[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-bbf4d8b1d1069564-scaling-ai-agents-from-monolithic-loops-to-distrib-summary":3,"summaries-facets-categories":122,"summary-related-bbf4d8b1d1069564-scaling-ai-agents-from-monolithic-loops-to-distrib-summary":7026},{"id":4,"title":5,"ai":6,"body":13,"categories":89,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":94,"navigation":101,"path":102,"published_at":103,"question":91,"scraped_at":104,"seo":105,"sitemap":106,"source_id":107,"source_name":108,"source_type":109,"source_url":110,"stem":111,"tags":112,"thumbnail_url":117,"tldr":118,"tweet":119,"unknown_tags":120,"__hash__":121},"summaries\u002Fsummaries\u002Fbbf4d8b1d1069564-scaling-ai-agents-from-monolithic-loops-to-distrib-summary.md","Scaling AI Agents: From Monolithic Loops to Distributed Systems",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5709,592,3556,0.00231525,{"type":14,"value":15,"toc":82},"minimark",[16,21,25,48,52,55,59,62,76],[17,18,20],"h2",{"id":19},"the-hidden-costs-of-scaling-agents","The Hidden Costs of Scaling Agents",[22,23,24],"p",{},"Scaling an agentic system is fundamentally different from scaling traditional software. While traditional systems scale horizontally or vertically to handle more traffic, scaling agents involves expanding their scope and decision-making responsibilities. This expansion leads to non-linear increases in cost and latency because:",[26,27,28,36,42],"ul",{},[29,30,31,35],"li",{},[32,33,34],"strong",{},"Context Bloat:"," Larger scopes require more memory, forcing the model to process more noise, which dilutes signal and increases token usage.",[29,37,38,41],{},[32,39,40],{},"Decision Complexity:"," As agents gain more tools and responsibilities, the effort required to select the correct action grows, leading to higher latency and per-task costs.",[29,43,44,47],{},[32,45,46],{},"Failure Propagation:"," Unlike traditional software, agentic errors are cumulative. A single misinterpretation (e.g., confusing Washington, D.C. with Washington State) poisons the entire execution chain, wasting time and resources because there are no natural checkpoints for human correction.",[17,49,51],{"id":50},"moving-from-centralized-to-distributed-responsibility","Moving from Centralized to Distributed Responsibility",[22,53,54],{},"A single, monolithic agent that owns all memory and decision-making is inherently fragile. As the scope grows, the agent becomes a bottleneck—similar to a single person trying to manage every department in a company. To scale effectively, you must decompose the system into multiple components with bounded, distributed responsibilities. This containment ensures that failures are isolated and individual decisions remain cheap and easy to reason about.",[17,56,58],{"id":57},"architectural-trade-offs-horizontal-vs-vertical-scaling","Architectural Trade-offs: Horizontal vs. Vertical Scaling",[22,60,61],{},"Once you move to a multi-agent architecture, you face a strategic choice regarding where to place new capabilities:",[26,63,64,70],{},[29,65,66,69],{},[32,67,68],{},"Horizontal Scaling (New Agents):"," Create dedicated agents for distinct, reusable tasks (e.g., a fact-checking agent). This keeps responsibilities clear but increases the overhead of the coordination layer.",[29,71,72,75],{},[32,73,74],{},"Vertical Scaling (Embedded Capabilities):"," Add tools or sub-capabilities directly into an existing agent (e.g., embedding a ranking filter into a retrieval agent). This reduces coordination overhead but increases the complexity and cost of that specific agent.",[22,77,78,81],{},[32,79,80],{},"The Rule of Thumb:"," Split capabilities into separate agents when they are independent and reusable. Embed them when they are tightly coupled to an existing process and rely on shared context. The goal is to design systems where intelligence compounds through structure rather than collapsing under the weight of unmanaged complexity.",{"title":83,"searchDepth":84,"depth":84,"links":85},"",2,[86,87,88],{"id":19,"depth":84,"text":20},{"id":50,"depth":84,"text":51},{"id":57,"depth":84,"text":58},[90],"AI & LLMs",null,"md",false,{"content_references":95,"triage":96},[],{"relevance":97,"novelty":98,"quality":98,"actionability":98,"composite":99,"reasoning":100},5,4,4.35,"Category: AI & LLMs. The article provides a deep dive into the architectural challenges of scaling AI agents, addressing specific pain points such as decision complexity and failure propagation. It offers actionable insights on transitioning from monolithic to distributed systems, which is crucial for product builders looking to implement AI effectively.",true,"\u002Fsummaries\u002Fbbf4d8b1d1069564-scaling-ai-agents-from-monolithic-loops-to-distrib-summary","2026-06-09 11:00:22","2026-06-09 12:56:30",{"title":5,"description":83},{"loc":102},"bbf4d8b1d1069564","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=fCHe_fOqlYA","summaries\u002Fbbf4d8b1d1069564-scaling-ai-agents-from-monolithic-loops-to-distrib-summary",[113,114,115,116],"ai-agents","agentic-ai","system-architecture","scaling","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FfCHe_fOqlYA\u002Fhqdefault.jpg","Scaling AI agents is not a model capability problem, but a systems design challenge. As agents take on more scope, costs and failures compound; the solution is to decompose monolithic agents into multi-agent systems with bounded, distributed responsibilities.","This video explains why scaling AI agents is an architectural challenge rather than a model capability problem. It argues that centralizing too much responsibility in one agent leads to compounding costs and cascading failures, and suggests that successful scaling requires decomposing systems into smaller, specialized, and coordinated multi-agent components.",[113,114,115,116],"OW8MzhNxF2Y6_E-C_aIXH3lkQUth0F-jsJHumi0CWV8",[123,125,128,130,133,135,138,141,143,145,147,149,152,154,156,158,160,163,165,167,169,171,174,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,226,228,230,232,234,236,238,240,242,244,246,248,250,252,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,296,298,300,302,304,306,308,310,312,314,316,318,320,322,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,390,392,394,396,398,400,402,404,406,408,410,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,446,448,450,452,454,456,458,460,462,464,466,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,528,530,532,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,574,576,578,580,582,584,586,588,590,592,594,596,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,886,888,890,892,894,897,899,901,903,905,907,909,911,913,915,917,919,921,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024],{"categories":124},[90],{"categories":126},[127],"Developer Productivity",{"categories":129},[90],{"categories":131},[132],"Business & SaaS",{"categories":134},[90],{"categories":136},[137],"AI Automation",{"categories":139},[140],"Product Strategy",{"categories":142},[137],{"categories":144},[90],{"categories":146},[127],{"categories":148},[137],{"categories":150},[151],"Software Engineering",{"categories":153},[90],{"categories":155},[132],{"categories":157},[],{"categories":159},[90],{"categories":161},[162],"Inference & Serving",{"categories":164},[90],{"categories":166},[90],{"categories":168},[137],{"categories":170},[],{"categories":172},[173],"AI News & Trends",{"categories":175},[176],"Data Science & Visualization",{"categories":178},[137],{"categories":180},[90],{"categories":182},[90],{"categories":184},[132],{"categories":186},[127],{"categories":188},[90],{"categories":190},[137],{"categories":192},[173],{"categories":194},[90],{"categories":196},[137],{"categories":198},[137],{"categories":200},[90],{"categories":202},[90],{"categories":204},[137],{"categories":206},[90],{"categories":208},[90],{"categories":210},[90],{"categories":212},[137],{"categories":214},[173],{"categories":216},[90],{"categories":218},[90],{"categories":220},[90],{"categories":222},[],{"categories":224},[225],"Design & Frontend",{"categories":227},[176],{"categories":229},[173],{"categories":231},[90],{"categories":233},[90],{"categories":235},[90],{"categories":237},[],{"categories":239},[90],{"categories":241},[90],{"categories":243},[137],{"categories":245},[151],{"categories":247},[90],{"categories":249},[137],{"categories":251},[90],{"categories":253},[254],"Marketing & Growth",{"categories":256},[225],{"categories":258},[90],{"categories":260},[137],{"categories":262},[90],{"categories":264},[90],{"categories":266},[151],{"categories":268},[90],{"categories":270},[],{"categories":272},[],{"categories":274},[225],{"categories":276},[90],{"categories":278},[137],{"categories":280},[127],{"categories":282},[151],{"categories":284},[137],{"categories":286},[225],{"categories":288},[140],{"categories":290},[90],{"categories":292},[151],{"categories":294},[295],"DevOps & Cloud",{"categories":297},[137],{"categories":299},[140],{"categories":301},[173],{"categories":303},[90],{"categories":305},[],{"categories":307},[90],{"categories":309},[90],{"categories":311},[],{"categories":313},[137],{"categories":315},[151],{"categories":317},[],{"categories":319},[151],{"categories":321},[90],{"categories":323},[324],"Governance & Standards",{"categories":326},[132],{"categories":328},[],{"categories":330},[],{"categories":332},[90],{"categories":334},[90],{"categories":336},[137],{"categories":338},[90],{"categories":340},[90],{"categories":342},[137],{"categories":344},[90],{"categories":346},[90],{"categories":348},[90],{"categories":350},[],{"categories":352},[151],{"categories":354},[],{"categories":356},[],{"categories":358},[90],{"categories":360},[151],{"categories":362},[],{"categories":364},[151],{"categories":366},[90],{"categories":368},[90],{"categories":370},[254],{"categories":372},[90],{"categories":374},[90],{"categories":376},[90],{"categories":378},[225],{"categories":380},[225],{"categories":382},[90],{"categories":384},[151],{"categories":386},[137],{"categories":388},[389],"GovTech & Public-Sector Adoption",{"categories":391},[151],{"categories":393},[90],{"categories":395},[90],{"categories":397},[90],{"categories":399},[137],{"categories":401},[137],{"categories":403},[176],{"categories":405},[90],{"categories":407},[173],{"categories":409},[137],{"categories":411},[412],"Legal AI Tools",{"categories":414},[90],{"categories":416},[137],{"categories":418},[90],{"categories":420},[254],{"categories":422},[137],{"categories":424},[140],{"categories":426},[90],{"categories":428},[151],{"categories":430},[389],{"categories":432},[],{"categories":434},[137],{"categories":436},[],{"categories":438},[132],{"categories":440},[137],{"categories":442},[137],{"categories":444},[445],"RAG & Retrieval",{"categories":447},[132],{"categories":449},[90],{"categories":451},[151],{"categories":453},[151],{"categories":455},[295],{"categories":457},[225],{"categories":459},[137],{"categories":461},[90],{"categories":463},[90],{"categories":465},[],{"categories":467},[468],"Agents & Orchestration",{"categories":470},[151],{"categories":472},[90],{"categories":474},[],{"categories":476},[137],{"categories":478},[132],{"categories":480},[],{"categories":482},[90],{"categories":484},[],{"categories":486},[90],{"categories":488},[127],{"categories":490},[151],{"categories":492},[132],{"categories":494},[90],{"categories":496},[137],{"categories":498},[90],{"categories":500},[173],{"categories":502},[90],{"categories":504},[],{"categories":506},[90],{"categories":508},[],{"categories":510},[90],{"categories":512},[151],{"categories":514},[90],{"categories":516},[137],{"categories":518},[176],{"categories":520},[],{"categories":522},[90],{"categories":524},[225],{"categories":526},[527],"Models & Frontier Labs",{"categories":529},[],{"categories":531},[225],{"categories":533},[534],"Regulation & Governance of AI",{"categories":536},[140],{"categories":538},[137],{"categories":540},[],{"categories":542},[90],{"categories":544},[90],{"categories":546},[137],{"categories":548},[137],{"categories":550},[173],{"categories":552},[90],{"categories":554},[132],{"categories":556},[90],{"categories":558},[137],{"categories":560},[],{"categories":562},[151],{"categories":564},[137],{"categories":566},[90],{"categories":568},[140],{"categories":570},[90],{"categories":572},[573],"AI Policy & Regulation",{"categories":575},[],{"categories":577},[90],{"categories":579},[137],{"categories":581},[140],{"categories":583},[137],{"categories":585},[90],{"categories":587},[90],{"categories":589},[90],{"categories":591},[137],{"categories":593},[],{"categories":595},[176],{"categories":597},[598],"Evals & Reliability",{"categories":600},[90],{"categories":602},[90],{"categories":604},[],{"categories":606},[127],{"categories":608},[389],{"categories":610},[573],{"categories":612},[90],{"categories":614},[132],{"categories":616},[90],{"categories":618},[137],{"categories":620},[90],{"categories":622},[137],{"categories":624},[468],{"categories":626},[90],{"categories":628},[151],{"categories":630},[90],{"categories":632},[],{"categories":634},[225],{"categories":636},[],{"categories":638},[90],{"categories":640},[389],{"categories":642},[90],{"categories":644},[90],{"categories":646},[90],{"categories":648},[],{"categories":650},[90],{"categories":652},[225],{"categories":654},[151],{"categories":656},[],{"categories":658},[90],{"categories":660},[],{"categories":662},[137],{"categories":664},[90],{"categories":666},[225],{"categories":668},[],{"categories":670},[90],{"categories":672},[90],{"categories":674},[176],{"categories":676},[137],{"categories":678},[90],{"categories":680},[132],{"categories":682},[137],{"categories":684},[90],{"categories":686},[90],{"categories":688},[151],{"categories":690},[225],{"categories":692},[90],{"categories":694},[137],{"categories":696},[],{"categories":698},[151],{"categories":700},[137],{"categories":702},[176],{"categories":704},[],{"categories":706},[90],{"categories":708},[173],{"categories":710},[90],{"categories":712},[],{"categories":714},[90],{"categories":716},[90],{"categories":718},[90],{"categories":720},[132,254],{"categories":722},[],{"categories":724},[151],{"categories":726},[90],{"categories":728},[90],{"categories":730},[137],{"categories":732},[90],{"categories":734},[],{"categories":736},[],{"categories":738},[90],{"categories":740},[225],{"categories":742},[90],{"categories":744},[],{"categories":746},[90],{"categories":748},[295],{"categories":750},[],{"categories":752},[137],{"categories":754},[173],{"categories":756},[90],{"categories":758},[90],{"categories":760},[225],{"categories":762},[],{"categories":764},[173],{"categories":766},[90],{"categories":768},[162],{"categories":770},[90],{"categories":772},[90],{"categories":774},[137],{"categories":776},[173],{"categories":778},[527],{"categories":780},[90],{"categories":782},[254],{"categories":784},[],{"categories":786},[137],{"categories":788},[132],{"categories":790},[151],{"categories":792},[90],{"categories":794},[137],{"categories":796},[],{"categories":798},[90,295],{"categories":800},[90],{"categories":802},[90],{"categories":804},[90],{"categories":806},[137],{"categories":808},[90,151],{"categories":810},[176],{"categories":812},[90],{"categories":814},[90],{"categories":816},[90],{"categories":818},[151],{"categories":820},[90],{"categories":822},[137],{"categories":824},[137],{"categories":826},[573],{"categories":828},[254],{"categories":830},[90],{"categories":832},[137],{"categories":834},[90],{"categories":836},[90],{"categories":838},[137],{"categories":840},[],{"categories":842},[137],{"categories":844},[90],{"categories":846},[90],{"categories":848},[137],{"categories":850},[90],{"categories":852},[90,132],{"categories":854},[90],{"categories":856},[132],{"categories":858},[],{"categories":860},[225],{"categories":862},[225],{"categories":864},[90],{"categories":866},[],{"categories":868},[],{"categories":870},[90],{"categories":872},[173],{"categories":874},[],{"categories":876},[127],{"categories":878},[90],{"categories":880},[151],{"categories":882},[90],{"categories":884},[885],"Generative UI & Design-to-Code",{"categories":887},[90],{"categories":889},[90],{"categories":891},[225],{"categories":893},[90],{"categories":895},[896],"Algorithmic Accountability",{"categories":898},[137],{"categories":900},[151],{"categories":902},[173],{"categories":904},[225],{"categories":906},[90],{"categories":908},[],{"categories":910},[140],{"categories":912},[90],{"categories":914},[90],{"categories":916},[90],{"categories":918},[90],{"categories":920},[137],{"categories":922},[923],"MLOps & Infrastructure",{"categories":925},[90],{"categories":927},[90],{"categories":929},[90],{"categories":931},[90],{"categories":933},[90],{"categories":935},[151],{"categories":937},[173],{"categories":939},[90],{"categories":941},[140],{"categories":943},[127],{"categories":945},[90],{"categories":947},[137],{"categories":949},[295],{"categories":951},[90],{"categories":953},[132],{"categories":955},[90],{"categories":957},[225],{"categories":959},[90],{"categories":961},[90],{"categories":963},[137],{"categories":965},[],{"categories":967},[],{"categories":969},[90],{"categories":971},[162],{"categories":973},[225],{"categories":975},[173],{"categories":977},[176],{"categories":979},[],{"categories":981},[90],{"categories":983},[90],{"categories":985},[132],{"categories":987},[137],{"categories":989},[90],{"categories":991},[90],{"categories":993},[90],{"categories":995},[90],{"categories":997},[173],{"categories":999},[162],{"categories":1001},[90],{"categories":1003},[225],{"categories":1005},[90],{"categories":1007},[],{"categories":1009},[137],{"categories":1011},[151],{"categories":1013},[],{"categories":1015},[90],{"categories":1017},[90],{"categories":1019},[137],{"categories":1021},[151],{"categories":1023},[90],{"categories":1025},[176],{"categories":1027},[225],{"categories":1029},[],{"categories":1031},[90],{"categories":1033},[],{"categories":1035},[90],{"categories":1037},[],{"categories":1039},[90],{"categories":1041},[90],{"categories":1043},[140],{"categories":1045},[132],{"categories":1047},[137],{"categories":1049},[137],{"categories":1051},[],{"categories":1053},[90],{"categories":1055},[127],{"categories":1057},[90],{"categories":1059},[90],{"categories":1061},[132],{"categories":1063},[173],{"categories":1065},[127],{"categories":1067},[],{"categories":1069},[90],{"categories":1071},[],{"categories":1073},[90],{"categories":1075},[],{"categories":1077},[173],{"categories":1079},[173],{"categories":1081},[],{"categories":1083},[468],{"categories":1085},[90],{"categories":1087},[225],{"categories":1089},[151],{"categories":1091},[],{"categories":1093},[412],{"categories":1095},[137],{"categories":1097},[132],{"categories":1099},[],{"categories":1101},[],{"categories":1103},[127],{"categories":1105},[176],{"categories":1107},[],{"categories":1109},[254],{"categories":1111},[137],{"categories":1113},[132],{"categories":1115},[137],{"categories":1117},[90],{"categories":1119},[132],{"categories":1121},[90],{"categories":1123},[151],{"categories":1125},[],{"categories":1127},[162],{"categories":1129},[140],{"categories":1131},[90],{"categories":1133},[225],{"categories":1135},[151],{"categories":1137},[132],{"categories":1139},[90],{"categories":1141},[151],{"categories":1143},[90],{"categories":1145},[137],{"categories":1147},[132],{"categories":1149},[90],{"categories":1151},[90],{"categories":1153},[90],{"categories":1155},[90],{"categories":1157},[90],{"categories":1159},[],{"categories":1161},[],{"categories":1163},[151],{"categories":1165},[176],{"categories":1167},[140],{"categories":1169},[90],{"categories":1171},[137],{"categories":1173},[151],{"categories":1175},[151],{"categories":1177},[90],{"categories":1179},[],{"categories":1181},[173],{"categories":1183},[140],{"categories":1185},[140],{"categories":1187},[151],{"categories":1189},[90],{"categories":1191},[598],{"categories":1193},[295],{"categories":1195},[],{"categories":1197},[137],{"categories":1199},[90],{"categories":1201},[],{"categories":1203},[127],{"categories":1205},[],{"categories":1207},[90],{"categories":1209},[90],{"categories":1211},[90],{"categories":1213},[225],{"categories":1215},[254],{"categories":1217},[90],{"categories":1219},[151],{"categories":1221},[90],{"categories":1223},[137],{"categories":1225},[],{"categories":1227},[151],{"categories":1229},[90],{"categories":1231},[127],{"categories":1233},[],{"categories":1235},[132],{"categories":1237},[90],{"categories":1239},[90],{"categories":1241},[173],{"categories":1243},[90,295],{"categories":1245},[90],{"categories":1247},[1248],"Design Systems for AI",{"categories":1250},[90],{"categories":1252},[90],{"categories":1254},[173],{"categories":1256},[90],{"categories":1258},[90],{"categories":1260},[90],{"categories":1262},[132],{"categories":1264},[90],{"categories":1266},[90],{"categories":1268},[90],{"categories":1270},[],{"categories":1272},[90],{"categories":1274},[90],{"categories":1276},[132],{"categories":1278},[90],{"categories":1280},[],{"categories":1282},[137],{"categories":1284},[137],{"categories":1286},[151],{"categories":1288},[173],{"categories":1290},[151],{"categories":1292},[90],{"categories":1294},[225],{"categories":1296},[173],{"categories":1298},[176],{"categories":1300},[90],{"categories":1302},[90],{"categories":1304},[137],{"categories":1306},[127],{"categories":1308},[573],{"categories":1310},[90],{"categories":1312},[137],{"categories":1314},[90],{"categories":1316},[151],{"categories":1318},[151],{"categories":1320},[],{"categories":1322},[],{"categories":1324},[90],{"categories":1326},[137],{"categories":1328},[140],{"categories":1330},[],{"categories":1332},[132],{"categories":1334},[90],{"categories":1336},[],{"categories":1338},[225],{"categories":1340},[151],{"categories":1342},[137],{"categories":1344},[151],{"categories":1346},[225],{"categories":1348},[90],{"categories":1350},[90],{"categories":1352},[225],{"categories":1354},[],{"categories":1356},[],{"categories":1358},[173],{"categories":1360},[137],{"categories":1362},[137],{"categories":1364},[90],{"categories":1366},[90],{"categories":1368},[90],{"categories":1370},[90],{"categories":1372},[132],{"categories":1374},[90],{"categories":1376},[90],{"categories":1378},[],{"categories":1380},[151],{"categories":1382},[151],{"categories":1384},[90],{"categories":1386},[151],{"categories":1388},[132],{"categories":1390},[],{"categories":1392},[90],{"categories":1394},[90],{"categories":1396},[90],{"categories":1398},[90],{"categories":1400},[90],{"categories":1402},[137],{"categories":1404},[127],{"categories":1406},[132],{"categories":1408},[90],{"categories":1410},[137],{"categories":1412},[173],{"categories":1414},[137],{"categories":1416},[162],{"categories":1418},[254],{"categories":1420},[90],{"categories":1422},[137],{"categories":1424},[90],{"categories":1426},[90],{"categories":1428},[90],{"categories":1430},[],{"categories":1432},[225],{"categories":1434},[],{"categories":1436},[90],{"categories":1438},[90],{"categories":1440},[],{"categories":1442},[90],{"categories":1444},[151],{"categories":1446},[132],{"categories":1448},[1449],"Visual & Generative Media",{"categories":1451},[137],{"categories":1453},[],{"categories":1455},[90],{"categories":1457},[90],{"categories":1459},[151],{"categories":1461},[295],{"categories":1463},[90],{"categories":1465},[176],{"categories":1467},[573],{"categories":1469},[151],{"categories":1471},[254],{"categories":1473},[90],{"categories":1475},[225],{"categories":1477},[90],{"categories":1479},[90],{"categories":1481},[151],{"categories":1483},[137],{"categories":1485},[90],{"categories":1487},[],{"categories":1489},[],{"categories":1491},[137],{"categories":1493},[151],{"categories":1495},[127],{"categories":1497},[137],{"categories":1499},[527],{"categories":1501},[90],{"categories":1503},[140],{"categories":1505},[90],{"categories":1507},[132],{"categories":1509},[],{"categories":1511},[90],{"categories":1513},[140],{"categories":1515},[90],{"categories":1517},[90],{"categories":1519},[90],{"categories":1521},[140],{"categories":1523},[90],{"categories":1525},[90],{"categories":1527},[254],{"categories":1529},[90],{"categories":1531},[468],{"categories":1533},[90],{"categories":1535},[137],{"categories":1537},[90],{"categories":1539},[90],{"categories":1541},[90],{"categories":1543},[90],{"categories":1545},[225],{"categories":1547},[137],{"categories":1549},[],{"categories":1551},[137],{"categories":1553},[],{"categories":1555},[295],{"categories":1557},[151],{"categories":1559},[],{"categories":1561},[527],{"categories":1563},[90],{"categories":1565},[137],{"categories":1567},[137],{"categories":1569},[90],{"categories":1571},[225,90],{"categories":1573},[127],{"categories":1575},[90],{"categories":1577},[225],{"categories":1579},[],{"categories":1581},[90],{"categories":1583},[127],{"categories":1585},[90],{"categories":1587},[1588],"Medical Imaging & Radiology",{"categories":1590},[90],{"categories":1592},[90],{"categories":1594},[90],{"categories":1596},[225],{"categories":1598},[137],{"categories":1600},[151],{"categories":1602},[],{"categories":1604},[90],{"categories":1606},[90],{"categories":1608},[90],{"categories":1610},[],{"categories":1612},[],{"categories":1614},[90],{"categories":1616},[90],{"categories":1618},[468],{"categories":1620},[90],{"categories":1622},[127],{"categories":1624},[90],{"categories":1626},[90],{"categories":1628},[],{"categories":1630},[137],{"categories":1632},[90],{"categories":1634},[140],{"categories":1636},[151],{"categories":1638},[90],{"categories":1640},[137],{"categories":1642},[468],{"categories":1644},[90],{"categories":1646},[137],{"categories":1648},[90],{"categories":1650},[90],{"categories":1652},[90],{"categories":1654},[225],{"categories":1656},[137],{"categories":1658},[295],{"categories":1660},[225],{"categories":1662},[132],{"categories":1664},[137],{"categories":1666},[173],{"categories":1668},[90],{"categories":1670},[90],{"categories":1672},[140],{"categories":1674},[90],{"categories":1676},[90],{"categories":1678},[90],{"categories":1680},[90],{"categories":1682},[137],{"categories":1684},[90],{"categories":1686},[151],{"categories":1688},[151],{"categories":1690},[90],{"categories":1692},[140],{"categories":1694},[],{"categories":1696},[173],{"categories":1698},[],{"categories":1700},[140],{"categories":1702},[137],{"categories":1704},[90],{"categories":1706},[137],{"categories":1708},[1248],{"categories":1710},[1248],{"categories":1712},[225],{"categories":1714},[90],{"categories":1716},[90],{"categories":1718},[90],{"categories":1720},[137],{"categories":1722},[151],{"categories":1724},[225],{"categories":1726},[137],{"categories":1728},[173],{"categories":1730},[],{"categories":1732},[90],{"categories":1734},[],{"categories":1736},[90],{"categories":1738},[90],{"categories":1740},[90],{"categories":1742},[90],{"categories":1744},[137],{"categories":1746},[1747],"Contract Review & E-Discovery",{"categories":1749},[90],{"categories":1751},[225],{"categories":1753},[90],{"categories":1755},[127],{"categories":1757},[90],{"categories":1759},[173],{"categories":1761},[90],{"categories":1763},[90],{"categories":1765},[254],{"categories":1767},[151],{"categories":1769},[90],{"categories":1771},[90],{"categories":1773},[137],{"categories":1775},[137],{"categories":1777},[896],{"categories":1779},[90],{"categories":1781},[90],{"categories":1783},[137],{"categories":1785},[137],{"categories":1787},[90],{"categories":1789},[90],{"categories":1791},[90],{"categories":1793},[137],{"categories":1795},[90],{"categories":1797},[90],{"categories":1799},[468],{"categories":1801},[445],{"categories":1803},[90],{"categories":1805},[137],{"categories":1807},[90],{"categories":1809},[1810],"Law-Firm