[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-8c84b8422093501f-a-playbook-for-trustworthy-ai-model-evaluations-summary":3,"summaries-facets-categories":148,"summary-related-8c84b8422093501f-a-playbook-for-trustworthy-ai-model-evaluations-summary":7052},{"id":4,"title":5,"ai":6,"body":13,"categories":103,"created_at":105,"date_modified":105,"description":96,"extension":106,"faq":105,"featured":107,"kicker_label":105,"meta":108,"navigation":130,"path":131,"published_at":132,"question":105,"scraped_at":132,"seo":133,"sitemap":134,"source_id":135,"source_name":136,"source_type":137,"source_url":138,"stem":139,"tags":140,"thumbnail_url":105,"tldr":145,"tweet":105,"unknown_tags":146,"__hash__":147},"summaries\u002Fsummaries\u002F8c84b8422093501f-a-playbook-for-trustworthy-ai-model-evaluations-summary.md","A Playbook for Trustworthy AI Model Evaluations",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8504,769,5175,0.0032795,{"type":14,"value":15,"toc":95},"minimark",[16,21,25,29,32,55,59,62,88,92],[17,18,20],"h2",{"id":19},"the-shift-to-agentic-evaluation","The Shift to Agentic Evaluation",[22,23,24],"p",{},"Modern frontier models are no longer just chatbots; they are agentic systems that use tools, maintain state, and execute multi-step workflows. Consequently, evaluation results are not just a reflection of the model, but of the entire \"harness\"—the surrounding environment, control logic, and scaffolding. A trustworthy evaluation report must explicitly define the claim being tested (capability elicitation, safeguard performance, or comparative benchmarking) and provide evidence that the harness setup is a credible proxy for that claim.",[17,26,28],{"id":27},"the-critical-role-of-the-harness","The Critical Role of the Harness",[22,30,31],{},"The harness determines the observed performance ceiling. Evaluators must choose a harness that aligns with their specific goal:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Capability Elicitation:"," Use the strongest credible setup (tools, budget, scaffolding) a capable user would employ. If performance improves with additional compute\u002Fbudget, the result should be reported as a lower-bound estimate rather than a fixed ceiling.",[36,44,45,48],{},[39,46,47],{},"Controlled Comparison:"," Use a fixed, standardized harness to ensure differences in scores reflect model differences rather than measurement variance.",[36,50,51,54],{},[39,52,53],{},"Safeguard Testing:"," Match the adversary. If testing robustness against expert misuse, the harness must support the strongest credible end-to-end attack strategy, including multi-turn persistence.",[17,56,58],{"id":57},"validating-results-against-hazards","Validating Results Against Hazards",[22,60,61],{},"Headline scores are easily distorted by several known hazards. Evaluators must conduct manual reviews of intermediate artifacts (like reasoning traces) to identify:",[33,63,64,70,76,82],{},[36,65,66,69],{},[39,67,68],{},"Reward Hacking:"," When a model achieves high scores by exploiting task shortcuts rather than demonstrating the intended capability.",[36,71,72,75],{},[39,73,74],{},"Sandbagging:"," Strategic underperformance when a model recognizes it is being evaluated.",[36,77,78,81],{},[39,79,80],{},"Contamination:"," Overperformance due to the model having seen evaluation tasks during training or via external browsing.",[36,83,84,87],{},[39,85,86],{},"Broken Problems:"," Unsolvable environments, incorrect ground truth, or ambiguous prompts that lead to unfair scoring.",[17,89,91],{"id":90},"standards-for-future-reporting","Standards for Future Reporting",[22,93,94],{},"To improve transparency and reproducibility, evaluation reports should detail the full configuration: the specific model, reasoning settings, tool access, budget (tokens\u002Ftime\u002Fcost), and the elicitation methods used. When performance is resource-dependent, reports should include the expected cost per successful solve, providing a more practical view of the model's capabilities and risks.",{"title":96,"searchDepth":97,"depth":97,"links":98},"",2,[99,100,101,102],{"id":19,"depth":97,"text":20},{"id":27,"depth":97,"text":28},{"id":57,"depth":97,"text":58},{"id":90,"depth":97,"text":91},[104],"AI & LLMs",null,"md",false,{"content_references":109,"triage":124},[110,116,120],{"type":111,"title":112,"publisher":113,"url":114,"context":115},"other","UK AISI’s cyber range evaluation","UK AI Safety Institute","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2603.11214","cited",{"type":111,"title":117,"publisher":118,"url":119,"context":115},"METR's time-horizon evaluation","METR","https:\u002F\u002Fmetr.org\u002Ftime-horizons\u002F",{"type":121,"title":122,"context":123},"tool","Codex CLI","recommended",{"relevance":125,"novelty":126,"quality":126,"actionability":127,"composite":128,"reasoning":129},5,4,3,4.15,"Category: AI & LLMs. The article provides a comprehensive framework for evaluating AI models, addressing the audience's need for practical evaluation strategies in AI product development. It introduces the concept of 'harnesses' and their impact on evaluation, which is a novel perspective that goes beyond traditional methods.",true,"\u002Fsummaries\u002F8c84b8422093501f-a-playbook-for-trustworthy-ai-model-evaluations-summary","2026-05-30 14:03:21",{"title":5,"description":96},{"loc":131},"8c84b8422093501f","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Ftrustworthy-third-party-evaluations-foundations","summaries\u002F8c84b8422093501f-a-playbook-for-trustworthy-ai-model-evaluations-summary",[141,142,143,144],"agents","research","ai-tools","ai-llms","Effective frontier model evaluation requires moving beyond simple prompt-response testing to account for 'harnesses'—the environment, tools, and scaffolding that dictate agentic performance—and rigorous validity checks to prevent result distortion.",[144],"frBFGlWMxyMUbIExoFBaOKViq3OBsYdRbdZq8lkHOsc",[149,151,154,156,159,161,164,167,169,171,173,175,178,180,182,184,186,189,191,193,195,197,200,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,252,254,256,258,260,262,264,266,268,270,272,274,276,278,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,322,324,326,328,330,332,334,336,338,340,342,344,346,348,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,416,418,420,422,424,426,428,430,432,434,436,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,472,474,476,478,480,482,484,486,488,490,492,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,554,556,558,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,600,602,604,606,608,610,612,614,616,618,620,622,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,912,914,916,918,920,923,925,927,929,931,933,935,937,939,941,943,945,947,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050],{"categories":150},[104],{"categories":152},[153],"Developer Productivity",{"categories":155},[104],{"categories":157},[158],"Business & SaaS",{"categories":160},[104],{"categories":162},[163],"AI Automation",{"categories":165},[166],"Product Strategy",{"categories":168},[163],{"categories":170},[104],{"categories":172},[153],{"categories":174},[163],{"categories":176},[177],"Software Engineering",{"categories":179},[104],{"categories":181},[158],{"categories":183},[],{"categories":185},[104],{"categories":187},[188],"Inference & Serving",{"categories":190},[104],{"categories":192},[104],{"categories":194},[163],{"categories":196},[],{"categories":198},[199],"AI News & Trends",{"categories":201},[202],"Data Science & Visualization",{"categories":204},[163],{"categories":206},[104],{"categories":208},[104],{"categories":210},[158],{"categories":212},[153],{"categories":214},[104],{"categories":216},[163],{"categories":218},[199],{"categories":220},[104],{"categories":222},[163],{"categories":224},[163],{"categories":226},[104],{"categories":228},[104],{"categories":230},[163],{"categories":232},[104],{"categories":234},[104],{"categories":236},[104],{"categories":238},[163],{"categories":240},[199],{"categories":242},[104],{"categories":244},[104],{"categories":246},[104],{"categories":248},[],{"categories":250},[251],"Design & Frontend",{"categories":253},[202],{"categories":255},[199],{"categories":257},[104],{"categories":259},[104],{"categories":261},[104],{"categories":263},[],{"categories":265},[104],{"categories":267},[104],{"categories":269},[163],{"categories":271},[177],{"categories":273},[104],{"categories":275},[163],{"categories":277},[104],{"categories":279},[280],"Marketing & Growth",{"categories":282},[251],{"categories":284},[104],{"categories":286},[163],{"categories":288},[104],{"categories":290},[104],{"categories":292},[177],{"categories":294},[104],{"categories":296},[],{"categories":298},[],{"categories":300},[251],{"categories":302},[104],{"categories":304},[163],{"categories":306},[153],{"categories":308},[177],{"categories":310},[163],{"categories":312},[251],{"categories":314},[166],{"categories":316},[104],{"categories":318},[177],{"categories":320},[321],"DevOps & Cloud",{"categories":323},[163],{"categories":325},[166],{"categories":327},[199],{"categories":329},[104],{"categories":331},[],{"categories":333},[104],{"categories":335},[104],{"categories":337},[],{"categories":339},[163],{"categories":341},[177],{"categories":343},[],{"categories":345},[177],{"categories":347},[104],{"categories":349},[350],"Governance & Standards",{"categories":352},[158],{"categories":354},[],{"categories":356},[],{"categories":358},[104],{"categories":360},[104],{"categories":362},[163],{"categories":364},[104],{"categories":366},[104],{"categories":368},[163],{"categories":370},[104],{"categories":372},[104],{"categories":374},[104],{"categories":376},[],{"categories":378},[177],{"categories":380},[],{"categories":382},[],{"categories":384},[104],{"categories":386},[177],{"categories":388},[],{"categories":390},[177],{"categories":392},[104],{"categories":394},[104],{"categories":396},[280],{"categories":398},[104],{"categories":400},[104],{"categories":402},[104],{"categories":404},[251],{"categories":406},[251],{"categories":408},[104],{"categories":410},[177],{"categories":412},[163],{"categories":414},[415],"GovTech & Public-Sector Adoption",{"categories":417},[177],{"categories":419},[104],{"categories":421},[104],{"categories":423},[104],{"categories":425},[163],{"categories":427},[163],{"categories":429},[202],{"categories":431},[104],{"categories":433},[199],{"categories":435},[163],{"categories":437},[438],"Legal AI Tools",{"categories":440},[104],{"categories":442},[163],{"categories":444},[104],{"categories":446},[280],{"categories":448},[163],{"categories":450},[166],{"categories":452},[104],{"categories":454},[177],{"categories":456},[415],{"categories":458},[],{"categories":460},[163],{"categories":462},[],{"categories":464},[158],{"categories":466},[163],{"categories":468},[163],{"categories":470},[471],"RAG & Retrieval",{"categories":473},[158],{"categories":475},[104],{"categories":477},[177],{"categories":479},[177],{"categories":481},[321],{"categories":483},[251],{"categories":485},[163],{"categories":487},[104],{"categories":489},[104],{"categories":491},[],{"categories":493},[494],"Agents & Orchestration",{"categories":496},[177],{"categories":498},[104],{"categories":500},[],{"categories":502},[163],{"categories":504},[158],{"categories":506},[],{"categories":508},[104],{"categories":510},[],{"categories":512},[104],{"categories":514},[153],{"categories":516},[177],{"categories":518},[158],{"categories":520},[104],{"categories":522},[163],{"categories":524},[104],{"categories":526},[199],{"categories":528},[104],{"categories":530},[],{"categories":532},[104],{"categories":534},[],{"categories":536},[104],{"categories":538},[177],{"categories":540},[104],{"categories":542},[163],{"categories":544},[202],{"categories":546},[],{"categories":548},[104],{"categories":550},[251],{"categories":552},[553],"Models & Frontier Labs",{"categories":555},[],{"categories":557},[251],{"categories":559},[560],"Regulation & Governance of AI",{"categories":562},[166],{"categories":564},[163],{"categories":566},[],{"categories":568},[104],{"categories":570},[104],{"categories":572},[163],{"categories":574},[163],{"categories":576},[199],{"categories":578},[104],{"categories":580},[158],{"categories":582},[104],{"categories":584},[163],{"categories":586},[],{"categories":588},[177],{"categories":590},[163],{"categories":592},[104],{"categories":594},[166],{"categories":596},[104],{"categories":598},[599],"AI Policy & Regulation",{"categories":601},[],{"categories":603},[104],{"categories":605},[163],{"categories":607},[166],{"categories":609},[163],{"categories":611},[104],{"categories":613},[104],{"categories":615},[104],{"categories":617},[163],{"categories":619},[],{"categories":621},[202],{"categories":623},[624],"Evals & Reliability",{"categories":626},[104],{"categories":628},[104],{"categories":630},[],{"categories":632},[153],{"categories":634},[415],{"categories":636},[599],{"categories":638},[104],{"categories":640},[158],{"categories":642},[104],{"categories":644},[163],{"categories":646},[104],{"categories":648},[163],{"categories":650},[494],{"categories":652},[104],{"categories":654},[177],{"categories":656},[104],{"categories":658},[],{"categories":660},[251],{"categories":662},[],{"categories":664},[104],{"categories":666},[415],{"categories":668},[104],{"categories":670},[104],{"categories":672},[104],{"categories":674},[],{"categories":676},[104],{"categories":678},[251],{"categories":680},[177],{"categories":682},[],{"categories":684},[104],{"categories":686},[],{"categories":688},[163],{"categories":690},[104],{"categories":692},[251],{"categories":694},[],{"categories":696},[104],{"categories":698},[104],{"categories":700},[202],{"categories":702},[163],{"categories":704},[104],{"categories":706},[158],{"categories":708},[163],{"categories":710},[104],{"categories":712},[104],{"categories":714},[177],{"categories":716},[251],{"categories":718},[104],{"categories":720},[163],{"categories":722},[],{"categories":724},[177],{"categories":726},[163],{"categories":728},[202],{"categories":730},[],{"categories":732},[104],{"categories":734},[199],{"categories":736},[104],{"categories":738},[],{"categories":740},[104],{"categories":742},[104],{"categories":744},[104],{"categories":746},[158,280],{"categories":748},[],{"categories":750},[177],{"categories":752},[104],{"categories":754},[104],{"categories":756},[163],{"categories":758},[104],{"categories":760},[],{"categories":762},[],{"categories":764},[104],{"categories":766},[251],{"categories":768},[104],{"categories":770},[],{"categories":772},[104],{"categories":774},[321],{"categories":776},[],{"categories":778},[163],{"categories":780},[199],{"categories":782},[104],{"categories":784},[104],{"categories":786},[251],{"categories":788},[],{"categories":790},[199],{"categories":792},[104],{"categories":794},[188],{"categories":796},[104],{"categories":798},[104],{"categories":800},[163],{"categories":802},[199],{"categories":804},[553],{"categories":806},[104],{"categories":808},[280],{"categories":810},[],{"categories":812},[163],{"categories":814},[158],{"categories":816},[177],{"categories":818},[104],{"categories":820},[163],{"categories":822},[],{"categories":824},[104,321],{"categories":826},[104],{"categories":828},[104],{"categories":830},[104],{"categories":832},[163],{"categories":834},[104,177],{"categories":836},[202],{"categories":838},[104],{"categories":840},[104],{"categories":842},[104],{"categories":844},[177],{"categories":846},[104],{"categories":848},[163],{"categories":850},[163],{"categories":852},[599],{"categories":854},[280],{"categories":856},[104],{"categories":858},[163],{"categories":860},[104],{"categories":862},[104],{"categories":864},[163],{"categories":866},[],{"categories":868},[163],{"categories":870},[104],{"categories":872},[104],{"categories":874},[163],{"categories":876},[104],{"categories":878},[104,158],{"categories":880},[104],{"categories":882},[158],{"categories":884},[],{"categories":886},[251],{"categories":888},[251],{"categories":890},[104],{"categories":892},[],{"categories":894},[],{"categories":896},[104],{"categories":898},[199],{"categories":900},[],{"categories":902},[153],{"categories":904},[104],{"categories":906},[177],{"categories":908},[104],{"categories":910},[911],"Generative UI & Design-to-Code",{"categories":913},[104],{"categories":915},[104],{"categories":917},[251],{"categories":919},[104],{"categories":921},[922],"Algorithmic Accountability",{"categories":924},[163],{"categories":926},[177],{"categories":928},[199],{"categories":930},[251],{"categories":932},[104],{"categories":934},[],{"categories":936},[166],{"categories":938},[104],{"categories":940},[104],{"categories":942},[104],{"categories":944},[104],{"categories":946},[163],{"categories":948},[949],"MLOps & Infrastructure",{"categories":951},[104],{"categories":953},[104],{"categories":955},[104],{"categories":957},[104],{"categories":959},[104],{"categories":961},[177],{"categories":963},[199],{"categories":965},[104],{"categories":967},[166],{"categories":969},[153],{"categories":971},[104],{"categories":973},[163],{"categories":975},[321],{"categories":977},[104],{"categories":979},[158],{"categories":981},[104],{"categories":983},[251],{"categories":985},[104],{"categories":987},[104],{"categories":989},[163],{"categories":991},[],{"categories":993},[],{"categories":995},[104],{"categories":997},[188],{"categories":999},[251],{"categories":1001},[199],{"categories":1003},[202],{"categories":1005},[],{"categories":1007},[104],{"categories":1009},[104],{"categories":1011},[158],{"categories":1013},[163],{"categories":1015},[104],{"categories":1017},[104],{"categories":1019},[104],{"categories":1021},[104],{"categories":1023},[199],{"categories":1025},[188],{"categories":1027},[104],{"categories":1029},[251],{"categories":1031},[104],{"categories":1033},[],{"categories":1035},[163],{"categories":1037},[177],{"categories":1039},[],{"categories":1041},[104],{"categories":1043},[104],{"categories":1045},[163],{"categories":1047},[177],{"categories":1049},[104],{"categories":1051},[202],{"categories":1053},[251],{"categories":1055},[],{"categories":1057},[104],{"categories":1059},[],{"categories":1061},[104],{"categories":1063},[],{"categories":1065},[104],{"categories":1067},[104],{"categories":1069},[166],{"categories":1071},[158],{"categories":1073},[163],{"categories":1075},[163],{"categories":1077},[],{"categories":1079},[104],{"categories":1081},[153],{"categories":1083},[104],{"categories":1085},[104],{"categories":1087},[158],{"categories":1089},[199],{"categories":1091},[153],{"categories":1093},[],{"categories":1095},[104],{"categories":1097},[],{"categories":1099},[104],{"categories":1101},[],{"categories":1103},[199],{"categories":1105},[199],{"categories":1107},[],{"categories":1109},[494],{"categories":1111},[104],{"categories":1113},[251],{"categories":1115},[177],{"categories":1117},[],{"categories":1119},[438],{"categories":1121},[163],{"categories":1123},[158],{"categories":1125},[],{"categories":1127},[],{"categories":1129},[153],{"categories":1131},[202],{"categories":1133},[],{"categories":1135},[280],{"categories":1137},[163],{"categories":1139},[158],{"categories":1141},[163],{"categories":1143},[104],{"categories":1145},[158],{"categories":1147},[104],{"categories":1149},[177],{"categories":1151},[],{"categories":1153},[188],{"categories":1155},[166],{"categories":1157},[104],{"categories":1159},[251],{"categories":1161},[177],{"categories":1163},[158],{"categories":1165},[104],{"categories":1167},[177],{"categories":1169},[104],{"categories":1171},[163],{"categories":1173},[158],{"categories":1175},[104],{"categories":1177},[104],{"categories":1179},[104],{"categories":1181},[104],{"categories":1183},[104],{"categories":1185},[],{"categories":1187},[],{"categories":1189},[177],{"categories":1191},[202],{"categories":1193},[166],{"categories":1195},[104],{"categories":1197},[163],{"categories":1199},[177],{"categories":1201},[177],{"categories":1203},[104],{"categories":1205},[],{"categories":1207},[199],{"categories":1209},[166],{"categories":1211},[166],{"categories":1213},[177],{"categories":1215},[104],{"categories":1217},[624],{"categories":1219},[321],{"categories":1221},[],{"categories":1223},[163],{"categories":1225},[104],{"categories":1227},[],{"categories":1229},[153],{"categories":1231},[],{"categories":1233},[104],{"categories":1235},[104],{"categories":1237},[104],{"categories":1239},[251],{"categories":1241},[280],{"categories":1243},[104],{"categories":1245},[177],{"categories":1247},[104],{"categories":1249},[163],{"categories":1251},[],{"categories":1253},[177],{"categories":1255},[104],{"categories":1257},[153],{"categories":1259},[],{"categories":1261},[158],{"categories":1263},[104],{"categories":1265},[104],{"categories":1267},[199],{"categories":1269},[104,321],{"categories":1271},[104],{"categories":1273},[1274],"Design Systems for AI",{"categories":1276},[104],{"categories":1278},[104],{"categories":1280},[199],{"categories":1282},[104],{"categories":1284},[104],{"categories":1286},[104],{"categories":1288},[158],{"categories":1290},[104],{"categories":1292},[104],{"categories":1294},[104],{"categories":1296},[],{"categories":1298},[104],{"categories":1300},[104],{"categories":1302},[158],{"categories":1304},[104],{"categories":1306},[],{"categories":1308},[163],{"categories":1310},[163],{"categories":1312},[177],{"categories":1314},[199],{"categories":1316},[177],{"categories":1318},[104],{"categories":1320},[251],{"categories":1322},[199],{"categories":1324},[202],{"categories":1326},[104],{"categories":1328},[104],{"categories":1330},[163],{"categories":1332},[153],{"categories":1334},[599],{"categories":1336},[104],{"categories":1338},[163],{"categories":1340},[104],{"categories":1342},[177],{"categories":1344},[177],{"categories":1346},[],{"categories":1348},[],{"categories":1350},[104],{"categories":1352},[163],{"categories":1354},[166],{"categories":1356},[],{"categories":1358},[158],{"categories":1360},[104],{"categories":1362},[],{"categories":1364},[251],{"categories":1366},[177],{"categories":1368},[163],{"categories":1370},[177],{"categories":1372},[251],{"categories":1374},[104],{"categories":1376},[104],{"categories":1378},[251],{"categories":1380},[],{"categories":1382},[],{"categories":1384},[199],{"categories":1386},[163],{"categories":1388},[163],{"categories":1390},[104],{"categories":1392},[104],{"categories":1394},[104],{"categories":1396},[104],{"categories":1398},[158],{"categories":1400},[104],{"categories":1402},[104],{"categories":1404},[],{"categories":1406},[177],{"categories":1408},[177],{"categories":1410},[104],{"categories":1412},[177],{"categories":1414},[158],{"categories":1416},[],{"categories":1418},[104],{"categories":1420},[104],{"categories":1422},[104],{"categories":1424},[104],{"categories":1426},[104],{"categories":1428},[163],{"categories":1430},[153],{"categories":1432},[158],{"categories":1434},[104],{"categories":1436},[163],{"categories":1438},[199],{"categories":1440},[163],{"categories":1442},[188],{"categories":1444},[280],{"categories":1446},[104],{"categories":1448},[163],{"categories":1450},[104],{"categories":1452},[104],{"categories":1454},[104],{"categories":1456},[],{"categories":1458},[251],{"categories":1460},[],{"categories":1462},[104],{"categories":1464},[104],{"categories":1466},[],{"categories":1468},[104],{"categories":1470},[177],{"categories":1472},[158],{"categories":1474},[1475],"Visual & Generative Media",{"categories":1477},[163],{"categories":1479},[],{"categories":1481},[104],{"categories":1483},[104],{"categories":1485},[177],{"categories":1487},[321],{"categories":1489},[104],{"categories":1491},[202],{"categories":1493},[599],{"categories":1495},[177],{"categories":1497},[280],{"categories":1499},[104],{"categories":1501},[251],{"categories":1503},[104],{"categories":1505},[104],{"categories":1507},[177],{"categories":1509},[163],{"categories":1511},[104],{"categories":1513},[],{"categories":1515},[],{"categories":1517},[163],{"categories":1519},[177],{"categories":1521},[153],{"categories":1523},[163],{"categories":1525},[553],{"categories":1527},[104],{"categories":1529},[166],{"categories":1531},[104],{"categories":1533},[158],{"categories":1535},[],{"categories":1537},[104],{"categories":1539},[166],{"categories":1541},[104],{"categories":1543},[104],{"categories":1545},[104],{"categories":1547},[166],{"categories":1549},[104],{"categories":1551},[104],{"categories":1553},[280],{"categories":1555},[104],{"categories":1557},[494],{"categories":1559},[104],{"categories":1561},[163],{"categories":1563},[104],{"categories":1565},[104],{"categories":1567},[104],{"categories":1569},[104],{"categories":1571},[251],{"categories":1573},[163],{"categories":1575},[],{"categories":1577},[163],{"categories":1579},[],{"categories":1581},[321],{"categories":1583},[177],{"categories":1585},[],{"categories":1587},[553],{"categories":1589},[104],{"categories":1591},[163],{"categories":1593},[163],{"categories":1595},[104],{"categories":1597},[251,104],{"categories":1599},[153],{"categories":1601},[104],{"categories":1603},[251],{"categories":1605},[],{"categories":1607},[104],{"categories":1609},[153],{"categories":1611},[104],{"categories":1613},[1614],"Medical Imaging & Radiology",{"categories":1616},[104],{"categories":1618},[104],{"categories":1620},[104],{"categories":1622},[251],{"categories":1624},[163],{"categories":1626},[177],{"categories":1628},[],{"categories":1630},[104],{"categories":1632},[104],{"categories":1634},[104],{"categories":1636},[],{"categories":1638},[],{"categories":1640},[104],{"categories":1642},[104],{"categories":1644},[494],{"categories":1646},[104],{"categories":1648},[153],{"categories":1650},[104],{"categories":1652},[104],{"categories":1654},[],{"categories":1656},[163],{"categories":1658},[104],{"categories":1660},[166],{"categories":1662},[177],{"categories":1664},[104],{"categories":1666},[163],{"categories":1668},[494],{"categories":1670},[104],{"categories":1672},[163],{"categories":1674},[104],{"categories":1676},[104],{"categories":1678},[104],{"categories":1680},[251],{"categories":1682},[163],{"categories":1684},[321],{"categories":1686},[251],{"categories":1688},[158],{"categories":1690},[163],{"categories":1692},[199],{"categories":1694},[104],{"categories":1696},[104],{"categories":1698},[166],{"categories":1700},[104],{"categories":1702},[104],{"categories":1704},[104],{"categories":1706},[104],{"categories":1708},[163],{"categories":1710},[104],{"categories":1712},[177],{"categories":1714},[177],{"categories":1716},[104],{"categories":1718},[166],{"categories":1720},[],{"categories":1722},[199],{"categories":1724},[],{"categories":1726},[166],{"categories":1728},[163],{"categories":1730},[104],{"categories":1732},[163],{"categories":1734},[1274],{"categories":1736},[1274],{"categories":1738},[251],{"categories":1740},[104],{"categories":1742},[104],{"categories":1744},[104],{"categories":1746},[163],{"categories":1748},[177],{"categories":1750},[251],{"categories":1752},[163],{"categories":1754},[199],{"categories":1756},[],{"categories":1758},[104],{"categories":1760},[],{"categories":1762},[104],{"categories":1764},[104],{"categories":1766},[104],{"categories":1768},[104],{"categories":1770},[163],{"categories":1772},[1773],"Contract Review & E-Discovery",{"categories":1775},[104],{"categories":1777},[251],{"categories":1779},[104],{"categories":1781},[153],{"categories":1783},[104],{"categories":1785},[199],{"categories":1787},[104],{"categories":1789},[104],{"categories":1791},[280],{"categories":1793},[177],{"categories":1795},[104],{"categories":1797},[104],{"categories":1799},[163],{"categories":1801},[163],{"categories":1803},[922],{"categories":1805},[104],{"categories":1807},[104],{"categories":1809},[163],{"categories":1811},[163],{"categories":1813},[104],{"categories":1815},[104],{"categories":1817},[104],{"categories":1819},[163],{"categories":1821},[104],{"categories":1823},[104],{"categories":1825},[494],{"categories":1827},[471],{"categories":1829},[104],{"categories":1831},[163],{"categories":1833},[104],{"categories":1835},[1836],"Law-Firm Practice & Adoption",{"categories":1838},[104],{"categories":1840},[163],{"categories":1842},[251],{"categories":1844},[104],{"categories":1846},[104],{"categories":1848},[104],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[177],{"categories":1856},[104],{"categories":1858},[],{"categories":1860},[163],{"categories":1862},[153],{"categories":1864},[321],{"categories":1866},[104],{"categories":1868},[],{"categories":1870},[153],{"categories":1872},[158],{"categories":1874},[104],{"categories":1876},[280],{"categories":1878},[],{"categories":1880},[158],{"categories":1882},[163],{"categories":1884},[158],{"categories":1886},[],{"categories":1888},[104],{"categories":1890},[166],{"categories":1892},[104],{"categories":1894},[177],{"categories":1896},[],{"categories":1898},[],{"categories":1900},[],{"categories":1902},[],{"categories":1904},[104],{"categories":1906},[166],{"categories":1908},[163],{"categories":1910},[321],{"categories":1912},[104],{"categories":1914},[153],{"categories":1916},[177],{"categories":1918},[104],{"categories":1920},[104],{"categories":1922},[177],{"categories":1924},[166],{"categories":1926},[104],{"categories":1928},[104],{"categories":1930},[104],{"categories":1932},[949],{"categories":1934},[104],{"categories":1936},[177],{"categories":1938},[104],{"categories":1940},[280],{"categories":1942},[177],{"categories":1944},[158],{"categories":1946},[104],{"categories":1948},[104],{"categories":1950},[104],{"categories":1952},[251],{"categories":1954},[104],{"categories":1956},[104],{"categories":1958},[104],{"categories":1960},[104],{"categories":1962},[158],{"categories":1964},[163],{"categories":1966},[104,153],{"categories":1968},[494],{"categories":1970},[104],{"categories":1972},[104],{"categories":1974},[177],{"categories":1976},[177],{"categories":1978},[251],{"categories":1980},[163],{"categories":1982},[163],{"categories":1984},[177],{"categories":1986},[104],{"categories":1988},[104],{"categories":1990},[104],{"categories":1992},[],{"categories":1994},[],{"categories":1996},[104],{"categories":1998},[202],{"categories":2000},[104],{"categories":2002},[163],{"categories":2004},[],{"categories":2006},[104],{"categories":2008},[104],{"categories":2010},[177],{"categories":2012},[202],{"categories":2014},[199],{"categories":2016},[251],{"categories":2018},[104],{"categories":2020},[163],{"categories":2022},[104],{"categories":2024},[177],{"categories":2026},[],{"categories":2028},[163],{"categories":2030},[104],{"categories":2032},[104],{"categories":2034},[104],{"categories":2036},[104],{"categories":2038},[],{"categories":2040},[163],{"categories":2042},[104],{"categories":2044},[104],{"categories":2046},[104],{"categories":2048},[],{"categories":2050},[163],{"categories":2052},[104],{"categories":2054},[104],{"categories":2056},[158],{"categories":2058},[104],{"categories":2060},[104],{"categories":2062},[],{"categories":2064},[153],{"categories":2066},[104],{"categories":2068},[104],{"categories":2070},[104],{"categories":2072},[251],{"categories":2074},[104],{"categories":2076},[177],{"categories":2078},[104],{"categories":2080},[153],{"categories":2082},[104],{"categories":2084},[177],{"categories":2086},[280],{"categories":2088},[163],{"categories":2090},[163],{"categories":2092},[104],{"categories":2094},[104],{"categories":2096},[104,251],{"categories":2098},[104],{"categories":2100},[163],{"categories":2102},[199],{"categories":2104},[104],{"categories":2106},[199],{"categories":2108},[163],{"categories":2110},[251],{"categories":2112},[104],{"categories":2114},[],{"categories":2116},[177],{"categories":2118},[321],{"categories":2120},[251],{"categories":2122},[177],{"categories":2124},[104],{"categories":2126},[166],{"categories":2128},[104],{"categories":2130},[104],{"categories":2132},[163],{"categories":2134},[],{"categories":2136},[],{"categories":2138},[104],{"categories":2140},[],{"categories":2142},[],{"categories":2144},[166],{"categories":2146},[177],{"categories":2148},[104],{"categories":2150},[163],{"categories":2152},[163],{"categories":2154},[158],{"categories":2156},[163],{"categories":2158},[321],{"categories":2160},[104],{"categories":2162},[104],{"categories":2164},[104],{"categories":2166},[188],{"categories":2168},[104],{"categories":2170},[104],{"categories":2172},[104],{"categories":2174},[177],{"categories":2176},[163],{"categories":2178},[104],{"categories":2180},[104],{"categories":2182},[177],{"categories":2184},[438],{"categories":2186},[163],{"categories":2188},[922],{"categories":2190},[],{"categories":2192},[251],{"categories":2194},[1836],{"categories":2196},[177],{"categories":2198},[],{"categories":2200},[],{"categories":2202},[104],{"categories":2204},[163],{"categories":2206},[],{"categories":2208},[],{"categories":2210},[104],{"categories":2212},[280],{"categories":2214},[104],{"categories":2216},[280],{"categories":2218},[163],{"categories":2220},[104],{"categories":2222},[104],{"categories":2224},[177],{"categories":2226},[166],{"categories":2228},[],{"categories":2230},[104],{"categories":2232},[104],{"categories":2234},[177],{"categories":2236},[1773],{"categories":2238},[251],{"categories":2240},[251],{"categories":2242},[104],{"categories":2244},[163],{"categories":2246},[153],{"categories":2248},[104],{"categories":2250},[104],{"categories":2252},[104],{"categories":2254},[104],{"categories":2256},[251],{"categories":2258},[251],{"categories":2260},[163],{"categories":2262},[163],{"categories":2264},[163],{"categories":2266},[104],{"categories":2268},[104],{"categories":2270},[],{"categories":2272},[104],{"categories":2274},[],{"categories":2276},[2277],"Interaction & Product Design",{"categories":2279},[104],{"categories":2281},[163],{"categories":2283},[177],{"categories":2285},[350],{"categories":2287},[199],{"categories":2289},[177],{"categories":2291},[104],{"categories":2293},[104],{"categories":2295},[104],{"categories":2297},[177],{"categories":2299},[104],{"categories":2301},[153],{"categories":2303},[163],{"categories":2305},[104],{"categories":2307},[],{"categories":2309},[163],{"categories":2311},[163],{"categories":2313},[163],{"categories":2315},[],{"categories":2317},[177],{"categories":2319},[104],{"categories":2321},[163],{"categories":2323},[153],{"categories":2325},[2277],{"categories":2327},[104],{"categories":2329},[153],{"categories":2331},[153],{"categories":2333},[],{"categories":2335},[163],{"categories":2337},[177],{"categories":2339},[],{"categories":2341},[163],{"categories":2343},[199],{"categories":2345},[104],{"categories":2347},[163],{"categories":2349},[104],{"categories":2351},[163],{"categories":2353},[163],{"categories":2355},[104],{"categories":2357},[104],{"categories":2359},[199],{"categories":2361},[202],{"categories":2363},[104],{"categories":2365},[166],{"categories":2367},[177],{"categories":2369},[2370],"Coding Agents & Dev Productivity",{"categories":2372},[199],{"categories":2374},[251],{"categories":2376},[104],{"categories":2378},[104],{"categories":2380},[],{"categories":2382},[104],{"categories":2384},[922],{"categories":2386},[],{"categories":2388},[104],{"categories":2390},[104],{"categories":2392},[321],{"categories":2394},[104],{"categories":2396},[199],{"categories":2398},[],{"categories":2400},[],{"categories":2402},[104],{"categories":2404},[],{"categories":2406},[163],{"categories":2408},[104],{"categories":2410},[],{"categories":2412},[177],{"categories":2414},[177],{"categories":2416},[104],{"categories":2418},[202],{"categories":2420},[],{"categories":2422},[104],{"categories":2424},[104],{"categories":2426},[104],{"categories":2428},[202],{"categories":2430},[177],{"categories":2432},[163],{"categories":2434},[],{"categories":2436},[],{"categories":2438},[104],{"categories":2440},[104],{"categories":2442},[163],{"categories":2444},[163],{"categories":2446},[415],{"categories":2448},[177],{"categories":2450},[177],{"categories":2452},[163],{"categories":2454},[199],{"categories":2456},[199],{"categories":2458},[163],{"categories":2460},[163],{"categories":2462},[104],{"categories":2464},[153],{"categories":2466},[2277],{"categories":2468},[166],{"categories":2470},[104,321],{"categories":2472},[202],{"categories":2474},[],{"categories":2476},[251],{"categories":2478},[163],{"categories":2480},[177],{"categories":2482},[153],{"categories":2484},[104],{"categories":2486},[163],{"categories":2488},[2489],"The Designer's Role & Craft",{"categories":2491},[251],{"categories":2493},[],{"categories":2495},[163],{"categories":2497},[104],{"categories":2499},[163],{"categories":2501},[163],{"categories":2503},[104],{"categories":2505},[280],{"categories":2507},[104],{"categories":2509},[177],{"categories":2511},[104],{"categories":2513},[251],{"categories":2515},[104],{"categories":2517},[],{"categories":2519},[163],{"categories":2521},[251],{"categories":2523},[166],{"categories":2525},[104],{"categories":2527},[104],{"categories":2529},[104],{"categories":2531},[2532],"AI UX Patterns",{"categories":2534},[163],{"categories":2536},[163],{"categories":2538},[163],{"categories":2540},[163],{"categories":2542},[280],{"categories":2544},[202],{"categories":2546},[104],{"categories":2548},[163],{"categories":2550},[104],{"categories":2552},[1274],{"categories":2554},[],{"categories":2556},[280],{"categories":2558},[163],{"categories":2560},[199],{"categories":2562},[177],{"categories":2564},[104],{"categories":2566},[163],{"categories":2568},[],{"categories":2570},[],{"categories":2572},[104],{"categories":2574},[104],{"categories":2576},[163],{"categories":2578},[104],{"categories":2580},[163],{"categories":2582},[415],{"categories":2584},[251],{"categories":2586},[104],{"categories":2588},[199],{"categories":2590},[177],{"categories":2592},[104],{"categories":2594},[163],{"categories":2596},[163],{"categories":2598},[],{"categories":2600},[104],{"categories":2602},[],{"categories":2604},[104],{"categories":2606},[],{"categories":2608},[104],{"categories":2610},[104],{"categories":2612},[104],{"categories":2614},[163],{"categories":2616},[177],{"categories":2618},[],{"categories":2620},[],{"categories":2622},[202],{"categories":2624},[188],{"categories":2626},[104],{"categories":2628},[104],{"categories":2630},[104],{"categories":2632},[202],{"categories":2634},[104],{"categories":2636},[104],{"categories":2638},[199],{"categories":2640},[104],{"categories":2642},[104],{"categories":2644},[104],{"categories":2646},[163],{"categories":2648},[104],{"categories":2650},[163],{"categories":2652},[104],{"categories":2654},[104],{"categories":2656},[104],{"categories":2658},[163],{"categories":2660},[],{"categories":2662},[104],{"categories":2664},[],{"categories":2666},[104],{"categories":2668},[104],{"categories":2670},[321],{"categories":2672},[104],{"categories":2674},[],{"categories":2676},[],{"categories":2678},[251],{"categories":2680},[949],{"categories":2682},[163],{"categories":2684},[153],{"categories":2686},[2489],{"categories":2688},[],{"categories":2690},[],{"categories":2692},[104],{"categories":2694},[],{"categories":2696},[],{"categories":2698},[177],{"categories":2700},[199],{"categories":2702},[280],{"categories":2704},[163],{"categories":2706},[158],{"categories":2708},[104],{"categories":2710},[104],{"categories":2712},[158],{"categories":2714},[],{"categories":2716},[251],{"categories":2718},[166],{"categories":2720},[104],{"categories":2722},[104],{"categories":2724},[163],{"categories":2726},[158],{"categories":2728},[104],{"categories":2730},[104],{"categories":2732},[153],{"categories":2734},[104],{"categories":2736},[104],{"categories":2738},[],{"categories":2740},[153],{"categories":2742},[104],{"categories":2744},[280],{"categories":2746},[163],{"categories":2748},[199],{"categories":2750},[104],{"categories":2752},[177],{"categories":2754},[104],{"categories":2756},[104],{"categories":2758},[158],{"categories":2760},[104],{"categories":2762},[104],{"categories":2764},[104],{"categories":2766},[163],{"categories":2768},[104],{"categories":2770},[],{"categories":2772},[104],{"categories":2774},[177],{"categories":2776},[153],{"categories":2778},[104],{"categories":2780},[104],{"categories":2782},[104],{"categories":2784},[],{"categories":2786},[104],{"categories":2788},[494],{"categories":2790},[163],{"categories":2792},[158],{"categories":2794},[199],{"categories":2796},[104],{"categories":2798},[104],{"categories":2800},[],{"categories":2802},[158],{"categories":2804},[158],{"categories":2806},[104],{"categories":2808},[104],{"categories":2810},[166],{"categories":2812},[104],{"categories":2814},[104],{"categories":2816},[104],{"categories":2818},[104],{"categories":2820},[177],{"categories":2822},[177],{"categories":2824},[104],{"categories":2826},[],{"categories":2828},[177],{"categories":2830},[104],{"categories":2832},[177],{"categories":2834},[163],{"categories":2836},[599],{"categories":2838},[],{"categories":2840},[],{"categories":2842},[104],{"categories":2844},[199],{"categories":2846},[],{"categories":2848},[321],{"categories":2850},[104],{"categories":2852},[104],{"categories":2854},[104],{"categories":2856},[251],{"categories":2858},[911],{"categories":2860},[],{"categories":2862},[104],{"categories":2864},[104],{"categories":2866},[104],{"categories":2868},[177],{"categories":2870},[104],{"categories":2872},[104],{"categories":2874},[104,321],{"categories":2876},[104],{"categories":2878},[104],{"categories":2880},[251],{"categories":2882},[163],{"categories":2884},[],{"categories":2886},[163],{"categories":2888},[163],{"categories":2890},[104],{"categories":2892},[104],{"categories":2894},[104],{"categories":2896},[104],{"categories":2898},[202],{"categories":2900},[104],{"categories":2902},[2532],{"categories":2904},[153],{"categories":2906},[202],{"categories":2908},[153],{"categories":2910},[177],{"categories":2912},[251],{"categories":2914},[163],{"categories":2916},[104],{"categories":2918},[],{"categories":2920},[158],{"categories":2922},[104],{"categories":2924},[104],{"categories":2926},[199],{"categories":2928},[104],{"categories":2930},[104],{"categories":2932},[104],{"categories":2934},[163],{"categories":2936},[104],{"categories":2938},[104],{"categories":2940},[104],{"categories":2942},[158],{"categories":2944},[],{"categories":2946},[321],{"categories":2948},[104],{"categories":2950},[415],{"categories":2952},[251],{"categories":2954},[251],{"categories":2956},[177],{"categories":2958},[163],{"categories":2960},[104],{"categories":2962},[158],{"categories":2964},[199],{"categories":2966},[104],{"categories":2968},[104],{"categories":2970},[104],{"categories":2972},[251],{"categories":2974},[163],{"categories":2976},[163],{"categories":2978},[104],{"categories":2980},[104],{"categories":2982},[553],{"categories":2984},[163],{"categories":2986},[],{"categories":2988},[104],{"categories":2990},[104],{"categories":2992},[104],{"categories":2994},[],{"categories":2996},[],{"categories":2998},[104],{"categories":3000},[104],{"categories":3002},[163],{"categories":3004},[104],{"categories":3006},[104],{"categories":3008},[104],{"categories":3010},[177],{"categories":3012},[104],{"categories":3014},[104],{"categories":3016},[163],{"categories":3018},[104],{"categories":3020},[104],{"categories":3022},[104],{"categories":3024},[104],{"categories":3026},[104],{"categories":3028},[],{"categories":3030},[177],{"categories":3032},[202],{"categories":3034},[104],{"categories":3036},[163],{"categories":3038},[163],{"categories":3040},[104],{"categories":3042},[104],{"categories":3044},[],{"categories":3046},[],{"categories":3048},[104],{"categories":3050},[104],{"categories":3052},[104],{"categories":3054},[199],{"categories":3056},[202],{"categories":3058},[],{"categories":3060},[104],{"categories":3062},[251],{"categories":3064},[104],{"categories":3066},[321],{"categories":3068},[1836],{"categories":3070},[199],{"categories":3072},[177],{"categories":3074},[104],{"categories":3076},[177],{"categories":3078},[177],{"categories":3080},[104],{"categories":3082},[104],{"categories":3084},[177],{"categories":3086},[199],{"categories":3088},[199],{"categories":3090},[321],{"categories":3092},[163],{"categories":3094},[],{"categories":3096},[199],{"categories":3098},[104],{"categories":3100},[163],{"categories":3102},[153],{"categories":3104},[177],{"categories":3106},[104],{"categories":3108},[199],{"categories":3110},[],{"categories":3112},[104],{"categories":3114},[177],{"categories":3116},[177],{"categories":3118},[202],{"categories":3120},[104],{"categories":3122},[199],{"categories":3124},[104],{"categories":3126},[177],{"categories":3128},[163],{"categories":3130},[163],{"categories":3132},[199],{"categories":3134},[163],{"categories":3136},[321],{"categories":3138},[163],{"categories":3140},[104],{"categories":3142},[104],{"categories":3144},[104],{"categories":3146},[104],{"categories":3148},[177],{"categories":3150},[104],{"categories":3152},[],{"categories":3154},[163],{"categories":3156},[158],{"categories":3158},[177],{"categories":3160},[],{"categories":3162},[],{"categories":3164},[104],{"categories":3166},[163],{"categories":3168},[104],{"categories":3170},[104],{"categories":3172},[3173],"Frameworks & Tooling",{"categories":3175},[104],{"categories":3177},[104],{"categories":3179},[177],{"categories":3181},[104],{"categories":3183},[104],{"categories":3185},[],{"categories":3187},[202],{"categories":3189},[202],{"categories":3191},[153],{"categories":3193},[104],{"categories":3195},[163],{"categories":3197},[104],{"categories":3199},[251],{"categories":3201},[],{"categories":3203},[1836],{"categories":3205},[104],{"categories":3207},[177],{"categories":3209},[104],{"categories":3211},[321],{"categories":3213},[321],{"categories":3215},[],{"categories":3217},[163],{"categories":3219},[163],{"categories":3221},[104],{"categories":3223},[104],{"categories":3225},[199],{"categories":3227},[163],{"categories":3229},[199],{"categories":3231},[104],{"categories":3233},[163],{"categories":3235},[],{"categories":3237},[251],{"categories":3239},[104],{"categories":3241},[104],{"categories":3243},[],{"categories":3245},[104],{"categories":3247},[163],{"categories":3249},[104],{"categories":3251},[104],{"categories":3253},[104],{"categories":3255},[],{"categories":3257},[177],{"categories":3259},[104],{"categories":3261},[177],{"categories":3263},[321],{"categories":3265},[104],{"categories":3267},[104],{"categories":3269},[104],{"categories":3271},[177],{"categories":3273},[158],{"categories":3275},[104],{"categories":3277},[1836],{"categories":3279},[],{"categories":3281},[163],{"categories":3283},[153],{"categories":3285},[104],{"categories":3287},[153],{"categories":3289},[104],{"categories":3291},[],{"categories":3293},[163],{"categories":3295},[104],{"categories":3297},[104],{"categories":3299},[3300],"AI Design Tooling",{"categories":3302},[251],{"categories":3304},[104],{"categories":3306},[104],{"categories":3308},[177],{"categories":3310},[251],{"categories":3312},[104],{"categories":3314},[104],{"categories":3316},[177],{"categories":3318},[199],{"categories":3320},[166],{"categories":3322},[177],{"categories":3324},[104],{"categories":3326},[104],{"categories":3328},[104],{"categories":3330},[163],{"categories":3332},[104],{"categories":3334},[],{"categories":3336},[163],{"categories":3338},[104],{"categories":3340},[104],{"categories":3342},[163],{"categories":3344},[104],{"categories":3346},[104],{"categories":3348},[104],{"categories":3350},[163],{"categories":3352},[],{"categories":3354},[163],{"categories":3356},[3173],{"categories":3358},[104],{"categories":3360},[104],{"categories":3362},[163],{"categories":3364},[163],{"categories":3366},[177],{"categories":3368},[177],{"categories":3370},[104],{"categories":3372},[],{"categories":3374},[177],{"categories":3376},[104],{"categories":3378},[104],{"categories":3380},[163],{"categories":3382},[158],{"categories":3384},[104],{"categories":3386},[],{"categories":3388},[104],{"categories":3390},[104],{"categories":3392},[2277],{"categories":3394},[],{"categories":3396},[104],{"categories":3398},[104],{"categories":3400},[104],{"categories":3402},[104],{"categories":3404},[251],{"categories":3406},[104],{"categories":3408},[],{"categories":3410},[104],{"categories":3412},[104],{"categories":3414},[104],{"categories":3416},[104],{"categories":3418},[280],{"categories":3420},[199],{"categories":3422},[104],{"categories":3424},[104],{"categories":3426},[1836],{"categories":3428},[153],{"categories":3430},[104],{"categories":3432},[104],{"categories":3434},[202],{"categories":3436},[104],{"categories":3438},[104],{"categories":3440},[199],{"categories":3442},[163],{"categories":3444},[],{"categories":3446},[104],{"categories":3448},[104],{"categories":3450},[251],{"categories":3452},[104],{"categories":3454},[280],{"categories":3456},[163],{"categories":3458},[104],{"categories":3460},[163],{"categories":3462},[],{"categories":3464},[],{"categories":3466},[],{"categories":3468},[153],{"categories":3470},[199],{"categories":3472},[163],{"categories":3474},[104],{"categories":3476},[104],{"categories":3478},[104],{"categories":3480},[104],{"categories":3482},[438],{"categories":3484},[251],{"categories":3486},[163],{"categories":3488},[104],{"categories":3490},[],{"categories":3492},[163],{"categories":3494},[163],{"categories":3496},[],{"categories":3498},[104],{"categories":3500},[163],{"categories":3502},[104],{"categories":3504},[],{"categories":3506},[104],{"categories":3508},[104],{"categories":3510},[104],{"categories":3512},[199],{"categories":3514},[251],{"categories":3516},[163],{"categories":3518},[251],{"categories":3520},[163],{"categories":3522},[104],{"categories":3524},[158],{"categories":3526},[],{"categories":3528},[],{"categories":3530},[104],{"categories":3532},[104],{"categories":3534},[104],{"categories":3536},[153],{"categories":3538},[163],{"categories":3540},[199],{"categories":3542},[],{"categories":3544},[251],{"categories":3546},[],{"categories":3548},[177],{"categories":3550},[104],{"categories":3552},[177],{"categories":3554},[251],{"categories":3556},[177],{"categories":3558},[104],{"categories":3560},[],{"categories":3562},[104],{"categories":3564},[104],{"categories":3566},[],{"categories":3568},[104],{"categories":3570},[104],{"categories":3572},[280],{"categories":3574},[104],{"categories":3576},[104],{"categories":3578},[321],{"categories":3580},[177],{"categories":3582},[104],{"categories":3584},[],{"categories":3586},[163],{"categories":3588},[104],{"categories":3590},[153],{"categories":3592},[553],{"categories":3594},[104],{"categories":3596},[104],{"categories":3598},[163],{"categories":3600},[104],{"categories":3602},[163],{"categories":3604},[104],{"categories":3606},[104],{"categories":3608},[104],{"categories":3610},[104],{"categories":3612},[],{"categories":3614},[104],{"categories":3616},[153],{"categories":3618},[104],{"categories":3620},[158],{"categories":3622},[177],{"categories":3624},[251],{"categories":3626},[],{"categories":3628},[104],{"categories":3630},[],{"categories":3632},[163],{"categories":3634},[104],{"categories":3636},[],{"categories":3638},[163],{"categories":3640},[104],{"categories":3642},[177],{"categories":3644},[251],{"categories":3646},[199],{"categories":3648},[104],{"categories":3650},[199],{"categories":3652},[163],{"categories":3654},[251],{"categories":3656},[104],{"categories":3658},[],{"categories":3660},[104],{"categories":3662},[188],{"categories":3664},[163],{"categories":3666},[104],{"categories":3668},[251],{"categories":3670},[199],{"categories":3672},[158],{"categories":3674},[177],{"categories":3676},[104],{"categories":3678},[104],{"categories":3680},[104],{"categories":3682},[104],{"categories":3684},[199],{"categories":3686},[280],{"categories":3688},[],{"categories":3690},[],{"categories":3692},[202],{"categories":3694},[494],{"categories":3696},[104],{"categories":3698},[163],{"categories":3700},[104,177],{"categories":3702},[199],{"categories":3704},[104],{"categories":3706},[104],{"categories":3708},[104],{"categories":3710},[104],{"categories":3712},[104],{"categories":3714},[104],{"categories":3716},[104],{"categories":3718},[163],{"categories":3720},[104],{"categories":3722},[163],{"categories":3724},[104],{"categories":3726},[104],{"categories":3728},[104],{"categories":3730},[],{"categories":3732},[104],{"categories":3734},[1274],{"categories":3736},[177],{"categories":3738},[251],{"categories":3740},[104],{"categories":3742},[104],{"categories":3744},[104],{"categories":3746},[202],{"categories":3748},[163],{"categories":3750},[280],{"categories":3752},[321],{"categories":3754},[],{"categories":3756},[177],{"categories":3758},[104],{"categories":3760},[158],{"categories":3762},[163],{"categories":3764},[153],{"categories":3766},[163],{"categories":3768},[104],{"categories":3770},[163],{"categories":3772},[163],{"categories":3774},[166],{"categories":3776},[177],{"categories":3778},[104],{"categories":3780},[104],{"categories":3782},[],{"categories":3784},[],{"categories":3786},[],{"categories":3788},[321],{"categories":3790},[104],{"categories":3792},[199],{"categories":3794},[104],{"categories":3796},[104],{"categories":3798},[104],{"categories":3800},[104],{"categories":3802},[],{"categories":3804},[104],{"categories":3806},[202],{"categories":3808},[158],{"categories":3810},[163],{"categories":3812},[104],{"categories":3814},[],{"categories":3816},[104],{"categories":3818},[163],{"categories":3820},[104],{"categories":3822},[321],{"categories":3824},[],{"categories":3826},[251],{"categories":3828},[251],{"categories":3830},[104],{"categories":3832},[163],{"categories":3834},[],{"categories":3836},[177],{"categories":3838},[104],{"categories":3840},[251],{"categories":3842},[104],{"categories":3844},[158],{"categories":3846},[163],{"categories":3848},[104],{"categories":3850},[],{"categories":3852},[199],{"categories":3854},[104],{"categories":3856},[104],{"categories":3858},[104],{"categories":3860},[251],{"categories":3862},[163],{"categories":3864},[199],{"categories":3866},[],{"categories":3868},[163],{"categories":3870},[158],{"categories":3872},[163],{"categories":3874},[251],{"categories":3876},[104],{"categories":3878},[104],{"categories":3880},[104],{"categories":3882},[494],{"categories":3884},[104],{"categories":3886},[163],{"categories":3888},[],{"categories":3890},[104],{"categories":3892},[104],{"categories":3894},[321],{"categories":3896},[199],{"categories":3898},[202],{"categories":3900},[599],{"categories":3902},[202],{"categories":3904},[202],{"categories":3906},[104],{"categories":3908},[],{"categories":3910},[],{"categories":3912},[],{"categories":3914},[163],{"categories":3916},[104],{"categories":3918},[163],{"categories":3920},[163],{"categories":3922},[177],{"categories":3924},[104],{"categories":3926},[471],{"categories":3928},[177],{"categories":3930},[163],{"categories":3932},[104],{"categories":3934},[104],{"categories":3936},[104],{"categories":3938},[104],{"categories":3940},[104],{"categories":3942},[163],{"categories":3944},[104],{"categories":3946},[],{"categories":3948},[],{"categories":3950},[104],{"categories":3952},[],{"categories":3954},[104],{"categories":3956},[163],{"categories":3958},[251],{"categories":3960},[104],{"categories":3962},[104],{"categories":3964},[],{"categories":3966},[163],{"categories":3968},[104],{"categories":3970},[104],{"categories":3972},[166],{"categories":3974},[104],{"categories":3976},[251],{"categories":3978},[104],{"categories":3980},[163],{"categories":3982},[158],{"categories":3984},[104],{"categories":3986},[104],{"categories":3988},[280],{"categories":3990},[163],{"categories":3992},[104],{"categories":3994},[104],{"categories":3996},[911],{"categories":3998},[104],{"categories":4000},[163],{"categories":4002},[104],{"categories":4004},[177],{"categories":4006},[104],{"categories":4008},[553],{"categories":4010},[251],{"categories":4012},[],{"categories":4014},[104],{"categories":4016},[104],{"categories":4018},[199],{"categories":4020},[494],{"categories":4022},[163],{"categories":4024},[104],{"categories":4026},[],{"categories":4028},[199],{"categories":4030},[415],{"categories":4032},[163],{"categories":4034},[163],{"categories":4036},[163],{"categories":4038},[104],{"categories":4040},[104],{"categories":4042},[163],{"categories":4044},[],{"categories":4046},[158],{"categories":4048},[104],{"categories":4050},[158],{"categories":4052},[163],{"categories":4054},[],{"categories":4056},[177],{"categories":4058},[104],{"categories":4060},[104],{"categories":4062},[153],{"categories":4064},[104],{"categories":4066},[199],{"categories":4068},[