provider":7,"model":8,"input_tokens":7320,"output_tokens":7321,"processing_time_ms":7322,"cost_usd":7323},7094,696,3083,0.0028175,{"type":14,"value":7325,"toc":7393},[7326,7330,7337,7341,7344,7376,7383,7387,7390],[17,7327,7329],{"id":7328},"the-replay-agent-exploit","The 'Replay Agent' Exploit",[22,7331,7332,7333,7336],{},"Many current computer use benchmarks are deterministic, allowing them to be gamed by \"replay agents.\" These are scripts—often under one megabyte—that simply record a successful trajectory once and replay it blindly. Because these benchmarks lack variation, these scripts frequently match or outperform the frontier models they were derived from. The metric ",[7067,7334,7335],{},"pass@k"," is particularly problematic in these environments, as it effectively functions as a formal measure of this replay exploit rather than a measure of agent intelligence.",[17,7338,7340],{"id":7339},"the-prism-principles-for-robust-environments","The PRISM Principles for Robust Environments",[22,7342,7343],{},"To move beyond static, hackable benchmarks, environments must be designed with the PRISM principles:",[33,7345,7346,7352,7358,7364,7370],{},[36,7347,7348,7351],{},[39,7349,7350],{},"Privileged Verification:"," Use ground-truth data to verify outcomes.",[36,7353,7354,7357],{},[39,7355,7356],{},"Realism:"," Ensure the environment is a faithful reproduction of real-world systems.",[36,7359,7360,7363],{},[39,7361,7362],{},"Integrity-Checked Configurations:"," Validate that every generated variation is functional.",[36,7365,7366,7369],{},[39,7367,7368],{},"Sandboxed Execution:"," Isolate the agent's actions.",[36,7371,7372,7375],{},[39,7373,7374],{},"Multifactorial Variation:"," Introduce stochasticity across data, themes, and starting states.",[22,7377,7378,7379,7382],{},"Pierluca D'Oro introduces ",[39,7380,7381],{},"DIGIWORLD"," as an implementation of these principles, featuring 15 mobile apps and 3.2 million verified configurations. The key to scaling this is a compiler-like system that generates combinations and automatically rejects broken configurations, ensuring that the benchmark remains both diverse and valid.",[17,7384,7386],{"id":7385},"honest-uncertainty-and-financial-impact","Honest Uncertainty and Financial Impact",[22,7388,7389],{},"Even with a robust environment, evaluation metrics often fail due to \"overconfident\" statistics. Naive rollouts on a single base case typically yield confidence intervals that cover the true performance only 20% of the time, rather than the expected 95%.",[22,7391,7392],{},"This lack of rigor has direct financial consequences. In a scenario with one million tasks, a 4% performance gap between two models—hidden by tight but inaccurate confidence intervals—can result in hundreds of thousands of dollars in losses per month. A rigorous evaluation methodology must account for two sources of variance: the model's stochastic actions and the environment's inherent variability. When uncertainty is measured honestly, the data may reveal that a model's performance is statistically indistinguishable from another, preventing costly, premature deployment decisions.",{"title":80,"searchDepth":81,"depth":81,"links":7394},[7395,7396,7397],{"id":7328,"depth":81,"text":7329},{"id":7339,"depth":81,"text":7340},{"id":7385,"depth":81,"text":7386},[87],{"content_references":7400,"triage":7409},[7401,7406,7408],{"type":94,"title":7402,"author":7403,"url":7404,"context":7405},"Computer Use at the Edge of the Statistical Precipice","Pierluca D'Oro et al.","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.08261","reviewed",{"type":7093,"title":7407,"context":7096},"OSWorld",{"type":7093,"title":7381,"context":7240},{"relevance":98,"novelty":99,"quality":98,"actionability":99,"composite":7410,"reasoning":7411},3.6,"Category: Software Engineering. The article discusses the limitations of current benchmarking methods in AI evaluation, addressing a specific pain point regarding the reliability of performance metrics. It introduces the PRISM principles for creating robust environments, which provides actionable insights, though it lacks detailed implementation steps.","\u002Fsummaries\u002F9d8182e1f5a5347f-fixing-computer-use-benchmarks-beyond-replay-explo-summary","2026-08-14 14:30:31","2026-08-15 03:10:41",{"title":7318,"description":80},{"loc":7412},"9d8182e1f5a5347f","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=CTLa_p6iOiY","summaries\u002F9d8182e1f5a5347f-fixing-computer-use-benchmarks-beyond-replay-explo-summary",[112,7422,7423,115],"benchmarking","evaluation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FCTLa_p6iOiY\u002Fhqdefault.jpg","Current computer use benchmarks are often gamed by 'replay agents' that blindly repeat successful trajectories. Robust evaluation requires stochastic, verified environments and honest statistical uncertainty to avoid costly deployment errors.","This video explains how current computer-use benchmarks are easily gamed by \"replay agents\"—scripts that simply record and repeat successful trajectories—and introduces [PRISM](https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.08261) principles to build more robust, non-deterministic evaluation environments like [DIGIWORLD](https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.08261).",[112,7422,7423,115],"JBQjX97nRzWs5zMXjQgY9BeQPq24pI-78OCykeA1Gcc"]