Practice & Adoption",{"categories":1812},[90],{"categories":1814},[137],{"categories":1816},[225],{"categories":1818},[90],{"categories":1820},[90],{"categories":1822},[90],{"categories":1824},[],{"categories":1826},[],{"categories":1828},[151],{"categories":1830},[90],{"categories":1832},[],{"categories":1834},[137],{"categories":1836},[127],{"categories":1838},[295],{"categories":1840},[90],{"categories":1842},[],{"categories":1844},[127],{"categories":1846},[132],{"categories":1848},[90],{"categories":1850},[254],{"categories":1852},[],{"categories":1854},[132],{"categories":1856},[137],{"categories":1858},[132],{"categories":1860},[],{"categories":1862},[90],{"categories":1864},[140],{"categories":1866},[90],{"categories":1868},[151],{"categories":1870},[],{"categories":1872},[],{"categories":1874},[],{"categories":1876},[],{"categories":1878},[90],{"categories":1880},[140],{"categories":1882},[137],{"categories":1884},[295],{"categories":1886},[90],{"categories":1888},[127],{"categories":1890},[151],{"categories":1892},[90],{"categories":1894},[90],{"categories":1896},[151],{"categories":1898},[140],{"categories":1900},[90],{"categories":1902},[90],{"categories":1904},[90],{"categories":1906},[923],{"categories":1908},[90],{"categories":1910},[151],{"categories":1912},[90],{"categories":1914},[254],{"categories":1916},[151],{"categories":1918},[132],{"categories":1920},[90],{"categories":1922},[90],{"categories":1924},[90],{"categories":1926},[225],{"categories":1928},[90],{"categories":1930},[90],{"categories":1932},[90],{"categories":1934},[90],{"categories":1936},[132],{"categories":1938},[137],{"categories":1940},[90,127],{"categories":1942},[468],{"categories":1944},[90],{"categories":1946},[90],{"categories":1948},[151],{"categories":1950},[151],{"categories":1952},[225],{"categories":1954},[137],{"categories":1956},[137],{"categories":1958},[151],{"categories":1960},[90],{"categories":1962},[90],{"categories":1964},[90],{"categories":1966},[],{"categories":1968},[],{"categories":1970},[90],{"categories":1972},[176],{"categories":1974},[90],{"categories":1976},[137],{"categories":1978},[],{"categories":1980},[90],{"categories":1982},[90],{"categories":1984},[151],{"categories":1986},[176],{"categories":1988},[173],{"categories":1990},[225],{"categories":1992},[90],{"categories":1994},[137],{"categories":1996},[90],{"categories":1998},[151],{"categories":2000},[],{"categories":2002},[137],{"categories":2004},[90],{"categories":2006},[90],{"categories":2008},[90],{"categories":2010},[90],{"categories":2012},[],{"categories":2014},[137],{"categories":2016},[90],{"categories":2018},[90],{"categories":2020},[90],{"categories":2022},[],{"categories":2024},[137],{"categories":2026},[90],{"categories":2028},[90],{"categories":2030},[132],{"categories":2032},[90],{"categories":2034},[90],{"categories":2036},[],{"categories":2038},[127],{"categories":2040},[90],{"categories":2042},[90],{"categories":2044},[90],{"categories":2046},[225],{"categories":2048},[90],{"categories":2050},[151],{"categories":2052},[90],{"categories":2054},[127],{"categories":2056},[90],{"categories":2058},[151],{"categories":2060},[254],{"categories":2062},[137],{"categories":2064},[137],{"categories":2066},[90],{"categories":2068},[90],{"categories":2070},[90,225],{"categories":2072},[90],{"categories":2074},[137],{"categories":2076},[173],{"categories":2078},[90],{"categories":2080},[173],{"categories":2082},[137],{"categories":2084},[225],{"categories":2086},[90],{"categories":2088},[],{"categories":2090},[151],{"categories":2092},[295],{"categories":2094},[225],{"categories":2096},[151],{"categories":2098},[90],{"categories":2100},[140],{"categories":2102},[90],{"categories":2104},[90],{"categories":2106},[137],{"categories":2108},[],{"categories":2110},[],{"categories":2112},[90],{"categories":2114},[],{"categories":2116},[],{"categories":2118},[140],{"categories":2120},[151],{"categories":2122},[90],{"categories":2124},[137],{"categories":2126},[137],{"categories":2128},[132],{"categories":2130},[137],{"categories":2132},[295],{"categories":2134},[90],{"categories":2136},[90],{"categories":2138},[90],{"categories":2140},[162],{"categories":2142},[90],{"categories":2144},[90],{"categories":2146},[90],{"categories":2148},[151],{"categories":2150},[137],{"categories":2152},[90],{"categories":2154},[90],{"categories":2156},[151],{"categories":2158},[412],{"categories":2160},[137],{"categories":2162},[896],{"categories":2164},[],{"categories":2166},[225],{"categories":2168},[1810],{"categories":2170},[151],{"categories":2172},[],{"categories":2174},[],{"categories":2176},[90],{"categories":2178},[137],{"categories":2180},[],{"categories":2182},[],{"categories":2184},[90],{"categories":2186},[254],{"categories":2188},[90],{"categories":2190},[254],{"categories":2192},[137],{"categories":2194},[90],{"categories":2196},[90],{"categories":2198},[151],{"categories":2200},[140],{"categories":2202},[],{"categories":2204},[90],{"categories":2206},[90],{"categories":2208},[151],{"categories":2210},[1747],{"categories":2212},[225],{"categories":2214},[225],{"categories":2216},[90],{"categories":2218},[137],{"categories":2220},[127],{"categories":2222},[90],{"categories":2224},[90],{"categories":2226},[90],{"categories":2228},[90],{"categories":2230},[225],{"categories":2232},[225],{"categories":2234},[137],{"categories":2236},[137],{"categories":2238},[137],{"categories":2240},[90],{"categories":2242},[90],{"categories":2244},[],{"categories":2246},[90],{"categories":2248},[],{"categories":2250},[2251],"Interaction & Product Design",{"categories":2253},[90],{"categories":2255},[137],{"categories":2257},[151],{"categories":2259},[324],{"categories":2261},[173],{"categories":2263},[151],{"categories":2265},[90],{"categories":2267},[90],{"categories":2269},[90],{"categories":2271},[151],{"categories":2273},[90],{"categories":2275},[127],{"categories":2277},[137],{"categories":2279},[90],{"categories":2281},[],{"categories":2283},[137],{"categories":2285},[137],{"categories":2287},[137],{"categories":2289},[],{"categories":2291},[151],{"categories":2293},[90],{"categories":2295},[137],{"categories":2297},[127],{"categories":2299},[2251],{"categories":2301},[90],{"categories":2303},[127],{"categories":2305},[127],{"categories":2307},[],{"categories":2309},[137],{"categories":2311},[151],{"categories":2313},[],{"categories":2315},[137],{"categories":2317},[173],{"categories":2319},[90],{"categories":2321},[137],{"categories":2323},[90],{"categories":2325},[137],{"categories":2327},[137],{"categories":2329},[90],{"categories":2331},[90],{"categories":2333},[173],{"categories":2335},[176],{"categories":2337},[90],{"categories":2339},[140],{"categories":2341},[151],{"categories":2343},[2344],"Coding Agents & Dev Productivity",{"categories":2346},[173],{"categories":2348},[225],{"categories":2350},[90],{"categories":2352},[90],{"categories":2354},[],{"categories":2356},[90],{"categories":2358},[896],{"categories":2360},[],{"categories":2362},[90],{"categories":2364},[90],{"categories":2366},[295],{"categories":2368},[90],{"categories":2370},[173],{"categories":2372},[],{"categories":2374},[],{"categories":2376},[90],{"categories":2378},[],{"categories":2380},[137],{"categories":2382},[90],{"categories":2384},[],{"categories":2386},[151],{"categories":2388},[151],{"categories":2390},[90],{"categories":2392},[176],{"categories":2394},[],{"categories":2396},[90],{"categories":2398},[90],{"categories":2400},[90],{"categories":2402},[176],{"categories":2404},[151],{"categories":2406},[137],{"categories":2408},[],{"categories":2410},[],{"categories":2412},[90],{"categories":2414},[90],{"categories":2416},[137],{"categories":2418},[137],{"categories":2420},[389],{"categories":2422},[151],{"categories":2424},[151],{"categories":2426},[137],{"categories":2428},[173],{"categories":2430},[173],{"categories":2432},[137],{"categories":2434},[137],{"categories":2436},[90],{"categories":2438},[127],{"categories":2440},[2251],{"categories":2442},[140],{"categories":2444},[90,295],{"categories":2446},[176],{"categories":2448},[],{"categories":2450},[225],{"categories":2452},[137],{"categories":2454},[151],{"categories":2456},[127],{"categories":2458},[90],{"categories":2460},[137],{"categories":2462},[2463],"The Designer's Role & Craft",{"categories":2465},[225],{"categories":2467},[],{"categories":2469},[137],{"categories":2471},[90],{"categories":2473},[137],{"categories":2475},[137],{"categories":2477},[90],{"categories":2479},[254],{"categories":2481},[90],{"categories":2483},[151],{"categories":2485},[90],{"categories":2487},[225],{"categories":2489},[90],{"categories":2491},[],{"categories":2493},[137],{"categories":2495},[225],{"categories":2497},[140],{"categories":2499},[90],{"categories":2501},[90],{"categories":2503},[90],{"categories":2505},[2506],"AI UX Patterns",{"categories":2508},[137],{"categories":2510},[137],{"categories":2512},[137],{"categories":2514},[137],{"categories":2516},[254],{"categories":2518},[176],{"categories":2520},[90],{"categories":2522},[137],{"categories":2524},[90],{"categories":2526},[1248],{"categories":2528},[],{"categories":2530},[254],{"categories":2532},[137],{"categories":2534},[173],{"categories":2536},[151],{"categories":2538},[90],{"categories":2540},[137],{"categories":2542},[],{"categories":2544},[],{"categories":2546},[90],{"categories":2548},[90],{"categories":2550},[137],{"categories":2552},[90],{"categories":2554},[137],{"categories":2556},[389],{"categories":2558},[225],{"categories":2560},[90],{"categories":2562},[173],{"categories":2564},[151],{"categories":2566},[90],{"categories":2568},[137],{"categories":2570},[137],{"categories":2572},[],{"categories":2574},[90],{"categories":2576},[],{"categories":2578},[90],{"categories":2580},[],{"categories":2582},[90],{"categories":2584},[90],{"categories":2586},[90],{"categories":2588},[137],{"categories":2590},[151],{"categories":2592},[],{"categories":2594},[],{"categories":2596},[176],{"categories":2598},[162],{"categories":2600},[90],{"categories":2602},[90],{"categories":2604},[90],{"categories":2606},[176],{"categories":2608},[90],{"categories":2610},[90],{"categories":2612},[173],{"categories":2614},[90],{"categories":2616},[90],{"categories":2618},[90],{"categories":2620},[137],{"categories":2622},[90],{"categories":2624},[137],{"categories":2626},[90],{"categories":2628},[90],{"categories":2630},[90],{"categories":2632},[137],{"categories":2634},[],{"categories":2636},[90],{"categories":2638},[],{"categories":2640},[90],{"categories":2642},[90],{"categories":2644},[295],{"categories":2646},[90],{"categories":2648},[],{"categories":2650},[],{"categories":2652},[225],{"categories":2654},[923],{"categories":2656},[137],{"categories":2658},[127],{"categories":2660},[2463],{"categories":2662},[],{"categories":2664},[],{"categories":2666},[90],{"categories":2668},[],{"categories":2670},[],{"categories":2672},[151],{"categories":2674},[173],{"categories":2676},[254],{"categories":2678},[137],{"categories":2680},[132],{"categories":2682},[90],{"categories":2684},[90],{"categories":2686},[132],{"categories":2688},[],{"categories":2690},[225],{"categories":2692},[140],{"categories":2694},[90],{"categories":2696},[90],{"categories":2698},[137],{"categories":2700},[132],{"categories":2702},[90],{"categories":2704},[90],{"categories":2706},[127],{"categories":2708},[90],{"categories":2710},[90],{"categories":2712},[],{"categories":2714},[127],{"categories":2716},[90],{"categories":2718},[254],{"categories":2720},[137],{"categories":2722},[173],{"categories":2724},[90],{"categories":2726},[151],{"categories":2728},[90],{"categories":2730},[90],{"categories":2732},[132],{"categories":2734},[90],{"categories":2736},[90],{"categories":2738},[90],{"categories":2740},[137],{"categories":2742},[90],{"categories":2744},[],{"categories":2746},[90],{"categories":2748},[151],{"categories":2750},[127],{"categories":2752},[90],{"categories":2754},[90],{"categories":2756},[90],{"categories":2758},[],{"categories":2760},[90],{"categories":2762},[468],{"categories":2764},[137],{"categories":2766},[132],{"categories":2768},[173],{"categories":2770},[90],{"categories":2772},[90],{"categories":2774},[],{"categories":2776},[132],{"categories":2778},[132],{"categories":2780},[90],{"categories":2782},[90],{"categories":2784},[140],{"categories":2786},[90],{"categories":2788},[90],{"categories":2790},[90],{"categories":2792},[90],{"categories":2794},[151],{"categories":2796},[151],{"categories":2798},[90],{"categories":2800},[],{"categories":2802},[151],{"categories":2804},[90],{"categories":2806},[151],{"categories":2808},[137],{"categories":2810},[573],{"categories":2812},[],{"categories":2814},[],{"categories":2816},[90],{"categories":2818},[173],{"categories":2820},[],{"categories":2822},[295],{"categories":2824},[90],{"categories":2826},[90],{"categories":2828},[90],{"categories":2830},[225],{"categories":2832},[885],{"categories":2834},[],{"categories":2836},[90],{"categories":2838},[90],{"categories":2840},[90],{"categories":2842},[151],{"categories":2844},[90],{"categories":2846},[90],{"categories":2848},[90,295],{"categories":2850},[90],{"categories":2852},[90],{"categories":2854},[225],{"categories":2856},[137],{"categories":2858},[],{"categories":2860},[137],{"categories":2862},[137],{"categories":2864},[90],{"categories":2866},[90],{"categories":2868},[90],{"categories":2870},[90],{"categories":2872},[176],{"categories":2874},[90],{"categories":2876},[2506],{"categories":2878},[127],{"categories":2880},[176],{"categories":2882},[127],{"categories":2884},[151],{"categories":2886},[225],{"categories":2888},[137],{"categories":2890},[90],{"categories":2892},[],{"categories":2894},[132],{"categories":2896},[90],{"categories":2898},[90],{"categories":2900},[173],{"categories":2902},[90],{"categories":2904},[90],{"categories":2906},[90],{"categories":2908},[137],{"categories":2910},[90],{"categories":2912},[90],{"categories":2914},[90],{"categories":2916},[132],{"categories":2918},[],{"categories":2920},[295],{"categories":2922},[90],{"categories":2924},[389],{"categories":2926},[225],{"categories":2928},[225],{"categories":2930},[151],{"categories":2932},[137],{"categories":2934},[90],{"categories":2936},[132],{"categories":2938},[173],{"categories":2940},[90],{"categories":2942},[90],{"categories":2944},[90],{"categories":2946},[225],{"categories":2948},[137],{"categories":2950},[137],{"categories":2952},[90],{"categories":2954},[90],{"categories":2956},[527],{"categories":2958},[137],{"categories":2960},[],{"categories":2962},[90],{"categories":2964},[90],{"categories":2966},[90],{"categories":2968},[],{"categories":2970},[],{"categories":2972},[90],{"categories":2974},[90],{"categories":2976},[137],{"categories":2978},[90],{"categories":2980},[90],{"categories":2982},[90],{"categories":2984},[151],{"categories":2986},[90],{"categories":2988},[90],{"categories":2990},[137],{"categories":2992},[90],{"categories":2994},[90],{"categories":2996},[90],{"categories":2998},[90],{"categories":3000},[90],{"categories":3002},[],{"categories":3004},[151],{"categories":3006},[176],{"categories":3008},[90],{"categories":3010},[137],{"categories":3012},[137],{"categories":3014},[90],{"categories":3016},[90],{"categories":3018},[],{"categories":3020},[],{"categories":3022},[90],{"categories":3024},[90],{"categories":3026},[90],{"categories":3028},[173],{"categories":3030},[176],{"categories":3032},[],{"categories":3034},[90],{"categories":3036},[225],{"categories":3038},[90],{"categories":3040},[295],{"categories":3042},[1810],{"categories":3044},[173],{"categories":3046},[151],{"categories":3048},[90],{"categories":3050},[151],{"categories":3052},[151],{"categories":3054},[90],{"categories":3056},[90],{"categories":3058},[151],{"categories":3060},[173],{"categories":3062},[173],{"categories":3064},[295],{"categories":3066},[137],{"categories":3068},[],{"categories":3070},[173],{"categories":3072},[90],{"categories":3074},[137],{"categories":3076},[127],{"categories":3078},[151],{"categories":3080},[90],{"categories":3082},[173],{"categories":3084},[],{"categories":3086},[90],{"categories":3088},[151],{"categories":3090},[151],{"categories":3092},[176],{"categories":3094},[90],{"categories":3096},[173],{"categories":3098},[90],{"categories":3100},[151],{"categories":3102},[137],{"categories":3104},[137],{"categories":3106},[173],{"categories":3108},[137],{"categories":3110},[295],{"categories":3112},[137],{"categories":3114},[90],{"categories":3116},[90],{"categories":3118},[90],{"categories":3120},[90],{"categories":3122},[151],{"categories":3124},[90],{"categories":3126},[],{"categories":3128},[137],{"categories":3130},[132],{"categories":3132},[151],{"categories":3134},[],{"categories":3136},[],{"categories":3138},[90],{"categories":3140},[137],{"categories":3142},[90],{"categories":3144},[90],{"categories":3146},[3147],"Frameworks & Tooling",{"categories":3149},[90],{"categories":3151},[90],{"categories":3153},[151],{"categories":3155},[90],{"categories":3157},[90],{"categories":3159},[],{"categories":3161},[176],{"categories":3163},[176],{"categories":3165},[127],{"categories":3167},[90],{"categories":3169},[137],{"categories":3171},[90],{"categories":3173},[225],{"categories":3175},[],{"categories":3177},[1810],{"categories":3179},[90],{"categories":3181},[151],{"categories":3183},[90],{"categories":3185},[295],{"categories":3187},[295],{"categories":3189},[],{"categories":3191},[137],{"categories":3193},[137],{"categories":3195},[90],{"categories":3197},[90],{"categories":3199},[173],{"categories":3201},[137],{"categories":3203},[173],{"categories":3205},[90],{"categories":3207},[137],{"categories":3209},[],{"categories":3211},[225],{"categories":3213},[90],{"categories":3215},[90],{"categories":3217},[],{"categories":3219},[90],{"categories":3221},[137],{"categories":3223},[90],{"categories":3225},[90],{"categories":3227},[90],{"categories":3229},[],{"categories":3231},[151],{"categories":3233},[90],{"categories":3235},[151],{"categories":3237},[295],{"categories":3239},[90],{"categories":3241},[90],{"categories":3243},[90],{"categories":3245},[151],{"categories":3247},[132],{"categories":3249},[90],{"categories":3251},[1810],{"categories":3253},[],{"categories":3255},[137],{"categories":3257},[127],{"categories":3259},[90],{"categories":3261},[127],{"categories":3263},[90],{"categories":3265},[],{"categories":3267},[137],{"categories":3269},[90],{"categories":3271},[90],{"categories":3273},[3274],"AI Design Tooling",{"categories":3276},[225],{"categories":3278},[90],{"categories":3280},[90],{"categories":3282},[151],{"categories":3284},[225],{"categories":3286},[90],{"categories":3288},[90],{"categories":3290},[151],{"categories":3292},[173],{"categories":3294},[140],{"categories":3296},[151],{"categories":3298},[90],{"categories":3300},[90],{"categories":3302},[90],{"categories":3304},[137],{"categories":3306},[90],{"categories":3308},[],{"categories":3310},[137],{"categories":3312},[90],{"categories":3314},[90],{"categories":3316},[137],{"categories":3318},[90],{"categories":3320},[90],{"categories":3322},[90],{"categories":3324},[137],{"categories":3326},[],{"categories":3328},[137],{"categories":3330},[3147],{"categories":3332},[90],{"categories":3334},[90],{"categories":3336},[137],{"categories":3338},[137],{"categories":3340},[151],{"categories":3342},[151],{"categories":3344},[90],{"categories":3346},[],{"categories":3348},[151],{"categories":3350},[90],{"categories":3352},[90],{"categories":3354},[137],{"categories":3356},[132],{"categories":3358},[90],{"categories":3360},[],{"categories":3362},[90],{"categories":3364},[90],{"categories":3366},[2251],{"categories":3368},[],{"categories":3370},[90],{"categories":3372},[90],{"categories":3374},[90],{"categories":3376},[90],{"categories":3378},[225],{"categories":3380},[90],{"categories":3382},[],{"categories":3384},[90],{"categories":3386},[90],{"categories":3388},[90],{"categories":3390},[90],{"categories":3392},[254],{"categories":3394},[173],{"categories":3396},[90],{"categories":3398},[90],{"categories":3400},[1810],{"categories":3402},[127],{"categories":3404},[90],{"categories":3406},[90],{"categories":3408},[176],{"categories":3410},[90],{"categories":3412},[90],{"categories":3414},[173],{"categories":3416},[137],{"categories":3418},[],{"categories":3420},[90],{"categories":3422},[90],{"categories":3424},[225],{"categories":3426},[90],{"categories":3428},[254],{"categories":3430},[137],{"categories":3432},[90],{"categories":3434},[137],{"categories":3436},[],{"categories":3438},[],{"categories":3440},[],{"categories":3442},[127],{"categories":3444},[173],{"categories":3446},[137],{"categories":3448},[90],{"categories":3450},[90],{"categories":3452},[90],{"categories":3454},[90],{"categories":3456},[412],{"categories":3458},[225],{"categories":3460},[137],{"categories":3462},[90],{"categories":3464},[],{"categories":3466},[137],{"categories":3468},[137],{"categories":3470},[],{"categories":3472},[90],{"categories":3474},[137],{"categories":3476},[90],{"categories":3478},[],{"categories":3480},[90],{"categories":3482},[90],{"categories":3484},[90],{"categories":3486},[173],{"categories":3488},[225],{"categories":3490},[137],{"categories":3492},[225],{"categories":3494},[137],{"categories":3496},[90],{"categories":3498},[132],{"categories":3500},[],{"categories":3502},[],{"categories":3504},[90],{"categories":3506},[90],{"categories":3508},[90],{"categories":3510},[127],{"categories":3512},[137],{"categories":3514},[173],{"categories":3516},[],{"categories":3518},[225],{"categories":3520},[],{"categories":3522},[151],{"categories":3524},[90],{"categories":3526},[151],{"categories":3528},[225],{"categories":3530},[151],{"categories":3532},[90],{"categories":3534},[],{"categories":3536},[90],{"categories":3538},[90],{"categories":3540},[],{"categories":3542},[90],{"categories":3544},[90],{"categories":3546},[254],{"categories":3548},[90],{"categories":3550},[90],{"categories":3552},[295],{"categories":3554},[151],{"categories":3556},[90],{"categories":3558},[],{"categories":3560},[137],{"categories":3562},[90],{"categories":3564},[127],{"categories":3566},[527],{"categories":3568},[90],{"categories":3570},[90],{"categories":3572},[137],{"categories":3574},[90],{"categories":3576},[137],{"categories":3578},[90],{"categories":3580},[90],{"categories":3582},[90],{"categories":3584},[90],{"categories":3586},[],{"categories":3588},[90],{"categories":3590},[127],{"categories":3592},[90],{"categories":3594},[132],{"categories":3596},[151],{"categories":3598},[225],{"categories":3600},[],{"categories":3602},[90],{"categories":3604},[],{"categories":3606},[137],{"categories":3608},[90],{"categories":3610},[],{"categories":3612},[137],{"categories":3614},[90],{"categories":3616},[151],{"categories":3618},[225],{"categories":3620},[173],{"categories":3622},[90],{"categories":3624},[173],{"categories":3626},[137],{"categories":3628},[225],{"categories":3630},[90],{"categories":3632},[],{"categories":3634},[90],{"categories":3636},[162],{"categories":3638},[137],{"categories":3640},[90],{"categories":3642},[225],{"categories":3644},[173],{"categories":3646},[132],{"categories":3648},[151],{"categories":3650},[90],{"categories":3652},[90],{"categories":3654},[90],{"categories":3656},[90],{"categories":3658},[173],{"categories":3660},[254],{"categories":3662},[],{"categories":3664},[],{"categories":3666},[176],{"categories":3668},[468],{"categories":3670},[90],{"categories":3672},[137],{"categories":3674},[90,151],{"categories":3676},[173],{"categories":3678},[90],{"categories":3680},[90],{"categories":3682},[90],{"categories":3684},[90],{"categories":3686},[90],{"categories":3688},[90],{"categories":3690},[90],{"categories":3692},[137],{"categories":3694},[90],{"categories":3696},[137],{"categories":3698},[90],{"categories":3700},[90],{"categories":3702},[90],{"categories":3704},[],{"categories":3706},[90],{"categories":3708},[1248],{"categories":3710},[151],{"categories":3712},[225],{"categories":3714},[90],{"categories":3716},[90],{"categories":3718},[90],{"categories":3720},[176],{"categories":3722},[137],{"categories":3724},[254],{"categories":3726},[295],{"categories":3728},[],{"categories":3730},[151],{"categories":3732},[90],{"categories":3734},[132],{"categories":3736},[137],{"categories":3738},[127],{"categories":3740},[137],{"categories":3742},[90],{"categories":3744},[137],{"categories":3746},[137],{"categories":3748},[140],{"categories":3750},[151],{"categories":3752},[90],{"categories":3754},[90],{"categories":3756},[],{"categories":3758},[],{"categories":3760},[],{"categories":3762},[295],{"categories":3764},[90],{"categories":3766},[173],{"categories":3768},[90],{"categories":3770},[90],{"categories":3772},[90],{"categories":3774},[90],{"categories":3776},[],{"categories":3778},[90],{"categories":3780},[176],{"categories":3782},[132],{"categories":3784},[137],{"categories":3786},[90],{"categories":3788},[],{"categories":3790},[90],{"categories":3792},[137],{"categories":3794},[90],{"categories":3796},[295],{"categories":3798},[],{"categories":3800},[225],{"categories":3802},[225],{"categories":3804},[90],{"categories":3806},[137],{"categories":3808},[],{"categories":3810},[151],{"categories":3812},[90],{"categories":3814},[225],{"categories":3816},[90],{"categories":3818},[132],{"categories":3820},[137],{"categories":3822},[90],{"categories":3824},[],{"categories":3826},[173],{"categories":3828},[90],{"categories":3830},[90],{"categories":3832},[90],{"categories":3834},[225],{"categories":3836},[137],{"categories":3838},[173],{"categories":3840},[],{"categories":3842},[137],{"categories":3844},[132],{"categories":3846},[137],{"categories":3848},[225],{"categories":3850},[90],{"categories":3852},[90],{"categories":3854},[90],{"categories":3856},[468],{"categories":3858},[90],{"categories":3860},[137],{"categories":3862},[],{"categories":3864},[90],{"categories":3866},[90],{"categories":3868},[295],{"categories":3870},[173],{"categories":3872},[176],{"categories":3874},[573],{"categories":3876},[176],{"categories":3878},[176],{"categories":3880},[90],{"categories":3882},[],{"categories":3884},[],{"categories":3886},[],{"categories":3888},[137],{"categories":3890},[90],{"categories":3892},[137],{"categories":3894},[137],{"categories":3896},[151],{"categories":3898},[90],{"categories":3900},[445],{"categories":3902},[151],{"categories":3904},[137],{"categories":3906},[90],{"categories":3908},[90],{"categories":3910},[90],{"categories":3912},[90],{"categories":3914},[90],{"categories":3916},[137],{"categories":3918},[90],{"categories":3920},[],{"categories":3922},[],{"categories":3924},[90],{"categories":3926},[],{"categories":3928},[90],{"categories":3930},[137],{"categories":3932},[225],{"categories":3934},[90],{"categories":3936},[90],{"categories":3938},[],{"categories":3940},[137],{"categories":3942},[90],{"categories":3944},[90],{"categories":3946},[140],{"categories":3948},[90],{"categories":3950},[225],{"categories":3952},[90],{"categories":3954},[137],{"categories":3956},[132],{"categories":3958},[90],{"categories":3960},[90],{"categories":3962},[254],{"categories":3964},[137],{"categories":3966},[90],