321],{"categories":4070},[188],{"categories":4072},[163],{"categories":4074},[163],{"categories":4076},[104],{"categories":4078},[104],{"categories":4080},[163],{"categories":4082},[104],{"categories":4084},[153],{"categories":4086},[],{"categories":4088},[163],{"categories":4090},[104],{"categories":4092},[104],{"categories":4094},[104],{"categories":4096},[163],{"categories":4098},[104],{"categories":4100},[],{"categories":4102},[104],{"categories":4104},[],{"categories":4106},[251],{"categories":4108},[163],{"categories":4110},[104,158],{"categories":4112},[163],{"categories":4114},[104],{"categories":4116},[],{"categories":4118},[153],{"categories":4120},[202],{"categories":4122},[158],{"categories":4124},[104],{"categories":4126},[177],{"categories":4128},[104],{"categories":4130},[104],{"categories":4132},[163],{"categories":4134},[104],{"categories":4136},[104],{"categories":4138},[104],{"categories":4140},[199],{"categories":4142},[1274],{"categories":4144},[163],{"categories":4146},[104],{"categories":4148},[],{"categories":4150},[],{"categories":4152},[104],{"categories":4154},[163],{"categories":4156},[104],{"categories":4158},[104],{"categories":4160},[321],{"categories":4162},[],{"categories":4164},[104],{"categories":4166},[163],{"categories":4168},[188],{"categories":4170},[163],{"categories":4172},[494],{"categories":4174},[],{"categories":4176},[438],{"categories":4178},[163],{"categories":4180},[104],{"categories":4182},[104],{"categories":4184},[280],{"categories":4186},[163],{"categories":4188},[104],{"categories":4190},[202],{"categories":4192},[166],{"categories":4194},[163],{"categories":4196},[104],{"categories":4198},[494],{"categories":4200},[104],{"categories":4202},[321],{"categories":4204},[158],{"categories":4206},[],{"categories":4208},[104],{"categories":4210},[104],{"categories":4212},[280],{"categories":4214},[251],{"categories":4216},[104],{"categories":4218},[104],{"categories":4220},[104],{"categories":4222},[],{"categories":4224},[280],{"categories":4226},[199],{"categories":4228},[104],{"categories":4230},[104],{"categories":4232},[104],{"categories":4234},[599],{"categories":4236},[153],{"categories":4238},[104],{"categories":4240},[166],{"categories":4242},[104],{"categories":4244},[],{"categories":4246},[],{"categories":4248},[251],{"categories":4250},[104],{"categories":4252},[202],{"categories":4254},[280],{"categories":4256},[163],{"categories":4258},[104],{"categories":4260},[104],{"categories":4262},[280],{"categories":4264},[199],{"categories":4266},[104],{"categories":4268},[],{"categories":4270},[104],{"categories":4272},[104],{"categories":4274},[],{"categories":4276},[104],{"categories":4278},[104],{"categories":4280},[624],{"categories":4282},[104],{"categories":4284},[104],{"categories":4286},[163],{"categories":4288},[177],{"categories":4290},[494],{"categories":4292},[104],{"categories":4294},[104],{"categories":4296},[104],{"categories":4298},[],{"categories":4300},[104,177],{"categories":4302},[199],{"categories":4304},[163],{"categories":4306},[177],{"categories":4308},[163],{"categories":4310},[949],{"categories":4312},[177],{"categories":4314},[177],{"categories":4316},[163],{"categories":4318},[104],{"categories":4320},[153],{"categories":4322},[],{"categories":4324},[],{"categories":4326},[163],{"categories":4328},[104],{"categories":4330},[177],{"categories":4332},[104],{"categories":4334},[153],{"categories":4336},[177],{"categories":4338},[177],{"categories":4340},[104],{"categories":4342},[280],{"categories":4344},[104],{"categories":4346},[177],{"categories":4348},[104],{"categories":4350},[],{"categories":4352},[104],{"categories":4354},[104],{"categories":4356},[251,104],{"categories":4358},[321],{"categories":4360},[153],{"categories":4362},[104],{"categories":4364},[],{"categories":4366},[104],{"categories":4368},[104],{"categories":4370},[158],{"categories":4372},[104],{"categories":4374},[158],{"categories":4376},[104],{"categories":4378},[104],{"categories":4380},[415],{"categories":4382},[104],{"categories":4384},[158],{"categories":4386},[177],{"categories":4388},[202],{"categories":4390},[163],{"categories":4392},[104],{"categories":4394},[177],{"categories":4396},[104],{"categories":4398},[104],{"categories":4400},[199],{"categories":4402},[280],{"categories":4404},[251],{"categories":4406},[104],{"categories":4408},[104],{"categories":4410},[104],{"categories":4412},[104],{"categories":4414},[153],{"categories":4416},[104],{"categories":4418},[163],{"categories":4420},[163],{"categories":4422},[177],{"categories":4424},[199],{"categories":4426},[177],{"categories":4428},[177],{"categories":4430},[104],{"categories":4432},[104],{"categories":4434},[],{"categories":4436},[],{"categories":4438},[202],{"categories":4440},[104],{"categories":4442},[177],{"categories":4444},[104],{"categories":4446},[251],{"categories":4448},[494],{"categories":4450},[438],{"categories":4452},[415],{"categories":4454},[104],{"categories":4456},[104],{"categories":4458},[104],{"categories":4460},[202],{"categories":4462},[104],{"categories":4464},[104],{"categories":4466},[104],{"categories":4468},[104],{"categories":4470},[104],{"categories":4472},[104],{"categories":4474},[104],{"categories":4476},[163],{"categories":4478},[153],{"categories":4480},[163],{"categories":4482},[104,158],{"categories":4484},[],{"categories":4486},[251],{"categories":4488},[],{"categories":4490},[166],{"categories":4492},[104],{"categories":4494},[199],{"categories":4496},[153],{"categories":4498},[104],{"categories":4500},[153],{"categories":4502},[163],{"categories":4504},[202],{"categories":4506},[163],{"categories":4508},[166],{"categories":4510},[163],{"categories":4512},[104],{"categories":4514},[104],{"categories":4516},[158],{"categories":4518},[163],{"categories":4520},[177],{"categories":4522},[280],{"categories":4524},[104],{"categories":4526},[104],{"categories":4528},[],{"categories":4530},[199],{"categories":4532},[104],{"categories":4534},[104],{"categories":4536},[104],{"categories":4538},[104],{"categories":4540},[104],{"categories":4542},[104],{"categories":4544},[177],{"categories":4546},[199],{"categories":4548},[177],{"categories":4550},[177],{"categories":4552},[104],{"categories":4554},[104],{"categories":4556},[104],{"categories":4558},[104],{"categories":4560},[438],{"categories":4562},[104],{"categories":4564},[163],{"categories":4566},[199],{"categories":4568},[104],{"categories":4570},[104],{"categories":4572},[104],{"categories":4574},[163],{"categories":4576},[104],{"categories":4578},[104],{"categories":4580},[104],{"categories":4582},[3173],{"categories":4584},[4585],"Clinical AI",{"categories":4587},[251],{"categories":4589},[104],{"categories":4591},[104],{"categories":4593},[104],{"categories":4595},[104],{"categories":4597},[321],{"categories":4599},[2532],{"categories":4601},[104],{"categories":4603},[166],{"categories":4605},[251],{"categories":4607},[104],{"categories":4609},[163],{"categories":4611},[104],{"categories":4613},[104],{"categories":4615},[199],{"categories":4617},[104],{"categories":4619},[163],{"categories":4621},[177],{"categories":4623},[280],{"categories":4625},[104],{"categories":4627},[104],{"categories":4629},[158],{"categories":4631},[104],{"categories":4633},[104],{"categories":4635},[553],{"categories":4637},[104],{"categories":4639},[],{"categories":4641},[163],{"categories":4643},[104],{"categories":4645},[177],{"categories":4647},[153],{"categories":4649},[104],{"categories":4651},[],{"categories":4653},[],{"categories":4655},[104],{"categories":4657},[],{"categories":4659},[158],{"categories":4661},[104],{"categories":4663},[104],{"categories":4665},[163],{"categories":4667},[104],{"categories":4669},[199],{"categories":4671},[199],{"categories":4673},[199],{"categories":4675},[199],{"categories":4677},[],{"categories":4679},[153],{"categories":4681},[163],{"categories":4683},[199],{"categories":4685},[104],{"categories":4687},[624],{"categories":4689},[166],{"categories":4691},[163],{"categories":4693},[104],{"categories":4695},[153],{"categories":4697},[104],{"categories":4699},[163],{"categories":4701},[104],{"categories":4703},[104],{"categories":4705},[104],{"categories":4707},[104,163],{"categories":4709},[163],{"categories":4711},[321],{"categories":4713},[199],{"categories":4715},[163],{"categories":4717},[199],{"categories":4719},[163],{"categories":4721},[104],{"categories":4723},[],{"categories":4725},[199],{"categories":4727},[280],{"categories":4729},[153],{"categories":4731},[104],{"categories":4733},[104],{"categories":4735},[],{"categories":4737},[177],{"categories":4739},[],{"categories":4741},[153],{"categories":4743},[163],{"categories":4745},[199],{"categories":4747},[104],{"categories":4749},[199],{"categories":4751},[153],{"categories":4753},[199],{"categories":4755},[199],{"categories":4757},[],{"categories":4759},[158],{"categories":4761},[163],{"categories":4763},[199],{"categories":4765},[199],{"categories":4767},[199],{"categories":4769},[199],{"categories":4771},[199],{"categories":4773},[199],{"categories":4775},[199],{"categories":4777},[199],{"categories":4779},[199],{"categories":4781},[199],{"categories":4783},[202],{"categories":4785},[153],{"categories":4787},[104],{"categories":4789},[104],{"categories":4791},[163],{"categories":4793},[163],{"categories":4795},[],{"categories":4797},[104],{"categories":4799},[104,153],{"categories":4801},[],{"categories":4803},[163],{"categories":4805},[104],{"categories":4807},[199],{"categories":4809},[163],{"categories":4811},[949],{"categories":4813},[104],{"categories":4815},[104],{"categories":4817},[104],{"categories":4819},[104],{"categories":4821},[104],{"categories":4823},[415],{"categories":4825},[104],{"categories":4827},[104],{"categories":4829},[163],{"categories":4831},[104],{"categories":4833},[104],{"categories":4835},[158],{"categories":4837},[166],{"categories":4839},[163],{"categories":4841},[163],{"categories":4843},[],{"categories":4845},[163],{"categories":4847},[251],{"categories":4849},[199],{"categories":4851},[104],{"categories":4853},[],{"categories":4855},[166],{"categories":4857},[],{"categories":4859},[177],{"categories":4861},[104],{"categories":4863},[163],{"categories":4865},[251],{"categories":4867},[104],{"categories":4869},[],{"categories":4871},[104],{"categories":4873},[104],{"categories":4875},[],{"categories":4877},[280],{"categories":4879},[104],{"categories":4881},[163],{"categories":4883},[],{"categories":4885},[],{"categories":4887},[199],{"categories":4889},[153],{"categories":4891},[104],{"categories":4893},[104],{"categories":4895},[158],{"categories":4897},[104],{"categories":4899},[104],{"categories":4901},[163],{"categories":4903},[104],{"categories":4905},[158],{"categories":4907},[158],{"categories":4909},[251],{"categories":4911},[],{"categories":4913},[104],{"categories":4915},[199],{"categories":4917},[],{"categories":4919},[104],{"categories":4921},[104],{"categories":4923},[251],{"categories":4925},[104],{"categories":4927},[104],{"categories":4929},[280],{"categories":4931},[104],{"categories":4933},[321],{"categories":4935},[],{"categories":4937},[163],{"categories":4939},[104],{"categories":4941},[280],{"categories":4943},[177],{"categories":4945},[],{"categories":4947},[104],{"categories":4949},[],{"categories":4951},[163],{"categories":4953},[251],{"categories":4955},[177],{"categories":4957},[],{"categories":4959},[3173],{"categories":4961},[158],{"categories":4963},[153],{"categories":4965},[104],{"categories":4967},[202],{"categories":4969},[163],{"categories":4971},[251],{"categories":4973},[104],{"categories":4975},[177],{"categories":4977},[],{"categories":4979},[],{"categories":4981},[104],{"categories":4983},[153],{"categories":4985},[104],{"categories":4987},[280],{"categories":4989},[],{"categories":4991},[163],{"categories":4993},[163],{"categories":4995},[104],{"categories":4997},[163],{"categories":4999},[104],{"categories":5001},[199],{"categories":5003},[177],{"categories":5005},[104],{"categories":5007},[163],{"categories":5009},[166],{"categories":5011},[104],{"categories":5013},[104],{"categories":5015},[104],{"categories":5017},[163],{"categories":5019},[104],{"categories":5021},[166],{"categories":5023},[280],{"categories":5025},[199],{"categories":5027},[],{"categories":5029},[280],{"categories":5031},[104],{"categories":5033},[],{"categories":5035},[177],{"categories":5037},[163],{"categories":5039},[],{"categories":5041},[104],{"categories":5043},[104],{"categories":5045},[104],{"categories":5047},[104],{"categories":5049},[104],{"categories":5051},[163],{"categories":5053},[158],{"categories":5055},[153],{"categories":5057},[163],{"categories":5059},[104],{"categories":5061},[251],{"categories":5063},[177],{"categories":5065},[177],{"categories":5067},[104],{"categories":5069},[202],{"categories":5071},[163],{"categories":5073},[104],{"categories":5075},[104],{"categories":5077},[163],{"categories":5079},[104],{"categories":5081},[104],{"categories":5083},[163],{"categories":5085},[158],{"categories":5087},[104],{"categories":5089},[251],{"categories":5091},[177],{"categories":5093},[163],{"categories":5095},[104],{"categories":5097},[166],{"categories":5099},[104],{"categories":5101},[163],{"categories":5103},[104],{"categories":5105},[104],{"categories":5107},[199],{"categories":5109},[104],{"categories":5111},[],{"categories":5113},[153],{"categories":5115},[104],{"categories":5117},[104],{"categories":5119},[104],{"categories":5121},[177],{"categories":5123},[177],{"categories":5125},[104],{"categories":5127},[177],{"categories":5129},[104],{"categories":5131},[163],{"categories":5133},[104],{"categories":5135},[104],{"categories":5137},[104],{"categories":5139},[104],{"categories":5141},[104],{"categories":5143},[],{"categories":5145},[104],{"categories":5147},[251],{"categories":5149},[163],{"categories":5151},[158],{"categories":5153},[199],{"categories":5155},[104],{"categories":5157},[163],{"categories":5159},[104],{"categories":5161},[163],{"categories":5163},[104],{"categories":5165},[104],{"categories":5167},[251],{"categories":5169},[163],{"categories":5171},[104],{"categories":5173},[280],{"categories":5175},[104],{"categories":5177},[202],{"categories":5179},[104],{"categories":5181},[104],{"categories":5183},[199],{"categories":5185},[104],{"categories":5187},[104],{"categories":5189},[104],{"categories":5191},[104],{"categories":5193},[163],{"categories":5195},[321],{"categories":5197},[104],{"categories":5199},[177],{"categories":5201},[163],{"categories":5203},[202],{"categories":5205},[],{"categories":5207},[163],{"categories":5209},[177],{"categories":5211},[104],{"categories":5213},[104],{"categories":5215},[2370],{"categories":5217},[251],{"categories":5219},[350],{"categories":5221},[104],{"categories":5223},[104],{"categories":5225},[104],{"categories":5227},[104],{"categories":5229},[153],{"categories":5231},[104],{"categories":5233},[104],{"categories":5235},[177],{"categories":5237},[158],{"categories":5239},[104],{"categories":5241},[177],{"categories":5243},[104],{"categories":5245},[],{"categories":5247},[163],{"categories":5249},[163],{"categories":5251},[104],{"categories":5253},[104],{"categories":5255},[104],{"categories":5257},[202],{"categories":5259},[],{"categories":5261},[199],{"categories":5263},[],{"categories":5265},[199],{"categories":5267},[104],{"categories":5269},[104],{"categories":5271},[163],{"categories":5273},[104],{"categories":5275},[163],{"categories":5277},[163],{"categories":5279},[],{"categories":5281},[104],{"categories":5283},[199],{"categories":5285},[104],{"categories":5287},[],{"categories":5289},[104],{"categories":5291},[104],{"categories":5293},[],{"categories":5295},[104],{"categories":5297},[104],{"categories":5299},[251],{"categories":5301},[177],{"categories":5303},[163],{"categories":5305},[104],{"categories":5307},[104],{"categories":5309},[104],{"categories":5311},[104],{"categories":5313},[280],{"categories":5315},[104],{"categories":5317},[104],{"categories":5319},[104],{"categories":5321},[153],{"categories":5323},[104],{"categories":5325},[104],{"categories":5327},[],{"categories":5329},[104],{"categories":5331},[104],{"categories":5333},[104],{"categories":5335},[],{"categories":5337},[153],{"categories":5339},[104],{"categories":5341},[104],{"categories":5343},[199],{"categories":5345},[177],{"categories":5347},[166],{"categories":5349},[163],{"categories":5351},[494],{"categories":5353},[104],{"categories":5355},[104],{"categories":5357},[104],{"categories":5359},[177],{"categories":5361},[199],{"categories":5363},[251],{"categories":5365},[104],{"categories":5367},[104],{"categories":5369},[104],{"categories":5371},[104],{"categories":5373},[199],{"categories":5375},[104],{"categories":5377},[251],{"categories":5379},[104],{"categories":5381},[104],{"categories":5383},[199],{"categories":5385},[251],{"categories":5387},[104],{"categories":5389},[199],{"categories":5391},[104],{"categories":5393},[163],{"categories":5395},[163],{"categories":5397},[163],{"categories":5399},[177],{"categories":5401},[199],{"categories":5403},[163],{"categories":5405},[163],{"categories":5407},[104],{"categories":5409},[177],{"categories":5411},[251],{"categories":5413},[104],{"categories":5415},[104],{"categories":5417},[163],{"categories":5419},[104],{"categories":5421},[],{"categories":5423},[163],{"categories":5425},[],{"categories":5427},[104],{"categories":5429},[104],{"categories":5431},[],{"categories":5433},[],{"categories":5435},[163],{"categories":5437},[158],{"categories":5439},[163],{"categories":5441},[5442],"Liability & Ethics",{"categories":5444},[104],{"categories":5446},[104],{"categories":5448},[104],{"categories":5450},[163],{"categories":5452},[153],{"categories":5454},[163],{"categories":5456},[158],{"categories":5458},[280],{"categories":5460},[163],{"categories":5462},[104],{"categories":5464},[104],{"categories":5466},[],{"categories":5468},[599],{"categories":5470},[163],{"categories":5472},[],{"categories":5474},[104],{"categories":5476},[153],{"categories":5478},[163],{"categories":5480},[],{"categories":5482},[163],{"categories":5484},[104],{"categories":5486},[104],{"categories":5488},[177],{"categories":5490},[104],{"categories":5492},[199],{"categories":5494},[104],{"categories":5496},[104],{"categories":5498},[166],{"categories":5500},[163],{"categories":5502},[104],{"categories":5504},[104],{"categories":5506},[104],{"categories":5508},[199],{"categories":5510},[163],{"categories":5512},[177],{"categories":5514},[251],{"categories":5516},[153],{"categories":5518},[104],{"categories":5520},[104],{"categories":5522},[104],{"categories":5524},[],{"categories":5526},[163],{"categories":5528},[163],{"categories":5530},[163],{"categories":5532},[494],{"categories":5534},[251],{"categories":5536},[163],{"categories":5538},[321],{"categories":5540},[177],{"categories":5542},[199],{"categories":5544},[104],{"categories":5546},[251],{"categories":5548},[104],{"categories":5550},[153],{"categories":5552},[],{"categories":5554},[163],{"categories":5556},[104],{"categories":5558},[104],{"categories":5560},[104],{"categories":5562},[104],{"categories":5564},[163],{"categories":5566},[104],{"categories":5568},[104],{"categories":5570},[251],{"categories":5572},[],{"categories":5574},[163],{"categories":5576},[166],{"categories":5578},[199],{"categories":5580},[163],{"categories":5582},[158],{"categories":5584},[],{"categories":5586},[104],{"categories":5588},[104],{"categories":5590},[166],{"categories":5592},[104],{"categories":5594},[163],{"categories":5596},[199],{"categories":5598},[153],{"categories":5600},[321],{"categories":5602},[104],{"categories":5604},[104],{"categories":5606},[104],{"categories":5608},[199],{"categories":5610},[158],{"categories":5612},[104],{"categories":5614},[251],{"categories":5616},[199],{"categories":5618},[321],{"categories":5620},[104],{"categories":5622},[163],{"categories":5624},[],{"categories":5626},[553],{"categories":5628},[],{"categories":5630},[104],{"categories":5632},[321],{"categories":5634},[104],{"categories":5636},[202],{"categories":5638},[104],{"categories":5640},[163],{"categories":5642},[163],{"categories":5644},[5645],"Design News & Tools",{"categories":5647},[104],{"categories":5649},[104],{"categories":5651},[199],{"categories":5653},[104],{"categories":5655},[104],{"categories":5657},[153],{"categories":5659},[163],{"categories":5661},[104],{"categories":5663},[251],{"categories":5665},[163],{"categories":5667},[163],{"categories":5669},[251],{"categories":5671},[104],{"categories":5673},[104],{"categories":5675},[494],{"categories":5677},[163],{"categories":5679},[104],{"categories":5681},[104],{"categories":5683},[494],{"categories":5685},[104],{"categories":5687},[280],{"categories":5689},[104],{"categories":5691},[163],{"categories":5693},[],{"categories":5695},[104],{"categories":5697},[104],{"categories":5699},[104],{"categories":5701},[199],{"categories":5703},[104],{"categories":5705},[153],{"categories":5707},[],{"categories":5709},[104],{"categories":5711},[104],{"categories":5713},[104],{"categories":5715},[177],{"categories":5717},[624],{"categories":5719},[177],{"categories":5721},[251],{"categories":5723},[104],{"categories":5725},[104,163],{"categories":5727},[280,158],{"categories":5729},[177],{"categories":5731},[104],{"categories":5733},[104],{"categories":5735},[104],{"categories":5737},[104],{"categories":5739},[],{"categories":5741},[163],{"categories":5743},[104],{"categories":5745},[],{"categories":5747},[104],{"categories":5749},[177],{"categories":5751},[104],{"categories":5753},[177],{"categories":5755},[],{"categories":5757},[163],{"categories":5759},[104],{"categories":5761},[158],{"categories":5763},[104],{"categories":5765},[199],{"categories":5767},[104],{"categories":5769},[],{"categories":5771},[163],{"categories":5773},[104],{"categories":5775},[],{"categories":5777},[251],{"categories":5779},[104],{"categories":5781},[104],{"categories":5783},[163],{"categories":5785},[104],{"categories":5787},[104],{"categories":5789},[153],{"categories":5791},[163],{"categories":5793},[104],{"categories":5795},[],{"categories":5797},[104],{"categories":5799},[321],{"categories":5801},[280],{"categories":5803},[158],{"categories":5805},[158],{"categories":5807},[104],{"categories":5809},[153],{"categories":5811},[153],{"categories":5813},[104],{"categories":5815},[163],{"categories":5817},[104],{"categories":5819},[104],{"categories":5821},[104],{"categories":5823},[104],{"categories":5825},[177],{"categories":5827},[104],{"categories":5829},[153],{"categories":5831},[104],{"categories":5833},[104],{"categories":5835},[163],{"categories":5837},[104],{"categories":5839},[280],{"categories":5841},[104],{"categories":5843},[199],{"categories":5845},[104],{"categories":5847},[104],{"categories":5849},[163],{"categories":5851},[166],{"categories":5853},[104],{"categories":5855},[104],{"categories":5857},[163],{"categories":5859},[],{"categories":5861},[177],{"categories":5863},[],{"categories":5865},[177],{"categories":5867},[163],{"categories":5869},[153],{"categories":5871},[104],{"categories":5873},[],{"categories":5875},[202],{"categories":5877},[321],{"categories":5879},[104],{"categories":5881},[177],{"categories":5883},[104],{"categories":5885},[],{"categories":5887},[199],{"categories":5889},[163],{"categories":5891},[177],{"categories":5893},[251],{"categories":5895},[158],{"categories":5897},[104],{"categories":5899},[104],{"categories":5901},[163],{"categories":5903},[177],{"categories":5905},[163],{"categories":5907},[199],{"categories":5909},[104],{"categories":5911},[166],{"categories":5913},[153],{"categories":5915},[166],{"categories":5917},[199],{"categories":5919},[104],{"categories":5921},[177],{"categories":5923},[104],{"categories":5925},[251],{"categories":5927},[158],{"categories":5929},[104],{"categories":5931},[104],{"categories":5933},[104],{"categories":5935},[104],{"categories":5937},[104],{"categories":5939},[104],{"categories":5941},[163],{"categories":5943},[104],{"categories":5945},[163],{"categories":5947},[104],{"categories":5949},[104],{"categories":5951},[153],{"categories":5953},[104],{"categories":5955},[163],{"categories":5957},[163],{"categories":5959},[251],{"categories":5961},[163],{"categories":5963},[163],{"categories":5965},[104],{"categories":5967},[153],{"categories":5969},[163],{"categories":5971},[251],{"categories":5973},[],{"categories":5975},[104],{"categories":5977},[202],{"categories":5979},[494],{"categories":5981},[104],{"categories":5983},[163],{"categories":5985},[104],{"categories":5987},[104],{"categories":5989},[177],{"categories":5991},[104],{"categories":5993},[],{"categories":5995},[104],{"categories":5997},[163],{"categories":5999},[104],{"categories":6001},[280],{"categories":6003},[104],{"categories":6005},[177],{"categories":6007},[104],{"categories":6009},[199],{"categories":6011},[163],{"categories":6013},[104],{"categories":6015},[280],{"categories":6017},[163],{"categories":6019},[158],{"categories":6021},[158],{"categories":6023},[104],{"categories":6025},[104],{"categories":6027},[104],{"categories":6029},[104],{"categories":6031},[104],{"categories":6033},[104],{"categories":6035},[153],{"categories":6037},[],{"categories":6039},[104],{"categories":6041},[104],{"categories":6043},[163],{"categories":6045},[163],{"categories":6047},[104],{"categories":6049},[104],{"categories":6051},[104],{"categories":6053},[104],{"categories":6055},[104],{"categories":6057},[177],{"categories":6059},[],{"categories":6061},[153],{"categories":6063},[104],{"categories":6065},[104],{"categories":6067},[163],{"categories":6069},[163],{"categories":6071},[],{"categories":6073},[177],{"categories":6075},[177],{"categories":6077},[104],{"categories":6079},[280],{"categories":6081},[158],{"categories":6083},[251],{"categories":6085},[],{"categories":6087},[104],{"categories":6089},[163],{"categories":6091},[153],{"categories":6093},[104],{"categories":6095},[104],{"categories":6097},[177],{"categories":6099},[153],{"categories":6101},[104],{"categories":6103},[104],{"categories":6105},[199],{"categories":6107},[202],{"categories":6109},[104],{"categories":6111},[199],{"categories":6113},[163],{"categories":6115},[104],{"categories":6117},[],{"categories":6119},[199],{"categories":6121},[163],{"categories":6123},[251],{"categories":6125},[202],{"categories":6127},[104],{"categories":6129},[104],{"categories":6131},[],{"categories":6133},[163],{"categories":6135},[163],{"categories":6137},[163],{"categories":6139},[3173],{"categories":6141},[199],{"categories":6143},[104],{"categories":6145},[177],{"categories":6147},[104],{"categories":6149},[104],{"categories":6151},[104],{"categories":6153},[104],{"categories":6155},[104],{"categories":6157},[158],{"categories":6159},[104],{"categories":6161},[153],{"categories":6163},[1836],{"categories":6165},[321],{"categories":6167},[153],{"categories":6169},[],{"categories":6171},[104],{"categories":6173},[],{"categories":6175},[199],{"categories":6177},[163],{"categories":6179},[251],{"categories":6181},[104],{"categories":6183},[104],{"categories":6185},[104],{"categories":6187},[199],{"categories":6189},[],{"categories":6191},[163],{"categories":6193},[104],{"categories":6195},[163],{"categories":6197},[163],{"categories":6199},[],{"categories":6201},[104],{"categories":6203},[],{"categories":6205},[199],{"categories":6207},[153],{"categories":6209},[251],{"categories":6211},[104],{"categories":6213},[163],{"categories":6215},[199],{"categories":6217},[104],{"categories":6219},[199],{"categories":6221},[],{"categories":6223},[199],{"categories":6225},[104],{"categories":6227},[153],{"categories":6229},[494],{"categories":6231},[163],{"categories":6233},[104],{"categories":6235},[],{"categories":6237},[177],{"categories":6239},[163],{"categories":6241},[166],{"categories":6243},[163],{"categories":6245},[153],{"categories":6247},[104],{"categories":6249},[104],{"categories":6251},[],{"categories":6253},[],{"categories":6255},[],{"categories":6257},[251],{"categories":6259},[104],{"categories":6261},[163],{"categories":6263},[104],{"categories":6265},[104],{"categories":6267},[],{"categories":6269},[],{"categories":6271},[],{"categories":6273},[104],{"categories":6275},[163],{"categories":6277},[251],{"categories":6279},[104],{"categories":6281},[],{"categories":6283},[163],