{"categories":3968},[90],{"categories":3970},[885],{"categories":3972},[90],{"categories":3974},[137],{"categories":3976},[90],{"categories":3978},[151],{"categories":3980},[90],{"categories":3982},[527],{"categories":3984},[225],{"categories":3986},[],{"categories":3988},[90],{"categories":3990},[90],{"categories":3992},[173],{"categories":3994},[468],{"categories":3996},[137],{"categories":3998},[90],{"categories":4000},[],{"categories":4002},[173],{"categories":4004},[389],{"categories":4006},[137],{"categories":4008},[137],{"categories":4010},[137],{"categories":4012},[90],{"categories":4014},[90],{"categories":4016},[137],{"categories":4018},[],{"categories":4020},[132],{"categories":4022},[90],{"categories":4024},[132],{"categories":4026},[137],{"categories":4028},[],{"categories":4030},[151],{"categories":4032},[90],{"categories":4034},[90],{"categories":4036},[127],{"categories":4038},[90],{"categories":4040},[173],{"categories":4042},[295],{"categories":4044},[162],{"categories":4046},[137],{"categories":4048},[137],{"categories":4050},[90],{"categories":4052},[90],{"categories":4054},[137],{"categories":4056},[90],{"categories":4058},[127],{"categories":4060},[],{"categories":4062},[137],{"categories":4064},[90],{"categories":4066},[90],{"categories":4068},[90],{"categories":4070},[137],{"categories":4072},[90],{"categories":4074},[],{"categories":4076},[90],{"categories":4078},[],{"categories":4080},[225],{"categories":4082},[137],{"categories":4084},[90,132],{"categories":4086},[137],{"categories":4088},[90],{"categories":4090},[],{"categories":4092},[127],{"categories":4094},[176],{"categories":4096},[132],{"categories":4098},[90],{"categories":4100},[151],{"categories":4102},[90],{"categories":4104},[90],{"categories":4106},[137],{"categories":4108},[90],{"categories":4110},[90],{"categories":4112},[90],{"categories":4114},[173],{"categories":4116},[1248],{"categories":4118},[137],{"categories":4120},[90],{"categories":4122},[],{"categories":4124},[],{"categories":4126},[90],{"categories":4128},[137],{"categories":4130},[90],{"categories":4132},[90],{"categories":4134},[295],{"categories":4136},[],{"categories":4138},[90],{"categories":4140},[137],{"categories":4142},[162],{"categories":4144},[137],{"categories":4146},[468],{"categories":4148},[],{"categories":4150},[412],{"categories":4152},[137],{"categories":4154},[90],{"categories":4156},[90],{"categories":4158},[254],{"categories":4160},[137],{"categories":4162},[90],{"categories":4164},[176],{"categories":4166},[140],{"categories":4168},[137],{"categories":4170},[90],{"categories":4172},[468],{"categories":4174},[90],{"categories":4176},[295],{"categories":4178},[132],{"categories":4180},[],{"categories":4182},[90],{"categories":4184},[90],{"categories":4186},[254],{"categories":4188},[225],{"categories":4190},[90],{"categories":4192},[90],{"categories":4194},[90],{"categories":4196},[],{"categories":4198},[254],{"categories":4200},[173],{"categories":4202},[90],{"categories":4204},[90],{"categories":4206},[90],{"categories":4208},[573],{"categories":4210},[127],{"categories":4212},[90],{"categories":4214},[140],{"categories":4216},[90],{"categories":4218},[],{"categories":4220},[],{"categories":4222},[225],{"categories":4224},[90],{"categories":4226},[176],{"categories":4228},[254],{"categories":4230},[137],{"categories":4232},[90],{"categories":4234},[90],{"categories":4236},[254],{"categories":4238},[173],{"categories":4240},[90],{"categories":4242},[],{"categories":4244},[90],{"categories":4246},[90],{"categories":4248},[],{"categories":4250},[90],{"categories":4252},[90],{"categories":4254},[598],{"categories":4256},[90],{"categories":4258},[90],{"categories":4260},[137],{"categories":4262},[151],{"categories":4264},[468],{"categories":4266},[90],{"categories":4268},[90],{"categories":4270},[90],{"categories":4272},[],{"categories":4274},[90,151],{"categories":4276},[173],{"categories":4278},[137],{"categories":4280},[151],{"categories":4282},[137],{"categories":4284},[923],{"categories":4286},[151],{"categories":4288},[151],{"categories":4290},[137],{"categories":4292},[90],{"categories":4294},[127],{"categories":4296},[],{"categories":4298},[],{"categories":4300},[137],{"categories":4302},[90],{"categories":4304},[151],{"categories":4306},[90],{"categories":4308},[127],{"categories":4310},[151],{"categories":4312},[151],{"categories":4314},[90],{"categories":4316},[254],{"categories":4318},[90],{"categories":4320},[151],{"categories":4322},[90],{"categories":4324},[],{"categories":4326},[90],{"categories":4328},[90],{"categories":4330},[225,90],{"categories":4332},[295],{"categories":4334},[127],{"categories":4336},[90],{"categories":4338},[],{"categories":4340},[90],{"categories":4342},[90],{"categories":4344},[132],{"categories":4346},[90],{"categories":4348},[132],{"categories":4350},[90],{"categories":4352},[90],{"categories":4354},[389],{"categories":4356},[90],{"categories":4358},[132],{"categories":4360},[151],{"categories":4362},[176],{"categories":4364},[137],{"categories":4366},[90],{"categories":4368},[151],{"categories":4370},[90],{"categories":4372},[90],{"categories":4374},[173],{"categories":4376},[254],{"categories":4378},[225],{"categories":4380},[90],{"categories":4382},[90],{"categories":4384},[90],{"categories":4386},[90],{"categories":4388},[127],{"categories":4390},[90],{"categories":4392},[137],{"categories":4394},[137],{"categories":4396},[151],{"categories":4398},[173],{"categories":4400},[151],{"categories":4402},[151],{"categories":4404},[90],{"categories":4406},[90],{"categories":4408},[],{"categories":4410},[],{"categories":4412},[176],{"categories":4414},[90],{"categories":4416},[151],{"categories":4418},[90],{"categories":4420},[225],{"categories":4422},[468],{"categories":4424},[412],{"categories":4426},[389],{"categories":4428},[90],{"categories":4430},[90],{"categories":4432},[90],{"categories":4434},[176],{"categories":4436},[90],{"categories":4438},[90],{"categories":4440},[90],{"categories":4442},[90],{"categories":4444},[90],{"categories":4446},[90],{"categories":4448},[90],{"categories":4450},[137],{"categories":4452},[127],{"categories":4454},[137],{"categories":4456},[90,132],{"categories":4458},[],{"categories":4460},[225],{"categories":4462},[],{"categories":4464},[140],{"categories":4466},[90],{"categories":4468},[173],{"categories":4470},[127],{"categories":4472},[90],{"categories":4474},[127],{"categories":4476},[137],{"categories":4478},[176],{"categories":4480},[137],{"categories":4482},[140],{"categories":4484},[137],{"categories":4486},[90],{"categories":4488},[90],{"categories":4490},[132],{"categories":4492},[137],{"categories":4494},[151],{"categories":4496},[254],{"categories":4498},[90],{"categories":4500},[90],{"categories":4502},[],{"categories":4504},[173],{"categories":4506},[90],{"categories":4508},[90],{"categories":4510},[90],{"categories":4512},[90],{"categories":4514},[90],{"categories":4516},[90],{"categories":4518},[151],{"categories":4520},[173],{"categories":4522},[151],{"categories":4524},[151],{"categories":4526},[90],{"categories":4528},[90],{"categories":4530},[90],{"categories":4532},[90],{"categories":4534},[412],{"categories":4536},[90],{"categories":4538},[137],{"categories":4540},[173],{"categories":4542},[90],{"categories":4544},[90],{"categories":4546},[90],{"categories":4548},[137],{"categories":4550},[90],{"categories":4552},[90],{"categories":4554},[90],{"categories":4556},[3147],{"categories":4558},[4559],"Clinical AI",{"categories":4561},[225],{"categories":4563},[90],{"categories":4565},[90],{"categories":4567},[90],{"categories":4569},[90],{"categories":4571},[295],{"categories":4573},[2506],{"categories":4575},[90],{"categories":4577},[140],{"categories":4579},[225],{"categories":4581},[90],{"categories":4583},[137],{"categories":4585},[90],{"categories":4587},[90],{"categories":4589},[173],{"categories":4591},[90],{"categories":4593},[137],{"categories":4595},[151],{"categories":4597},[254],{"categories":4599},[90],{"categories":4601},[90],{"categories":4603},[132],{"categories":4605},[90],{"categories":4607},[90],{"categories":4609},[527],{"categories":4611},[90],{"categories":4613},[],{"categories":4615},[137],{"categories":4617},[90],{"categories":4619},[151],{"categories":4621},[127],{"categories":4623},[90],{"categories":4625},[],{"categories":4627},[],{"categories":4629},[90],{"categories":4631},[],{"categories":4633},[132],{"categories":4635},[90],{"categories":4637},[90],{"categories":4639},[137],{"categories":4641},[90],{"categories":4643},[173],{"categories":4645},[173],{"categories":4647},[173],{"categories":4649},[173],{"categories":4651},[],{"categories":4653},[127],{"categories":4655},[137],{"categories":4657},[173],{"categories":4659},[90],{"categories":4661},[598],{"categories":4663},[140],{"categories":4665},[137],{"categories":4667},[90],{"categories":4669},[127],{"categories":4671},[90],{"categories":4673},[137],{"categories":4675},[90],{"categories":4677},[90],{"categories":4679},[90],{"categories":4681},[90,137],{"categories":4683},[137],{"categories":4685},[295],{"categories":4687},[173],{"categories":4689},[137],{"categories":4691},[173],{"categories":4693},[137],{"categories":4695},[90],{"categories":4697},[],{"categories":4699},[173],{"categories":4701},[254],{"categories":4703},[127],{"categories":4705},[90],{"categories":4707},[90],{"categories":4709},[],{"categories":4711},[151],{"categories":4713},[],{"categories":4715},[127],{"categories":4717},[137],{"categories":4719},[173],{"categories":4721},[90],{"categories":4723},[173],{"categories":4725},[127],{"categories":4727},[173],{"categories":4729},[173],{"categories":4731},[],{"categories":4733},[132],{"categories":4735},[137],{"categories":4737},[173],{"categories":4739},[173],{"categories":4741},[173],{"categories":4743},[173],{"categories":4745},[173],{"categories":4747},[173],{"categories":4749},[173],{"categories":4751},[173],{"categories":4753},[173],{"categories":4755},[173],{"categories":4757},[176],{"categories":4759},[127],{"categories":4761},[90],{"categories":4763},[90],{"categories":4765},[137],{"categories":4767},[137],{"categories":4769},[],{"categories":4771},[90],{"categories":4773},[90,127],{"categories":4775},[],{"categories":4777},[137],{"categories":4779},[90],{"categories":4781},[173],{"categories":4783},[137],{"categories":4785},[923],{"categories":4787},[90],{"categories":4789},[90],{"categories":4791},[90],{"categories":4793},[90],{"categories":4795},[90],{"categories":4797},[389],{"categories":4799},[90],{"categories":4801},[90],{"categories":4803},[137],{"categories":4805},[90],{"categories":4807},[90],{"categories":4809},[132],{"categories":4811},[140],{"categories":4813},[137],{"categories":4815},[137],{"categories":4817},[],{"categories":4819},[137],{"categories":4821},[225],{"categories":4823},[173],{"categories":4825},[90],{"categories":4827},[],{"categories":4829},[140],{"categories":4831},[],{"categories":4833},[151],{"categories":4835},[90],{"categories":4837},[137],{"categories":4839},[225],{"categories":4841},[90],{"categories":4843},[],{"categories":4845},[90],{"categories":4847},[90],{"categories":4849},[],{"categories":4851},[254],{"categories":4853},[90],{"categories":4855},[137],{"categories":4857},[],{"categories":4859},[],{"categories":4861},[173],{"categories":4863},[127],{"categories":4865},[90],{"categories":4867},[90],{"categories":4869},[132],{"categories":4871},[90],{"categories":4873},[90],{"categories":4875},[137],{"categories":4877},[90],{"categories":4879},[132],{"categories":4881},[132],{"categories":4883},[225],{"categories":4885},[],{"categories":4887},[90],{"categories":4889},[173],{"categories":4891},[],{"categories":4893},[90],{"categories":4895},[90],{"categories":4897},[225],{"categories":4899},[90],{"categories":4901},[90],{"categories":4903},[254],{"categories":4905},[90],{"categories":4907},[295],{"categories":4909},[],{"categories":4911},[137],{"categories":4913},[90],{"categories":4915},[254],{"categories":4917},[151],{"categories":4919},[],{"categories":4921},[90],{"categories":4923},[],{"categories":4925},[137],{"categories":4927},[225],{"categories":4929},[151],{"categories":4931},[],{"categories":4933},[3147],{"categories":4935},[132],{"categories":4937},[127],{"categories":4939},[90],{"categories":4941},[176],{"categories":4943},[137],{"categories":4945},[225],{"categories":4947},[90],{"categories":4949},[151],{"categories":4951},[],{"categories":4953},[],{"categories":4955},[90],{"categories":4957},[127],{"categories":4959},[90],{"categories":4961},[254],{"categories":4963},[],{"categories":4965},[137],{"categories":4967},[137],{"categories":4969},[90],{"categories":4971},[137],{"categories":4973},[90],{"categories":4975},[173],{"categories":4977},[151],{"categories":4979},[90],{"categories":4981},[137],{"categories":4983},[140],{"categories":4985},[90],{"categories":4987},[90],{"categories":4989},[90],{"categories":4991},[137],{"categories":4993},[90],{"categories":4995},[140],{"categories":4997},[254],{"categories":4999},[173],{"categories":5001},[],{"categories":5003},[254],{"categories":5005},[90],{"categories":5007},[],{"categories":5009},[151],{"categories":5011},[137],{"categories":5013},[],{"categories":5015},[90],{"categories":5017},[90],{"categories":5019},[90],{"categories":5021},[90],{"categories":5023},[90],{"categories":5025},[137],{"categories":5027},[132],{"categories":5029},[127],{"categories":5031},[137],{"categories":5033},[90],{"categories":5035},[225],{"categories":5037},[151],{"categories":5039},[151],{"categories":5041},[90],{"categories":5043},[176],{"categories":5045},[137],{"categories":5047},[90],{"categories":5049},[90],{"categories":5051},[137],{"categories":5053},[90],{"categories":5055},[90],{"categories":5057},[137],{"categories":5059},[132],{"categories":5061},[90],{"categories":5063},[225],{"categories":5065},[151],{"categories":5067},[137],{"categories":5069},[90],{"categories":5071},[140],{"categories":5073},[90],{"categories":5075},[137],{"categories":5077},[90],{"categories":5079},[90],{"categories":5081},[173],{"categories":5083},[90],{"categories":5085},[],{"categories":5087},[127],{"categories":5089},[90],{"categories":5091},[90],{"categories":5093},[90],{"categories":5095},[151],{"categories":5097},[151],{"categories":5099},[90],{"categories":5101},[151],{"categories":5103},[90],{"categories":5105},[137],{"categories":5107},[90],{"categories":5109},[90],{"categories":5111},[90],{"categories":5113},[90],{"categories":5115},[90],{"categories":5117},[],{"categories":5119},[90],{"categories":5121},[225],{"categories":5123},[137],{"categories":5125},[132],{"categories":5127},[173],{"categories":5129},[90],{"categories":5131},[137],{"categories":5133},[90],{"categories":5135},[137],{"categories":5137},[90],{"categories":5139},[90],{"categories":5141},[225],{"categories":5143},[137],{"categories":5145},[90],{"categories":5147},[254],{"categories":5149},[90],{"categories":5151},[176],{"categories":5153},[90],{"categories":5155},[90],{"categories":5157},[173],{"categories":5159},[90],{"categories":5161},[90],{"categories":5163},[90],{"categories":5165},[90],{"categories":5167},[137],{"categories":5169},[295],{"categories":5171},[90],{"categories":5173},[151],{"categories":5175},[137],{"categories":5177},[176],{"categories":5179},[],{"categories":5181},[137],{"categories":5183},[151],{"categories":5185},[90],{"categories":5187},[90],{"categories":5189},[2344],{"categories":5191},[225],{"categories":5193},[324],{"categories":5195},[90],{"categories":5197},[90],{"categories":5199},[90],{"categories":5201},[90],{"categories":5203},[127],{"categories":5205},[90],{"categories":5207},[90],{"categories":5209},[151],{"categories":5211},[132],{"categories":5213},[90],{"categories":5215},[151],{"categories":5217},[90],{"categories":5219},[],{"categories":5221},[137],{"categories":5223},[137],{"categories":5225},[90],{"categories":5227},[90],{"categories":5229},[90],{"categories":5231},[176],{"categories":5233},[],{"categories":5235},[173],{"categories":5237},[],{"categories":5239},[173],{"categories":5241},[90],{"categories":5243},[90],{"categories":5245},[137],{"categories":5247},[90],{"categories":5249},[137],{"categories":5251},[137],{"categories":5253},[],{"categories":5255},[90],{"categories":5257},[173],{"categories":5259},[90],{"categories":5261},[],{"categories":5263},[90],{"categories":5265},[90],{"categories":5267},[],{"categories":5269},[90],{"categories":5271},[90],{"categories":5273},[225],{"categories":5275},[151],{"categories":5277},[137],{"categories":5279},[90],{"categories":5281},[90],{"categories":5283},[90],{"categories":5285},[90],{"categories":5287},[254],{"categories":5289},[90],{"categories":5291},[90],{"categories":5293},[90],{"categories":5295},[127],{"categories":5297},[90],{"categories":5299},[90],{"categories":5301},[],{"categories":5303},[90],{"categories":5305},[90],{"categories":5307},[90],{"categories":5309},[],{"categories":5311},[127],{"categories":5313},[90],{"categories":5315},[90],{"categories":5317},[173],{"categories":5319},[151],{"categories":5321},[140],{"categories":5323},[137],{"categories":5325},[468],{"categories":5327},[90],{"categories":5329},[90],{"categories":5331},[90],{"categories":5333},[151],{"categories":5335},[173],{"categories":5337},[225],{"categories":5339},[90],{"categories":5341},[90],{"categories":5343},[90],{"categories":5345},[90],{"categories":5347},[173],{"categories":5349},[90],{"categories":5351},[225],{"categories":5353},[90],{"categories":5355},[90],{"categories":5357},[173],{"categories":5359},[225],{"categories":5361},[90],{"categories":5363},[173],{"categories":5365},[90],{"categories":5367},[137],{"categories":5369},[137],{"categories":5371},[137],{"categories":5373},[151],{"categories":5375},[173],{"categories":5377},[137],{"categories":5379},[137],{"categories":5381},[90],{"categories":5383},[151],{"categories":5385},[225],{"categories":5387},[90],{"categories":5389},[90],{"categories":5391},[137],{"categories":5393},[90],{"categories":5395},[],{"categories":5397},[137],{"categories":5399},[],{"categories":5401},[90],{"categories":5403},[90],{"categories":5405},[],{"categories":5407},[],{"categories":5409},[137],{"categories":5411},[132],{"categories":5413},[137],{"categories":5415},[5416],"Liability & Ethics",{"categories":5418},[90],{"categories":5420},[90],{"categories":5422},[90],{"categories":5424},[137],{"categories":5426},[127],{"categories":5428},[137],{"categories":5430},[132],{"categories":5432},[254],{"categories":5434},[137],{"categories":5436},[90],{"categories":5438},[90],{"categories":5440},[],{"categories":5442},[573],{"categories":5444},[137],{"categories":5446},[],{"categories":5448},[90],{"categories":5450},[127],{"categories":5452},[137],{"categories":5454},[],{"categories":5456},[137],{"categories":5458},[90],{"categories":5460},[90],{"categories":5462},[151],{"categories":5464},[90],{"categories":5466},[173],{"categories":5468},[90],{"categories":5470},[90],{"categories":5472},[140],{"categories":5474},[137],{"categories":5476},[90],{"categories":5478},[90],{"categories":5480},[90],{"categories":5482},[173],{"categories":5484},[137],{"categories":5486},[151],{"categories":5488},[225],{"categories":5490},[127],{"categories":5492},[90],{"categories":5494},[90],{"categories":5496},[90],{"categories":5498},[],{"categories":5500},[137],{"categories":5502},[137],{"categories":5504},[137],{"categories":5506},[468],{"categories":5508},[225],{"categories":5510},[137],{"categories":5512},[295],{"categories":5514},[151],{"categories":5516},[173],{"categories":5518},[90],{"categories":5520},[225],{"categories":5522},[90],{"categories":5524},[127],{"categories":5526},[],{"categories":5528},[137],{"categories":5530},[90],{"categories":5532},[90],{"categories":5534},[90],{"categories":5536},[90],{"categories":5538},[137],{"categories":5540},[90],{"categories":5542},[90],{"categories":5544},[225],{"categories":5546},[],{"categories":5548},[137],{"categories":5550},[140],{"categories":5552},[173],{"categories":5554},[137],{"categories":5556},[132],{"categories":5558},[],{"categories":5560},[90],{"categories":5562},[90],{"categories":5564},[140],{"categories":5566},[90],{"categories":5568},[137],{"categories":5570},[173],{"categories":5572},[127],{"categories":5574},[295],{"categories":5576},[90],{"categories":5578},[90],{"categories":5580},[90],{"categories":5582},[173],{"categories":5584},[132],{"categories":5586},[90],{"categories":5588},[225],{"categories":5590},[173],{"categories":5592},[295],{"categories":5594},[90],{"categories":5596},[137],{"categories":5598},[],{"categories":5600},[527],{"categories":5602},[],{"categories":5604},[90],{"categories":5606},[295],{"categories":5608},[90],{"categories":5610},[176],{"categories":5612},[90],{"categories":5614},[137],{"categories":5616},[137],{"categories":5618},[5619],"Design News & Tools",{"categories":5621},[90],{"categories":5623},[90],{"categories":5625},[173],{"categories":5627},[90],{"categories":5629},[90],{"categories":5631},[127],{"categories":5633},[137],{"categories":5635},[90],{"categories":5637},[225],{"categories":5639},[137],{"categories":5641},[137],{"categories":5643},[225],{"categories":5645},[90],{"categories":5647},[90],{"categories":5649},[468],{"categories":5651},[137],{"categories":5653},[90],{"categories":5655},[90],{"categories":5657},[468],{"categories":5659},[90],{"categories":5661},[254],{"categories":5663},[90],{"categories":5665},[137],{"categories":5667},[],{"categories":5669},[90],{"categories":5671},[90],{"categories":5673},[90],{"categories":5675},[173],{"categories":5677},[90],{"categories":5679},[127],{"categories":5681},[],{"categories":5683},[90],{"categories":5685},[90],{"categories":5687},[90],{"categories":5689},[151],{"categories":5691},[598],{"categories":5693},[151],{"categories":5695},[225],{"categories":5697},[90],{"categories":5699},[90,137],{"categories":5701},[254,132],{"categories":5703},[151],{"categories":5705},[90],{"categories":5707},[90],{"categories":5709},[90],{"categories":5711},[90],{"categories":5713},[],{"categories":5715},[137],{"categories":5717},[90],{"categories":5719},[],{"categories":5721},[90],{"categories":5723},[151],{"categories":5725},[90],{"categories":5727},[151],{"categories":5729},[],{"categories":5731},[137],{"categories":5733},[90],{"categories":5735},[132],{"categories":5737},[90],{"categories":5739},[173],{"categories":5741},[90],{"categories":5743},[],{"categories":5745},[137],{"categories":5747},[90],{"categories":5749},[],{"categories":5751},[225],{"categories":5753},[90],{"categories":5755},[90],{"categories":5757},[137],{"categories":5759},[90],{"categories":5761},[90],{"categories":5763},[127],{"categories":5765},[137],{"categories":5767},[90],{"categories":5769},[],{"categories":5771},[90],{"categories":5773},[295],{"categories":5775},[254],{"categories":5777},[132],{"categories":5779},[132],{"categories":5781},[90],{"categories":5783},[127],{"categories":5785},[127],{"categories":5787},[90],{"categories":5789},[137],{"categories":5791},[90],{"categories":5793},[90],{"categories":5795},[90],{"categories":5797},[90],{"categories":5799},[151],{"categories":5801},[90],{"categories":5803},[127],{"categories":5805},[90],{"categories":5807},[90],{"categories":5809},[137],{"categories":5811},[90],{"categories":5813},[254],{"categories":5815},[90],{"categories":5817},[173],{"categories":5819},[90],{"categories":5821},[90],{"categories":5823},[137],{"categories":5825},[140],{"categories":5827},[90],{"categories":5829},[90],{"categories":5831},[137],{"categories":5833},[],{"categories":5835},[151],{"categories":5837},[],{"categories":5839},[151],{"categories":5841},[137],{"categories":5843},[127],{"categories":5845},[90],{"categories":5847},[],{"categories":5849},[176],{"categories":5851},[295],{"categories":5853},[90],{"categories":5855},[151],{"categories":5857},[90],{"categories":5859},[],{"categories":5861},[173],{"categories":5863},[137],{"categories":5865},[151],{"categories":5867},[225],{"categories":5869},[132],{"categories":5871},[90],{"categories":5873},[90],{"categories":5875},[137],{"categories":5877},[151],{"categories":5879},[137],{"categories":5881},[173],{"categories":5883},[90],{"categories":5885},[140],{"categories":5887},[127],{"categories":5889},[140],{"categories":5891},[173],{"categories":5893},[90],{"categories":5895},[151],{"categories":5897},[90],{"categories":5899},[225],{"categories":5901},[132],{"categories":5903},[90],{"categories":5905},[90],{"categories":5907},[90],{"categories":5909},[90],{"categories":5911},[90],{"categories":5913},[90],{"categories":5915},[137],{"categories":5917},[90],{"categories":5919},[137],{"categories":5921},[90],{"categories":5923},[90],{"categories":5925},[127],{"categories":5927},[90],{"categories":5929},[137],{"categories":5931},[137],{"categories":5933},[225],{"categories":5935},[137],{"categories":5937},[137],{"categories":5939},[90],{"categories":5941},[127],{"categories":5943},[137],{"categories":5945},[225],{"categories":5947},[],{"categories":5949},[90],{"categories":5951},[176],{"categories":5953},[468],{"categories":5955},[90],{"categories":5957},[137],{"categories":5959},[90],{"categories":5961},[90],{"categories":5963},[151],{"categories":5965},[90],{"categories":5967},[],{"categories":5969},[90],{"categories":5971},[137],{"categories":5973},[90],{"categories":5975},[254],{"categories":5977},[90],{"categories":5979},[151],{"categories":5981},[90],{"categories":5983},[173],{"categories":5985},[137],{"categories":5987},[90],{"categories":5989},[254],{"categories":5991},[137],{"categories":5993},[132],{"categories":5995},[132],{"categories":5997},[90],{"categories":5999},[90],{"categories":6001},[90],{"categories":6003},[90],{"categories":6005},[90],{"categories":6007},[90],{"categories":6009},[127],{"categories":6011},[],{"categories":6013},[90],{"categories":6015},[90],{"categories":6017},[137],{"categories":6019},[137],{"categories":6021},[90],{"categories":6023},[90],{"categories":6025},[90],{"categories":6027},[90],{"categories":6029},[90],{"categories":6031},[151],{"categories":6033},[],{"categories":6035},[127],{"categories":6037},[90],{"categories":6039},[90],{"categories":6041},[137],{"categories":6043},[137],{"categories":6045},[],{"categories":6047},[151],{"categories":6049},[151],{"categories":6051},[90],{"categories":6053},[254],{"categories":6055},[132],{"categories":6057},[225],{"categories":6059},[],{"categories":6061},[90],{"categories":6063},[137],{"categories":6065},[127],{"categories":6067},[90],{"categories":6069},[90],{"categories":6071},[151],{"categories":6073},[127],{"categories":6075},[90],{"categories":6077},[90],{"categories":6079},[173],{"categories":6081},[176],{"categories":6083},[90],{"categories":6085},[173],{"categories":6087},[137],{"categories":6089},[90],{"categories":6091},[],{"categories":6093},[173],{"categories":6095},[137],{"categories":6097},[225],{"categories":6099},[176],{"categories":6101},[90],{"categories":6103},[90],{"categories":6105},[],{"categories":6107},[137],{"categories":6109},[137],{"categories":6111},[137],{"categories":6113},[3147],{"categories":6115},[173],{"categories":6117},[90],{"categories":6119},[151],{"categories":6121},[90],{"categories":6123},[90],{"categories":6125},[90],{"categories":6127},[90],{"categories":6129},[90],{"categories":6131},[132],{"categories":6133},[90],{"categories":6135},[127],{"categories":6137},[1810],{"categories":6139},[295],{"categories":6141},[127],{"categories":6143},[],{"categories":6145},[90],