{"categories":6285},[104],{"categories":6287},[104],{"categories":6289},[153],{"categories":6291},[],{"categories":6293},[],{"categories":6295},[104],{"categories":6297},[104],{"categories":6299},[163],{"categories":6301},[251],{"categories":6303},[104],{"categories":6305},[199],{"categories":6307},[],{"categories":6309},[104],{"categories":6311},[104],{"categories":6313},[280],{"categories":6315},[199],{"categories":6317},[280],{"categories":6319},[202],{"categories":6321},[104],{"categories":6323},[104],{"categories":6325},[],{"categories":6327},[],{"categories":6329},[163],{"categories":6331},[],{"categories":6333},[104],{"categories":6335},[494],{"categories":6337},[104],{"categories":6339},[104],{"categories":6341},[104],{"categories":6343},[104],{"categories":6345},[],{"categories":6347},[163],{"categories":6349},[104],{"categories":6351},[104],{"categories":6353},[],{"categories":6355},[163],{"categories":6357},[104],{"categories":6359},[199],{"categories":6361},[104],{"categories":6363},[280],{"categories":6365},[158],{"categories":6367},[166],{"categories":6369},[104],{"categories":6371},[104],{"categories":6373},[163],{"categories":6375},[202],{"categories":6377},[163],{"categories":6379},[163],{"categories":6381},[],{"categories":6383},[104],{"categories":6385},[163],{"categories":6387},[],{"categories":6389},[104],{"categories":6391},[],{"categories":6393},[199],{"categories":6395},[158],{"categories":6397},[],{"categories":6399},[104],{"categories":6401},[104],{"categories":6403},[104],{"categories":6405},[],{"categories":6407},[163],{"categories":6409},[251],{"categories":6411},[153],{"categories":6413},[104],{"categories":6415},[],{"categories":6417},[158],{"categories":6419},[280],{"categories":6421},[104],{"categories":6423},[177],{"categories":6425},[153],{"categories":6427},[202],{"categories":6429},[158],{"categories":6431},[177],{"categories":6433},[163],{"categories":6435},[177],{"categories":6437},[],{"categories":6439},[104],{"categories":6441},[166],{"categories":6443},[104],{"categories":6445},[],{"categories":6447},[163],{"categories":6449},[153],{"categories":6451},[251],{"categories":6453},[104],{"categories":6455},[153],{"categories":6457},[163],{"categories":6459},[321],{"categories":6461},[104],{"categories":6463},[104],{"categories":6465},[104],{"categories":6467},[104],{"categories":6469},[104],{"categories":6471},[153],{"categories":6473},[104],{"categories":6475},[177],{"categories":6477},[202],{"categories":6479},[163],{"categories":6481},[],{"categories":6483},[104],{"categories":6485},[104],{"categories":6487},[104],{"categories":6489},[177],{"categories":6491},[163],{"categories":6493},[199],{"categories":6495},[177],{"categories":6497},[104],{"categories":6499},[166],{"categories":6501},[],{"categories":6503},[251],{"categories":6505},[177],{"categories":6507},[199],{"categories":6509},[104],{"categories":6511},[153],{"categories":6513},[163],{"categories":6515},[104],{"categories":6517},[104],{"categories":6519},[163],{"categories":6521},[166],{"categories":6523},[104],{"categories":6525},[163],{"categories":6527},[104],{"categories":6529},[158],{"categories":6531},[163],{"categories":6533},[163,321],{"categories":6535},[104],{"categories":6537},[104],{"categories":6539},[163],{"categories":6541},[177],{"categories":6543},[104],{"categories":6545},[104],{"categories":6547},[202],{"categories":6549},[163],{"categories":6551},[280],{"categories":6553},[163],{"categories":6555},[158],{"categories":6557},[],{"categories":6559},[163],{"categories":6561},[104],{"categories":6563},[158],{"categories":6565},[],{"categories":6567},[],{"categories":6569},[177],{"categories":6571},[104],{"categories":6573},[104],{"categories":6575},[163],{"categories":6577},[202],{"categories":6579},[280],{"categories":6581},[104],{"categories":6583},[104],{"categories":6585},[104],{"categories":6587},[163],{"categories":6589},[],{"categories":6591},[163],{"categories":6593},[199],{"categories":6595},[104],{"categories":6597},[163],{"categories":6599},[163],{"categories":6601},[104],{"categories":6603},[],{"categories":6605},[199],{"categories":6607},[177],{"categories":6609},[3173],{"categories":6611},[153],{"categories":6613},[177],{"categories":6615},[104],{"categories":6617},[163],{"categories":6619},[104],{"categories":6621},[104],{"categories":6623},[280],{"categories":6625},[177],{"categories":6627},[202],{"categories":6629},[],{"categories":6631},[199],{"categories":6633},[104],{"categories":6635},[104],{"categories":6637},[],{"categories":6639},[163],{"categories":6641},[104],{"categories":6643},[104],{"categories":6645},[104],{"categories":6647},[104],{"categories":6649},[163],{"categories":6651},[104],{"categories":6653},[104],{"categories":6655},[104],{"categories":6657},[166],{"categories":6659},[104],{"categories":6661},[163],{"categories":6663},[104],{"categories":6665},[104],{"categories":6667},[104],{"categories":6669},[104],{"categories":6671},[104],{"categories":6673},[104],{"categories":6675},[104],{"categories":6677},[158],{"categories":6679},[],{"categories":6681},[166],{"categories":6683},[199],{"categories":6685},[163],{"categories":6687},[104],{"categories":6689},[177],{"categories":6691},[],{"categories":6693},[177],{"categories":6695},[177],{"categories":6697},[163],{"categories":6699},[177],{"categories":6701},[104],{"categories":6703},[104],{"categories":6705},[104],{"categories":6707},[163],{"categories":6709},[177],{"categories":6711},[104],{"categories":6713},[104],{"categories":6715},[104],{"categories":6717},[163],{"categories":6719},[199],{"categories":6721},[104],{"categories":6723},[104],{"categories":6725},[104],{"categories":6727},[158],{"categories":6729},[104],{"categories":6731},[163],{"categories":6733},[251],{"categories":6735},[],{"categories":6737},[104],{"categories":6739},[202],{"categories":6741},[163],{"categories":6743},[104],{"categories":6745},[104],{"categories":6747},[],{"categories":6749},[104],{"categories":6751},[104],{"categories":6753},[199],{"categories":6755},[104],{"categories":6757},[104],{"categories":6759},[163],{"categories":6761},[280],{"categories":6763},[],{"categories":6765},[],{"categories":6767},[177],{"categories":6769},[104],{"categories":6771},[104],{"categories":6773},[199],{"categories":6775},[104],{"categories":6777},[177],{"categories":6779},[199],{"categories":6781},[104],{"categories":6783},[104],{"categories":6785},[280],{"categories":6787},[202],{"categories":6789},[104],{"categories":6791},[104],{"categories":6793},[153],{"categories":6795},[163],{"categories":6797},[104],{"categories":6799},[104],{"categories":6801},[163],{"categories":6803},[158],{"categories":6805},[163],{"categories":6807},[177],{"categories":6809},[104],{"categories":6811},[158],{"categories":6813},[],{"categories":6815},[104],{"categories":6817},[202],{"categories":6819},[104],{"categories":6821},[104],{"categories":6823},[],{"categories":6825},[199],{"categories":6827},[104],{"categories":6829},[163],{"categories":6831},[202],{"categories":6833},[104],{"categories":6835},[177],{"categories":6837},[177],{"categories":6839},[177],{"categories":6841},[104],{"categories":6843},[163],{"categories":6845},[163],{"categories":6847},[104],{"categories":6849},[163],{"categories":6851},[104],{"categories":6853},[104],{"categories":6855},[251],{"categories":6857},[202],{"categories":6859},[202],{"categories":6861},[],{"categories":6863},[199],{"categories":6865},[104],{"categories":6867},[104],{"categories":6869},[177],{"categories":6871},[],{"categories":6873},[199],{"categories":6875},[199],{"categories":6877},[199],{"categories":6879},[],{"categories":6881},[163],{"categories":6883},[104],{"categories":6885},[],{"categories":6887},[153],{"categories":6889},[158],{"categories":6891},[],{"categories":6893},[104],{"categories":6895},[104],{"categories":6897},[],{"categories":6899},[177],{"categories":6901},[],{"categories":6903},[],{"categories":6905},[],{"categories":6907},[],{"categories":6909},[104],{"categories":6911},[199],{"categories":6913},[],{"categories":6915},[],{"categories":6917},[104],{"categories":6919},[104],{"categories":6921},[104],{"categories":6923},[202],{"categories":6925},[104],{"categories":6927},[202],{"categories":6929},[],{"categories":6931},[202],{"categories":6933},[202],{"categories":6935},[321],{"categories":6937},[163],{"categories":6939},[177],{"categories":6941},[],{"categories":6943},[],{"categories":6945},[202],{"categories":6947},[177],{"categories":6949},[177],{"categories":6951},[177],{"categories":6953},[],{"categories":6955},[153],{"categories":6957},[177],{"categories":6959},[177],{"categories":6961},[153],{"categories":6963},[177],{"categories":6965},[158],{"categories":6967},[177],{"categories":6969},[177],{"categories":6971},[177],{"categories":6973},[202],{"categories":6975},[199],{"categories":6977},[199],{"categories":6979},[104],{"categories":6981},[177],{"categories":6983},[202],{"categories":6985},[321],{"categories":6987},[202],{"categories":6989},[202],{"categories":6991},[202],{"categories":6993},[],{"categories":6995},[158],{"categories":6997},[],{"categories":6999},[321],{"categories":7001},[177],{"categories":7003},[177],{"categories":7005},[177],{"categories":7007},[163],{"categories":7009},[199,158],{"categories":7011},[202],{"categories":7013},[],{"categories":7015},[],{"categories":7017},[202],{"categories":7019},[],{"categories":7021},[202],{"categories":7023},[199],{"categories":7025},[163],{"categories":7027},[],{"categories":7029},[177],{"categories":7031},[104],{"categories":7033},[251],{"categories":7035},[],{"categories":7037},[104],{"categories":7039},[],{"categories":7041},[199],{"categories":7043},[153],{"categories":7045},[202],{"categories":7047},[],{"categories":7049},[177],{"categories":7051},[199],[7053,7130,7206,7263],{"id":7054,"title":7055,"ai":7056,"body":7061,"categories":7109,"created_at":105,"date_modified":105,"description":96,"extension":106,"faq":105,"featured":107,"kicker_label":105,"meta":7110,"navigation":130,"path":7119,"published_at":7120,"question":105,"scraped_at":7120,"seo":7121,"sitemap":7122,"source_id":7123,"source_name":7124,"source_type":137,"source_url":7116,"stem":7125,"tags":7126,"thumbnail_url":105,"tldr":7127,"tweet":105,"unknown_tags":7128,"__hash__":7129},"summaries\u002Fsummaries\u002Fd13d6afc711b7193-knowledge-cards-a-framework-for-structured-ai-know-summary.md","Knowledge Cards: A Framework for Structured AI Knowledge",{"provider":7,"model":8,"input_tokens":7057,"output_tokens":7058,"processing_time_ms":7059,"cost_usd":7060},4024,481,2408,0.0017275,{"type":14,"value":7062,"toc":7104},[7063,7067,7070,7074,7077,7097,7101],[17,7064,7066],{"id":7065},"standardizing-ai-transparency","Standardizing AI Transparency",[22,7068,7069],{},"Knowledge Cards represent a shift toward structured, machine-readable documentation for AI systems. Unlike traditional model cards, which are often narrative-heavy and intended primarily for human consumption, Knowledge Cards are designed to be parsed by AI agents and automated pipelines. This structure allows for programmatic verification of model suitability, ensuring that downstream applications can dynamically query a model's constraints, training data provenance, and performance benchmarks before execution.",[17,7071,7073],{"id":7072},"core-components-of-the-framework","Core Components of the Framework",[22,7075,7076],{},"The framework emphasizes three critical dimensions of model metadata:",[33,7078,7079,7085,7091],{},[36,7080,7081,7084],{},[39,7082,7083],{},"Capability Mapping:"," Explicit definitions of what a model can and cannot do, structured to prevent hallucination by providing clear boundaries for agentic tasks.",[36,7086,7087,7090],{},[39,7088,7089],{},"Provenance and Lineage:"," Detailed tracking of training data, fine-tuning processes, and versioning, which is essential for auditability and compliance in enterprise environments.",[36,7092,7093,7096],{},[39,7094,7095],{},"Operational Constraints:"," Machine-interpretable parameters regarding latency, cost, and safety guardrails, enabling automated systems to perform real-time model selection based on the specific requirements of a given task.",[17,7098,7100],{"id":7099},"improving-ai-reliability","Improving AI Reliability",[22,7102,7103],{},"By moving from unstructured text to structured data, developers can build more resilient AI pipelines. Knowledge Cards enable automated systems to perform 'self-checks' against these cards, reducing the risk of deploying models in contexts where they lack the necessary training or safety alignment. This approach effectively bridges the gap between raw model performance and production-grade reliability, providing a common language for both developers and automated agents to understand the 'spec sheet' of the AI systems they interact with.",{"title":96,"searchDepth":97,"depth":97,"links":7105},[7106,7107,7108],{"id":7065,"depth":97,"text":7066},{"id":7072,"depth":97,"text":7073},{"id":7099,"depth":97,"text":7100},[104],{"content_references":7111,"triage":7117},[7112],{"type":7113,"title":7114,"author":7115,"url":7116,"context":115},"paper","Knowledge Cards: Structured Knowledge for AI Systems","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.26176",{"relevance":125,"novelty":126,"quality":126,"actionability":127,"composite":128,"reasoning":7118},"Category: AI & LLMs. The article introduces Knowledge Cards, a structured framework for documenting AI model capabilities, which directly addresses the need for transparency and reliability in AI systems, a key concern for product builders. It provides actionable insights on how to implement this framework, although it lacks detailed step-by-step guidance.","\u002Fsummaries\u002Fd13d6afc711b7193-knowledge-cards-a-framework-for-structured-ai-know-summary","2026-08-29 03:12:45",{"title":7055,"description":96},{"loc":7119},"d13d6afc711b7193","arXiv cs.AI","summaries\u002Fd13d6afc711b7193-knowledge-cards-a-framework-for-structured-ai-know-summary",[142,143,144],"Knowledge Cards provide a standardized, machine-readable format for documenting AI model capabilities, limitations, and provenance, moving beyond unstructured documentation to improve transparency