{"categories":6147},[],{"categories":6149},[173],{"categories":6151},[137],{"categories":6153},[225],{"categories":6155},[90],{"categories":6157},[90],{"categories":6159},[90],{"categories":6161},[173],{"categories":6163},[],{"categories":6165},[137],{"categories":6167},[90],{"categories":6169},[137],{"categories":6171},[137],{"categories":6173},[],{"categories":6175},[90],{"categories":6177},[],{"categories":6179},[173],{"categories":6181},[127],{"categories":6183},[225],{"categories":6185},[90],{"categories":6187},[137],{"categories":6189},[173],{"categories":6191},[90],{"categories":6193},[173],{"categories":6195},[],{"categories":6197},[173],{"categories":6199},[90],{"categories":6201},[127],{"categories":6203},[468],{"categories":6205},[137],{"categories":6207},[90],{"categories":6209},[],{"categories":6211},[151],{"categories":6213},[137],{"categories":6215},[140],{"categories":6217},[137],{"categories":6219},[127],{"categories":6221},[90],{"categories":6223},[90],{"categories":6225},[],{"categories":6227},[],{"categories":6229},[],{"categories":6231},[225],{"categories":6233},[90],{"categories":6235},[137],{"categories":6237},[90],{"categories":6239},[90],{"categories":6241},[],{"categories":6243},[],{"categories":6245},[],{"categories":6247},[90],{"categories":6249},[137],{"categories":6251},[225],{"categories":6253},[90],{"categories":6255},[],{"categories":6257},[137],{"categories":6259},[90],{"categories":6261},[90],{"categories":6263},[127],{"categories":6265},[],{"categories":6267},[],{"categories":6269},[90],{"categories":6271},[90],{"categories":6273},[137],{"categories":6275},[225],{"categories":6277},[90],{"categories":6279},[173],{"categories":6281},[],{"categories":6283},[90],{"categories":6285},[90],{"categories":6287},[254],{"categories":6289},[173],{"categories":6291},[254],{"categories":6293},[176],{"categories":6295},[90],{"categories":6297},[90],{"categories":6299},[],{"categories":6301},[],{"categories":6303},[137],{"categories":6305},[],{"categories":6307},[90],{"categories":6309},[468],{"categories":6311},[90],{"categories":6313},[90],{"categories":6315},[90],{"categories":6317},[90],{"categories":6319},[],{"categories":6321},[137],{"categories":6323},[90],{"categories":6325},[90],{"categories":6327},[],{"categories":6329},[137],{"categories":6331},[90],{"categories":6333},[173],{"categories":6335},[90],{"categories":6337},[254],{"categories":6339},[132],{"categories":6341},[140],{"categories":6343},[90],{"categories":6345},[90],{"categories":6347},[137],{"categories":6349},[176],{"categories":6351},[137],{"categories":6353},[137],{"categories":6355},[],{"categories":6357},[90],{"categories":6359},[137],{"categories":6361},[],{"categories":6363},[90],{"categories":6365},[],{"categories":6367},[173],{"categories":6369},[132],{"categories":6371},[],{"categories":6373},[90],{"categories":6375},[90],{"categories":6377},[90],{"categories":6379},[],{"categories":6381},[137],{"categories":6383},[225],{"categories":6385},[127],{"categories":6387},[90],{"categories":6389},[],{"categories":6391},[132],{"categories":6393},[254],{"categories":6395},[90],{"categories":6397},[151],{"categories":6399},[127],{"categories":6401},[176],{"categories":6403},[132],{"categories":6405},[151],{"categories":6407},[137],{"categories":6409},[151],{"categories":6411},[],{"categories":6413},[90],{"categories":6415},[140],{"categories":6417},[90],{"categories":6419},[],{"categories":6421},[137],{"categories":6423},[127],{"categories":6425},[225],{"categories":6427},[90],{"categories":6429},[127],{"categories":6431},[137],{"categories":6433},[295],{"categories":6435},[90],{"categories":6437},[90],{"categories":6439},[90],{"categories":6441},[90],{"categories":6443},[90],{"categories":6445},[127],{"categories":6447},[90],{"categories":6449},[151],{"categories":6451},[176],{"categories":6453},[137],{"categories":6455},[],{"categories":6457},[90],{"categories":6459},[90],{"categories":6461},[90],{"categories":6463},[151],{"categories":6465},[137],{"categories":6467},[173],{"categories":6469},[151],{"categories":6471},[90],{"categories":6473},[140],{"categories":6475},[],{"categories":6477},[225],{"categories":6479},[151],{"categories":6481},[173],{"categories":6483},[90],{"categories":6485},[127],{"categories":6487},[137],{"categories":6489},[90],{"categories":6491},[90],{"categories":6493},[137],{"categories":6495},[140],{"categories":6497},[90],{"categories":6499},[137],{"categories":6501},[90],{"categories":6503},[132],{"categories":6505},[137],{"categories":6507},[137,295],{"categories":6509},[90],{"categories":6511},[90],{"categories":6513},[137],{"categories":6515},[151],{"categories":6517},[90],{"categories":6519},[90],{"categories":6521},[176],{"categories":6523},[137],{"categories":6525},[254],{"categories":6527},[137],{"categories":6529},[132],{"categories":6531},[],{"categories":6533},[137],{"categories":6535},[90],{"categories":6537},[132],{"categories":6539},[],{"categories":6541},[],{"categories":6543},[151],{"categories":6545},[90],{"categories":6547},[90],{"categories":6549},[137],{"categories":6551},[176],{"categories":6553},[254],{"categories":6555},[90],{"categories":6557},[90],{"categories":6559},[90],{"categories":6561},[137],{"categories":6563},[],{"categories":6565},[137],{"categories":6567},[173],{"categories":6569},[90],{"categories":6571},[137],{"categories":6573},[137],{"categories":6575},[90],{"categories":6577},[],{"categories":6579},[173],{"categories":6581},[151],{"categories":6583},[3147],{"categories":6585},[127],{"categories":6587},[151],{"categories":6589},[90],{"categories":6591},[137],{"categories":6593},[90],{"categories":6595},[90],{"categories":6597},[254],{"categories":6599},[151],{"categories":6601},[176],{"categories":6603},[],{"categories":6605},[173],{"categories":6607},[90],{"categories":6609},[90],{"categories":6611},[],{"categories":6613},[137],{"categories":6615},[90],{"categories":6617},[90],{"categories":6619},[90],{"categories":6621},[90],{"categories":6623},[137],{"categories":6625},[90],{"categories":6627},[90],{"categories":6629},[90],{"categories":6631},[140],{"categories":6633},[90],{"categories":6635},[137],{"categories":6637},[90],{"categories":6639},[90],{"categories":6641},[90],{"categories":6643},[90],{"categories":6645},[90],{"categories":6647},[90],{"categories":6649},[90],{"categories":6651},[132],{"categories":6653},[],{"categories":6655},[140],{"categories":6657},[173],{"categories":6659},[137],{"categories":6661},[90],{"categories":6663},[151],{"categories":6665},[],{"categories":6667},[151],{"categories":6669},[151],{"categories":6671},[137],{"categories":6673},[151],{"categories":6675},[90],{"categories":6677},[90],{"categories":6679},[90],{"categories":6681},[137],{"categories":6683},[151],{"categories":6685},[90],{"categories":6687},[90],{"categories":6689},[90],{"categories":6691},[137],{"categories":6693},[173],{"categories":6695},[90],{"categories":6697},[90],{"categories":6699},[90],{"categories":6701},[132],{"categories":6703},[90],{"categories":6705},[137],{"categories":6707},[225],{"categories":6709},[],{"categories":6711},[90],{"categories":6713},[176],{"categories":6715},[137],{"categories":6717},[90],{"categories":6719},[90],{"categories":6721},[],{"categories":6723},[90],{"categories":6725},[90],{"categories":6727},[173],{"categories":6729},[90],{"categories":6731},[90],{"categories":6733},[137],{"categories":6735},[254],{"categories":6737},[],{"categories":6739},[],{"categories":6741},[151],{"categories":6743},[90],{"categories":6745},[90],{"categories":6747},[173],{"categories":6749},[90],{"categories":6751},[151],{"categories":6753},[173],{"categories":6755},[90],{"categories":6757},[90],{"categories":6759},[254],{"categories":6761},[176],{"categories":6763},[90],{"categories":6765},[90],{"categories":6767},[127],{"categories":6769},[137],{"categories":6771},[90],{"categories":6773},[90],{"categories":6775},[137],{"categories":6777},[132],{"categories":6779},[137],{"categories":6781},[151],{"categories":6783},[90],{"categories":6785},[132],{"categories":6787},[],{"categories":6789},[90],{"categories":6791},[176],{"categories":6793},[90],{"categories":6795},[90],{"categories":6797},[],{"categories":6799},[173],{"categories":6801},[90],{"categories":6803},[137],{"categories":6805},[176],{"categories":6807},[90],{"categories":6809},[151],{"categories":6811},[151],{"categories":6813},[151],{"categories":6815},[90],{"categories":6817},[137],{"categories":6819},[137],{"categories":6821},[90],{"categories":6823},[137],{"categories":6825},[90],{"categories":6827},[90],{"categories":6829},[225],{"categories":6831},[176],{"categories":6833},[176],{"categories":6835},[],{"categories":6837},[173],{"categories":6839},[90],{"categories":6841},[90],{"categories":6843},[151],{"categories":6845},[],{"categories":6847},[173],{"categories":6849},[173],{"categories":6851},[173],{"categories":6853},[],{"categories":6855},[137],{"categories":6857},[90],{"categories":6859},[],{"categories":6861},[127],{"categories":6863},[132],{"categories":6865},[],{"categories":6867},[90],{"categories":6869},[90],{"categories":6871},[],{"categories":6873},[151],{"categories":6875},[],{"categories":6877},[],{"categories":6879},[],{"categories":6881},[],{"categories":6883},[90],{"categories":6885},[173],{"categories":6887},[],{"categories":6889},[],{"categories":6891},[90],{"categories":6893},[90],{"categories":6895},[90],{"categories":6897},[176],{"categories":6899},[90],{"categories":6901},[176],{"categories":6903},[],{"categories":6905},[176],{"categories":6907},[176],{"categories":6909},[295],{"categories":6911},[137],{"categories":6913},[151],{"categories":6915},[],{"categories":6917},[],{"categories":6919},[176],{"categories":6921},[151],{"categories":6923},[151],{"categories":6925},[151],{"categories":6927},[],{"categories":6929},[127],{"categories":6931},[151],{"categories":6933},[151],{"categories":6935},[127],{"categories":6937},[151],{"categories":6939},[132],{"categories":6941},[151],{"categories":6943},[151],{"categories":6945},[151],{"categories":6947},[176],{"categories":6949},[173],{"categories":6951},[173],{"categories":6953},[90],{"categories":6955},[151],{"categories":6957},[176],{"categories":6959},[295],{"categories":6961},[176],{"categories":6963},[176],{"categories":6965},[176],{"categories":6967},[],{"categories":6969},[132],{"categories":6971},[],{"categories":6973},[295],{"categories":6975},[151],{"categories":6977},[151],{"categories":6979},[151],{"categories":6981},[137],{"categories":6983},[173,132],{"categories":6985},[176],{"categories":6987},[],{"categories":6989},[],{"categories":6991},[176],{"categories":6993},[],{"categories":6995},[176],{"categories":6997},[173],{"categories":6999},[137],{"categories":7001},[],{"categories":7003},[151],{"categories":7005},[90],{"categories":7007},[225],{"categories":7009},[],{"categories":7011},[90],{"categories":7013},[],{"categories":7015},[173],{"categories":7017},[127],{"categories":7019},[176],{"categories":7021},[],{"categories":7023},[151],{"categories":7025},[173],[7027,7082,7128,7185],{"id":7028,"title":7029,"ai":7030,"body":7035,"categories":7055,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":7056,"navigation":101,"path":7068,"published_at":7069,"question":91,"scraped_at":7069,"seo":7070,"sitemap":7071,"source_id":7072,"source_name":7073,"source_type":7074,"source_url":7062,"stem":7075,"tags":7076,"thumbnail_url":91,"tldr":7079,"tweet":91,"unknown_tags":7080,"__hash__":7081},"summaries\u002Fsummaries\u002F41b914407b7a3fae-collusion-risks-in-ai-agents-and-the-case-for-mark-summary.md","Collusion Risks in AI Agents and the Case for Market Certification",{"provider":7,"model":8,"input_tokens":7031,"output_tokens":7032,"processing_time_ms":7033,"cost_usd":7034},4033,463,2370,0.00170275,{"type":14,"value":7036,"toc":7051},[7037,7041,7044,7048],[17,7038,7040],{"id":7039},"the-emergence-of-algorithmic-collusion","The Emergence of Algorithmic Collusion",[22,7042,7043],{},"As AI reasoning agents transition from simple automation to autonomous decision-making in economic environments, they introduce novel risks to market integrity. Unlike traditional algorithmic trading, which relies on explicit rules, modern reasoning agents can interpret complex incentives and environmental cues. The core risk identified is 'tacit collusion,' where agents—even without explicit communication or shared programming—learn to coordinate their actions to maximize collective profit at the expense of market competitiveness. Because these agents are optimized for goal-directed behavior, they may independently discover that price-fixing or supply-restricting strategies yield superior outcomes compared to aggressive competition.",[17,7045,7047],{"id":7046},"the-necessity-for-market-certification","The Necessity for Market Certification",[22,7049,7050],{},"The authors argue that existing regulatory frameworks are insufficient for managing the speed and opacity of AI-driven market interactions. They propose a mandatory certification requirement for any AI agent deployed in high-stakes market decision-making. This certification would serve as a 'safety audit' to verify that the agent's objective functions and decision-making processes do not inherently incentivize collusive behavior. By establishing standardized testing protocols, regulators could ensure that agents maintain competitive behaviors even when faced with incentives that would otherwise encourage collusion. This approach shifts the burden of proof from reactive enforcement—which is often too slow to catch algorithmic shifts—to proactive design validation.",{"title":83,"searchDepth":84,"depth":84,"links":7052},[7053,7054],{"id":7039,"depth":84,"text":7040},{"id":7046,"depth":84,"text":7047},[90],{"content_references":7057,"triage":7064},[7058],{"type":7059,"title":7060,"author":7061,"url":7062,"context":7063},"paper","Position: Collusion Risks Among AI Reasoning Agents Justify Certification Requirements for Making Market Decisions","Various","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.18078","cited",{"relevance":7065,"novelty":98,"quality":98,"actionability":84,"composite":7066,"reasoning":7067},3,3.25,"Category: AI & LLMs. The article discusses the risks of collusion in AI agents, which is relevant to the audience's interest in AI-powered products. While it presents a novel perspective on market certification for AI agents, it lacks specific actionable steps for product builders to implement these ideas.","\u002Fsummaries\u002F41b914407b7a3fae-collusion-risks-in-ai-agents-and-the-case-for-mark-summary","2026-08-21 03:13:09",{"title":7029,"description":83},{"loc":7068},"41b914407b7a3fae","arXiv cs.AI","article","summaries\u002F41b914407b7a3fae-collusion-risks-in-ai-agents-and-the-case-for-mark-summary",[7077,7078,113],"research","machine-learning","As AI reasoning agents increasingly participate in market decisions, their potential to engage in tacit collusion necessitates new certification frameworks to ensure economic stability and fair competition.",[113],"QUdt74eUUmH5Vo6yT7P04KvaCWW7q4oJ0teE29OUFDM",{"id":7083,"title":7084,"ai":7085,"body":7090,"categories":7110,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":7111,"navigation":101,"path":7118,"published_at":7119,"question":91,"scraped_at":7119,"seo":7120,"sitemap":7121,"source_id":7122,"source_name":7073,"source_type":7074,"source_url":7115,"stem":7123,"tags":7124,"thumbnail_url":91,"tldr":7125,"tweet":91,"unknown_tags":7126,"__hash__":7127},"summaries\u002Fsummaries\u002Fab865efa92bb9078-evaluating-internal-action-maps-without-global-aff-summary.md","Evaluating Internal Action Maps Without Global Affine Closure",{"provider":7,"model":8,"input_tokens":7086,"output_tokens":7087,"processing_time_ms":7088,"cost_usd":7089},4065,399,1998,0.00161475,{"type":14,"value":7091,"toc":7106},[7092,7096,7099,7103],[17,7093,7095],{"id":7094},"the-shift-toward-localized-state-representation","The Shift Toward Localized State Representation",[22,7097,7098],{},"This research challenges the conventional requirement for global affine closure in internal action maps—the mathematical assumption that all state transitions must exist within a single, globally consistent coordinate space. By proposing a calibrated test for internal action maps, the authors demonstrate that AI agents can successfully interpret state signals and execute actions using localized or non-affine representations. This approach suggests that models do not necessarily need to map every input into a rigid, global geometric structure to maintain functional coherence, potentially reducing the computational overhead and architectural constraints currently required for complex agentic reasoning.",[17,7100,7102],{"id":7101},"methodology-and-empirical-validation","Methodology and Empirical Validation",[22,7104,7105],{},"The paper details a rigorous testing framework designed to isolate the performance of internal action maps from broader model architecture. Through 7 figures and 4 tables of empirical data, the authors show that by relaxing the global affine constraint, agents can maintain high performance in state-signal processing while gaining flexibility in how they represent environmental dynamics. The study includes ancillary reproducibility files, providing a clear path for researchers to validate these findings across different model architectures. This work is significant for developers building autonomous agents, as it suggests that future architectures could prioritize more modular, locally-calibrated state mappings rather than attempting to force global consistency in high-dimensional latent spaces.",{"title":83,"searchDepth":84,"depth":84,"links":7107},[7108,7109],{"id":7094,"depth":84,"text":7095},{"id":7101,"depth":84,"text":7102},[90],{"content_references":7112,"triage":7116},[7113],{"type":7059,"title":7114,"url":7115,"context":7063},"A Calibrated Test of Internal Action Maps: State Signals Without Global Affine Closure","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.13626",{"relevance":7065,"novelty":98,"quality":98,"actionability":84,"composite":7066,"reasoning":7117},"Category: AI & LLMs. The article discusses a new framework for internal action maps in AI agents, which is relevant to AI engineering. However, while it presents novel insights into localized state representation, it lacks direct practical applications for product builders, making it less actionable.","\u002Fsummaries\u002Fab865efa92bb9078-evaluating-internal-action-maps-without-global-aff-summary","2026-08-18 03:10:25",{"title":7084,"description":83},{"loc":7118},"ab865efa92bb9078","summaries\u002Fab865efa92bb9078-evaluating-internal-action-maps-without-global-aff-summary",[7078,7077,113],"This paper introduces a calibrated testing framework for internal action maps in AI agents, demonstrating that state signals can be effectively processed without requiring global affine closure.",[113],"tqamQePHYQiFsHg715IogXaSWi9N6d91-8J0TMTdu0o",{"id":7129,"title":7130,"ai":7131,"body":7136,"categories":7167,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":7168,"navigation":101,"path":7172,"published_at":7173,"question":91,"scraped_at":7173,"seo":7174,"sitemap":7175,"source_id":7176,"source_name":7073,"source_type":7074,"source_url":7177,"stem":7178,"tags":7179,"thumbnail_url":91,"tldr":7182,"tweet":91,"unknown_tags":7183,"__hash__":7184},"summaries\u002Fsummaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary.md","Synchronizing Beliefs via Second-Order Theory-of-Mind",{"provider":7,"model":8,"input_tokens":7132,"output_tokens":7133,"processing_time_ms":7134,"cost_usd":7135},4013,441,3487,0.00166475,{"type":14,"value":7137,"toc":7163},[7138,7142,7150,7153,7157,7160],[17,7139,7141],{"id":7140},"the-role-of-second-order-theory-of-mind-in-collaboration","The Role of Second-Order Theory-of-Mind in Collaboration",[22,7143,7144,7145,7149],{},"Effective human-autonomy collaboration often fails not because of a lack of technical capability, but because of a mismatch in mental models. The authors argue that for an autonomous agent to be a truly effective teammate, it must possess 'second-order Theory-of-Mind' (ToM). While first-order ToM involves an agent modeling what a human believes about the world, second-order ToM requires the agent to model what the human believes ",[7146,7147,7148],"em",{},"about the agent itself",".",[22,7151,7152],{},"By maintaining this recursive belief structure, the agent can anticipate when a human teammate has an incorrect perception of the agent’s current state, intentions, or capabilities. This allows the agent to proactively correct these misconceptions before they lead to task failure or safety incidents.",[17,7154,7156],{"id":7155},"synchronizing-beliefs-to-improve-team-performance","Synchronizing Beliefs to Improve Team Performance",[22,7158,7159],{},"The core contribution of the framework is a mechanism for belief synchronization. The agent continuously evaluates the discrepancy between the human’s inferred belief about the agent and the agent’s actual internal state. When this discrepancy exceeds a specific threshold, the agent triggers a communication or action designed to realign the human's mental model.",[22,7161,7162],{},"This approach shifts the burden of communication from the human to the agent. Instead of the human having to constantly query the agent's status, the agent acts as an active participant in maintaining shared situational awareness. The authors demonstrate that this recursive modeling significantly reduces the cognitive load on human teammates and improves the overall efficiency of the human-autonomy team in complex, dynamic environments where information asymmetry is common.",{"title":83,"searchDepth":84,"depth":84,"links":7164},[7165,7166],{"id":7140,"depth":84,"text":7141},{"id":7155,"depth":84,"text":7156},[90],{"content_references":7169,"triage":7170},[],{"relevance":7065,"novelty":98,"quality":98,"actionability":84,"composite":7066,"reasoning":7171},"Category: AI & LLMs. The article discusses a framework for improving human-autonomy collaboration through second-order Theory-of-Mind, which is relevant to AI agents. However, it lacks practical steps or frameworks that the audience can directly implement in their product development.","\u002Fsummaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary","2026-08-14 03:21:16",{"title":7130,"description":83},{"loc":7172},"bf9205c08f692fa2","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.11229","summaries\u002Fbf9205c08f692fa2-synchronizing-beliefs-via-second-order-theory-of-m-summary",[113,7180,7181],"human-robot-interaction","theory-of-mind","This paper proposes a framework for human-autonomy teams where agents model human beliefs about the agent's own state to reduce misalignment and improve collaborative performance.",[113,7180,7181],"uvT7i5r_byqSmrn1aL8xYGVcXam9NtEx9gVTrA1LED0",{"id":7186,"title":7187,"ai":7188,"body":7193,"categories":7279,"created_at":91,"date_modified":91,"description":83,"extension":92,"faq":91,"featured":93,"kicker_label":91,"meta":7280,"navigation":101,"path":7288,"published_at":7289,"question":91,"scraped_at":7289,"seo":7290,"sitemap":7291,"source_id":7292,"source_name":7073,"source_type":7074,"source_url":7284,"stem":7293,"tags":7294,"thumbnail_url":91,"tldr":7297,"tweet":91,"unknown_tags":7298,"__hash__":7299},"summaries\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary.md","Localizing AI Agent Failures: Model vs. Harness",{"provider":7,"model":8,"input_tokens":7189,"output_tokens":7190,"processing_time_ms":7191,"cost_usd":7192},4022,551,2651,0.001832,{"type":14,"value":7194,"toc":7272},[7195,7199,7210,7215,7218,7238,7242,7245,7265,7269],[17,7196,7198],{"id":7197},"distinguishing-model-vs-harness-failures","Distinguishing Model vs. Harness Failures",[22,7200,7201,7202,7205,7206,7209],{},"When an AI agent fails to complete a task, developers often struggle to identify the root cause. The core insight is to categorize failures into two distinct domains: the ",[32,7203,7204],{},"Model"," (the LLM's reasoning, knowledge, and generation capabilities) and the ",[32,7207,7208],{},"Harness"," (the orchestration logic, tool definitions, environment state, and feedback loops).",[7211,7212,7214],"h3",{"id":7213},"the-model-domain-reasoning-and-knowledge","The Model Domain: Reasoning and Knowledge",[22,7216,7217],{},"Failures in the model domain occur when the LLM itself is incapable of the task. This includes:",[26,7219,7220,7226,7232],{},[29,7221,7222,7225],{},[32,7223,7224],{},"Reasoning errors:"," The model fails to follow logical steps or plan effectively.",[29,7227,7228,7231],{},[32,7229,7230],{},"Knowledge gaps:"," The model lacks the specific information required to execute a step.",[29,7233,7234,7237],{},[32,7235,7236],{},"Instruction following:"," The model ignores system prompts or formatting constraints.",[7211,7239,7241],{"id":7240},"the-harness-domain-orchestration-and-environment","The Harness Domain: Orchestration and Environment",[22,7243,7244],{},"Failures in the harness domain occur despite the model providing correct instructions. These are often the most overlooked issues in agent development:",[26,7246,7247,7253,7259],{},[29,7248,7249,7252],{},[32,7250,7251],{},"Tool integration:"," The harness fails to correctly map the model's output to an API call or function argument.",[29,7254,7255,7258],{},[32,7256,7257],{},"Environment state:"," The agent operates on stale data or an environment that has changed since the last observation.",[29,7260,7261,7264],{},[32,7262,7263],{},"Feedback loops:"," The harness fails to pass the correct error messages or tool outputs back to the model, preventing self-correction.",[17,7266,7268],{"id":7267},"diagnostic-framework","Diagnostic Framework",[22,7270,7271],{},"To localize these failures, developers should implement a systematic interaction-centric audit. By isolating the model's output from the harness's execution, you can determine if the agent's failure is a result of poor reasoning or a breakdown in the infrastructure supporting the agent. This approach shifts the focus from 'why did the agent fail?' to 'did the model fail to reason, or did the harness fail to execute?'",{"title":83,"searchDepth":84,"depth":84,"links":7273},[7274,7278],{"id":7197,"depth":84,"text":7198,"children":7275},[7276,7277],{"id":7213,"depth":7065,"text":7214},{"id":7240,"depth":7065,"text":7241},{"id":7267,"depth":84,"text":7268},[90],{"content_references":7281,"triage":7286},[7282],{"type":7059,"title":7283,"url":7284,"context":7285},"Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.28802","reviewed",{"relevance":97,"novelty":98,"quality":98,"actionability":98,"composite":99,"reasoning":7287},"Category: AI & LLMs. The article provides a clear framework for diagnosing failures in AI agents, which directly addresses the pain points of developers trying to integrate AI into their products. It offers actionable insights on distinguishing between model and harness failures, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary","2026-08-04 03:10:08",{"title":7187,"description":83},{"loc":7288},"6cfdb395f3efb4ea","summaries\u002F6cfdb395f3efb4ea-localizing-ai-agent-failures-model-vs-harness-summary",[7295,113,7296],"llm","debugging","To debug AI agents effectively, you must distinguish between failures caused by the underlying LLM (Model) and those caused by the agent's orchestration, tools, or environment (Harness).",[113,7296],"kkgChMQmejtaPxThdnsF2v7nNhaJzNc0dRyHfWjzHSw"]