and reliability.",[144],"dn6e_Gn2LI89AdPPuZ9AAnh-6YKLphMPs2wZPRwf3lc",{"id":7131,"title":7132,"ai":7133,"body":7138,"categories":7186,"created_at":105,"date_modified":105,"description":96,"extension":106,"faq":105,"featured":107,"kicker_label":105,"meta":7187,"navigation":130,"path":7196,"published_at":7197,"question":105,"scraped_at":7197,"seo":7198,"sitemap":7199,"source_id":7200,"source_name":7124,"source_type":137,"source_url":7191,"stem":7201,"tags":7202,"thumbnail_url":105,"tldr":7203,"tweet":105,"unknown_tags":7204,"__hash__":7205},"summaries\u002Fsummaries\u002F4584088cdc666f51-litreview-arena-benchmarking-ai-agents-for-literat-summary.md","LitReview Arena: Benchmarking AI Agents for Literature Synthesis",{"provider":7,"model":8,"input_tokens":7134,"output_tokens":7135,"processing_time_ms":7136,"cost_usd":7137},4032,502,3339,0.001761,{"type":14,"value":7139,"toc":7181},[7140,7144,7147,7151,7154,7174,7178],[17,7141,7143],{"id":7142},"the-challenge-of-evaluating-ai-driven-literature-reviews","The Challenge of Evaluating AI-Driven Literature Reviews",[22,7145,7146],{},"Evaluating AI agents tasked with academic literature reviews is notoriously difficult due to the subjective nature of synthesis, the risk of hallucinations, and the need for high-fidelity citation accuracy. Traditional static benchmarks often fail to capture the nuance required for scholarly work, where an agent must not only retrieve relevant papers but also synthesize conflicting findings and maintain strict adherence to source material.",[17,7148,7150],{"id":7149},"the-litreview-arena-framework","The LitReview Arena Framework",[22,7152,7153],{},"LitReview Arena addresses these gaps by implementing a battle-style, peer-review-inspired evaluation platform. By pitting different AI agents against each other in head-to-head comparisons, the framework allows for a dynamic assessment of performance. Human experts or high-performing models act as judges to score outputs based on specific criteria:",[33,7155,7156,7162,7168],{},[36,7157,7158,7161],{},[39,7159,7160],{},"Synthesis Quality:"," How well the agent integrates multiple sources rather than just summarizing them in isolation.",[36,7163,7164,7167],{},[39,7165,7166],{},"Citation Integrity:"," The ability to map claims directly to the correct source without hallucinating references.",[36,7169,7170,7173],{},[39,7171,7172],{},"Breadth and Depth:"," The agent's ability to identify seminal works while filtering out noise in a specific research domain.",[17,7175,7177],{"id":7176},"shifting-from-static-to-comparative-evaluation","Shifting from Static to Comparative Evaluation",[22,7179,7180],{},"By moving away from static datasets, LitReview Arena creates a competitive environment that forces agents to improve on real-world research tasks. The platform emphasizes that effective literature review agents must demonstrate 'scholarly reasoning'—the ability to identify gaps in existing literature and frame new research questions based on the synthesis of prior work. This approach provides a more robust signal for developers looking to build agents that can reliably assist in the scientific discovery process.",{"title":96,"searchDepth":97,"depth":97,"links":7182},[7183,7184,7185],{"id":7142,"depth":97,"text":7143},{"id":7149,"depth":97,"text":7150},{"id":7176,"depth":97,"text":7177},[104],{"content_references":7188,"triage":7193},[7189],{"type":7113,"title":7190,"url":7191,"context":7192},"LitReview Arena: Evaluating Literature Review Agents with Battle-Style Peer Review Platform","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.21374","reviewed",{"relevance":127,"novelty":126,"quality":126,"actionability":97,"composite":7194,"reasoning":7195},3.25,"Category: AI & LLMs. The article discusses a new framework for evaluating AI agents in the context of literature reviews, which is relevant to AI engineering and the development of AI-powered products. While it presents novel insights into benchmarking AI agents, it lacks specific actionable steps for developers looking to implement these findings in their own projects.","\u002Fsummaries\u002F4584088cdc666f51-litreview-arena-benchmarking-ai-agents-for-literat-summary","2026-08-26 03:10:17",{"title":7132,"description":96},{"loc":7196},"4584088cdc666f51","summaries\u002F4584088cdc666f51-litreview-arena-benchmarking-ai-agents-for-literat-summary",[141,142,144],"LitReview Arena introduces a battle-style evaluation platform to measure the accuracy, synthesis capabilities, and citation integrity of AI agents performing academic literature reviews.",[144],"Z9LUPyTjZmCJMYgMrDpV-sHHuRnbV8tAqcmVpiR8l-8",{"id":7207,"title":7208,"ai":7209,"body":7214,"categories":7245,"created_at":105,"date_modified":105,"description":96,"extension":106,"faq":105,"featured":107,"kicker_label":105,"meta":7246,"navigation":130,"path":7253,"published_at":7254,"question":105,"scraped_at":7254,"seo":7255,"sitemap":7256,"source_id":7257,"source_name":7124,"source_type":137,"source_url":7250,"stem":7258,"tags":7259,"thumbnail_url":105,"tldr":7260,"tweet":105,"unknown_tags":7261,"__hash__":7262},"summaries\u002Fsummaries\u002F970bf1af87f06c39-consilience-improving-multi-agent-reasoning-via-ca-summary.md","Consilience: Improving Multi-Agent Reasoning via Calibration",{"provider":7,"model":8,"input_tokens":7210,"output_tokens":7211,"processing_time_ms":7212,"cost_usd":7213},4065,490,3072,0.00175125,{"type":14,"value":7215,"toc":7240},[7216,7220,7223,7227,7230,7233,7237],[17,7217,7219],{"id":7218},"addressing-the-hidden-profile-problem-in-multi-agent-systems","Addressing the Hidden-Profile Problem in Multi-Agent Systems",[22,7221,7222],{},"Multi-agent systems often struggle with \"hidden-profile\" scenarios, where individual agents possess incomplete, private information that must be synthesized to reach a correct global conclusion. Standard communication protocols often lead to confirmation bias or the premature convergence on incorrect solutions because agents fail to effectively share or weigh their unique, non-overlapping data. The Consilience framework addresses this by implementing a communication control mechanism that treats agent interactions as a statistical calibration problem.",[17,7224,7226],{"id":7225},"conformal-calibration-for-communication-control","Conformal Calibration for Communication Control",[22,7228,7229],{},"At the heart of Consilience is the use of conformal calibration to regulate what and when agents communicate. Instead of allowing agents to broadcast all information—which can lead to noise and cognitive overload—or restricting communication arbitrarily, the framework uses a calibration layer to assess the reliability and necessity of information exchange.",[22,7231,7232],{},"By applying conformal prediction techniques, the system ensures that the information shared by an agent is statistically likely to be relevant to the collective goal. This process effectively filters out redundant or misleading signals that typically derail multi-agent reasoning. The framework forces agents to maintain a degree of uncertainty until sufficient evidence is aggregated, preventing the group from locking into a consensus based on incomplete or biased initial observations.",[17,7234,7236],{"id":7235},"impact-on-reasoning-and-convergence","Impact on Reasoning and Convergence",[22,7238,7239],{},"The paper demonstrates that by controlling the flow of information through this calibrated approach, agents achieve higher accuracy in complex decision-making tasks. The framework provides a formal mechanism to balance the trade-off between communication overhead and reasoning depth. By ensuring that agents only communicate when the potential for information gain exceeds a calibrated threshold, the system avoids the common pitfalls of groupthink and information cascade, leading to more robust, data-driven outcomes in distributed reasoning environments.",{"title":96,"searchDepth":97,"depth":97,"links":7241},[7242,7243,7244],{"id":7218,"depth":97,"text":7219},{"id":7225,"depth":97,"text":7226},{"id":7235,"depth":97,"text":7236},[104],{"content_references":7247,"triage":7251},[7248],{"type":7113,"title":7249,"url":7250,"context":7192},"Consilience: Conformally Calibrated Communication Control for Hidden-Profile Multi-Agent Reasoning","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.20564",{"relevance":127,"novelty":126,"quality":126,"actionability":97,"composite":7194,"reasoning":7252},"Category: AI & LLMs. The article discusses a framework for improving multi-agent reasoning, which is relevant to AI engineering and addresses a specific challenge in AI systems. However, while it presents novel insights into calibration techniques, it lacks practical steps that the audience can directly implement.","\u002Fsummaries\u002F970bf1af87f06c39-consilience-improving-multi-agent-reasoning-via-ca-summary","2026-08-25 03:09:44",{"title":7208,"description":96},{"loc":7253},"970bf1af87f06c39","summaries\u002F970bf1af87f06c39-consilience-improving-multi-agent-reasoning-via-ca-summary",[141,142,144],"Consilience introduces a framework for multi-agent systems to solve hidden-profile problems by using conformal calibration to control communication and reduce information bias.",[144],"loxcPU73qYT6wW4Dl934r4MsY7zyf--lmajprzfnbOQ",{"id":7264,"title":7265,"ai":7266,"body":7271,"categories":7340,"created_at":105,"date_modified":105,"description":96,"extension":106,"faq":105,"featured":107,"kicker_label":105,"meta":7341,"navigation":130,"path":7349,"published_at":7350,"question":105,"scraped_at":7350,"seo":7351,"sitemap":7352,"source_id":7353,"source_name":7124,"source_type":137,"source_url":7345,"stem":7354,"tags":7355,"thumbnail_url":105,"tldr":7356,"tweet":105,"unknown_tags":7357,"__hash__":7358},"summaries\u002Fsummaries\u002F9f38e290485b966c-the-limitations-of-agent-memory-in-tracking-evolvi-summary.md","The Limitations of Agent Memory in Tracking Evolving States",{"provider":7,"model":8,"input_tokens":7267,"output_tokens":7268,"processing_time_ms":7269,"cost_usd":7270},3991,575,3486,0.00186025,{"type":14,"value":7272,"toc":7335},[7273,7277,7280,7284,7287,7308,7312,7315],[17,7274,7276],{"id":7275},"the-state-tracking-problem-in-agentic-systems","The State Tracking Problem in Agentic Systems",[22,7278,7279],{},"Most contemporary AI agent memory architectures rely on retrieval-augmented generation (RAG) or vector-based semantic search to provide context. While these methods excel at retrieving static knowledge, they frequently fail when tasked with tracking 'evolving state'—the dynamic variables of an environment that change over time. The core issue is that semantic similarity, the primary mechanism for memory retrieval, is often decoupled from temporal relevance. An agent may retrieve a highly relevant document about a system's configuration that is factually outdated, leading to hallucinations or incorrect decision-making based on stale information.",[17,7281,7283],{"id":7282},"why-static-retrieval-fails","Why Static Retrieval Fails",[22,7285,7286],{},"Existing memory systems often treat state as a collection of independent documents rather than a continuous, mutable timeline. This leads to three primary failure modes:",[7288,7289,7290,7296,7302],"ol",{},[36,7291,7292,7295],{},[39,7293,7294],{},"Temporal Aliasing:"," The system retrieves multiple conflicting versions of the same state parameter, with no clear mechanism to prioritize the most recent update.",[36,7297,7298,7301],{},[39,7299,7300],{},"State Fragmentation:"," Because state information is often stored across disparate chunks, the agent fails to reconstruct a coherent, global view of the current environment.",[36,7303,7304,7307],{},[39,7305,7306],{},"Update Latency:"," The overhead of re-indexing or updating vector databases often prevents real-time state tracking, forcing agents to operate on 'laggy' memory.",[17,7309,7311],{"id":7310},"moving-toward-dynamic-state-management","Moving Toward Dynamic State Management",[22,7313,7314],{},"To overcome these limitations, the research suggests that agent architectures must move beyond simple semantic retrieval. Effective state tracking requires:",[33,7316,7317,7323,7329],{},[36,7318,7319,7322],{},[39,7320,7321],{},"Explicit State Buffers:"," Maintaining a dedicated, structured memory buffer for mutable variables that is updated via transactional operations rather than semantic indexing.",[36,7324,7325,7328],{},[39,7326,7327],{},"Temporal Metadata:"," Attaching strict timestamps and versioning to all memory entries to allow for chronological filtering during the retrieval process.",[36,7330,7331,7334],{},[39,7332,7333],{},"State Reconciliation:"," Implementing a reasoning layer that explicitly checks for contradictions between retrieved 'historical' data and the 'current' state, forcing the agent to resolve conflicts before executing actions.",{"title":96,"searchDepth":97,"depth":97,"links":7336},[7337,7338,7339],{"id":7275,"depth":97,"text":7276},{"id":7282,"depth":97,"text":7283},{"id":7310,"depth":97,"text":7311},[104],{"content_references":7342,"triage":7346},[7343],{"type":7113,"title":7344,"author":7115,"url":7345,"context":7192},"Can Agent Memory Systems Track Evolving State?","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.19652",{"relevance":126,"novelty":126,"quality":126,"actionability":127,"composite":7347,"reasoning":7348},3.8,"Category: AI & LLMs. The article addresses the limitations of current agent memory systems, which is a core topic for AI product builders. It provides insights into specific failure modes and suggests improvements, making it relevant and actionable, though it lacks detailed frameworks for implementation.","\u002Fsummaries\u002F9f38e290485b966c-the-limitations-of-agent-memory-in-tracking-evolvi-summary","2026-08-22 03:10:21",{"title":7265,"description":96},{"loc":7349},"9f38e290485b966c","summaries\u002F9f38e290485b966c-the-limitations-of-agent-memory-in-tracking-evolvi-summary",[141,142,144],"Current agent memory systems struggle to maintain accurate, up-to-date state representations as environments change, often relying on static snapshots that fail to reflect temporal evolution.",[144],"jfIPg9ajg6x9xAlQ-j1oRij8k7b_-6oqkVu6JNHHUnE"]