[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-bb72d97feb83ab4b-binance-agent-os-enabling-autonomous-crypto-tradin-summary":3,"summaries-facets-categories":143,"summary-related-bb72d97feb83ab4b-binance-agent-os-enabling-autonomous-crypto-tradin-summary":6777},{"id":4,"title":5,"ai":6,"body":13,"categories":95,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":100,"navigation":124,"path":125,"published_at":126,"question":97,"scraped_at":127,"seo":128,"sitemap":129,"source_id":130,"source_name":131,"source_type":132,"source_url":133,"stem":134,"tags":135,"thumbnail_url":97,"tldr":140,"tweet":97,"unknown_tags":141,"__hash__":142},"summaries\u002Fsummaries\u002Fbb72d97feb83ab4b-binance-agent-os-enabling-autonomous-crypto-tradin-summary.md","Binance Agent OS: Enabling Autonomous Crypto Trading",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6483,865,3585,0.00291825,{"type":14,"value":15,"toc":88},"minimark",[16,21,25,29,32,35,58,62,65,85],[17,18,20],"h2",{"id":19},"the-architecture-of-agentic-trading","The Architecture of Agentic Trading",[22,23,24],"p",{},"Binance’s new Agent OS platform enables developers to connect AI agents directly to the exchange’s financial infrastructure. By supporting the Model Context Protocol (MCP) and integrating with tools like ChatGPT, Claude, and Cursor, the platform allows agents to analyze market data, view account information, and execute trades autonomously. Beyond simple trading, the platform is designed to facilitate on-chain activity, including DeFi protocol interactions and payment settlements via Binance’s x402 API.",[17,26,28],{"id":27},"user-centric-risk-management","User-Centric Risk Management",[22,30,31],{},"Binance has adopted a \"sandbox\" approach to security, placing the responsibility for agent oversight on the user. The primary defense mechanism is the use of dedicated sub-accounts. Users can assign specific agents to these accounts, configure them for limited activities (e.g., spot vs. futures trading), and block withdrawals by default.",[22,33,34],{},"Key risk management features include:",[36,37,38,46,52],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"Granular Control:"," Users decide whether an agent requires manual approval for every order or operates with full autonomy.",[39,47,48,51],{},[42,49,50],{},"Capital Capping:"," Binance does not impose a specific loss limit for trading; the total funds transferred into the sub-account act as the hard limit for potential losses.",[39,53,54,57],{},[42,55,56],{},"Visibility Gaps:"," Binance explicitly states it cannot monitor the reasoning behind an agent’s trades, as the decision-making process occurs externally on the user’s machine or within the AI application. Consequently, the exchange cannot verify if an agent’s actions were influenced by faulty data or prompt injection.",[17,59,61],{"id":60},"platform-specific-limits","Platform-Specific Limits",[22,63,64],{},"While exchange trading remains largely unrestricted by Binance-set caps, the platform imposes hard limits on Agentic Wallet transactions to mitigate systemic risk:",[36,66,67,73,79],{},[39,68,69,72],{},[42,70,71],{},"Swaps:"," Capped at $50,000 per day.",[39,74,75,78],{},[42,76,77],{},"DeFi Transactions:"," Default limit of $100,000 per day.",[39,80,81,84],{},[42,82,83],{},"x402 Payments:"," Limited to $20 per day.",[22,86,87],{},"This move follows a broader industry trend among crypto exchanges—including Kraken, Coinbase, and OKX—to integrate AI agents directly into their financial ecosystems using open-source toolkits and MCP servers.",{"title":89,"searchDepth":90,"depth":90,"links":91},"",2,[92,93,94],{"id":19,"depth":90,"text":20},{"id":27,"depth":90,"text":28},{"id":60,"depth":90,"text":61},[96],"AI & LLMs",null,"md",false,{"content_references":101,"triage":119},[102,107,110,113,116],{"type":103,"title":104,"url":105,"context":106},"tool","Agent OS","https:\u002F\u002Fbinance.com\u002Fagent-os","mentioned",{"type":103,"title":108,"url":109,"context":106},"Model Context Protocol (MCP)","https:\u002F\u002Fdevelopers.binance.com\u002Fen\u002Fdocs\u002Fagent-native\u002Fmcp-server",{"type":103,"title":111,"url":112,"context":106},"Kraken CLI","https:\u002F\u002Fblog.kraken.com\u002Fnews\u002Findustry-news\u002Fannouncing-the-kraken-cli",{"type":103,"title":114,"url":115,"context":106},"Coinbase for Agents","https:\u002F\u002Fwww.coinbase.com\u002Fen-in\u002Fblog\u002Fcoinbase-for-agents",{"type":103,"title":117,"url":118,"context":106},"OKX Agent Trade Kit","https:\u002F\u002Fwww.okx.com\u002Flearn\u002Fagent-trade-kit",{"relevance":120,"novelty":121,"quality":120,"actionability":121,"composite":122,"reasoning":123},4,3,3.6,"Category: AI Automation. The article discusses Binance's Agent OS, which allows AI agents to autonomously execute trades, addressing a specific audience pain point regarding AI integration in financial workflows. It provides insights into risk management features, but lacks detailed actionable steps for implementation.",true,"\u002Fsummaries\u002Fbb72d97feb83ab4b-binance-agent-os-enabling-autonomous-crypto-tradin-summary","2026-08-20 09:30:00","2026-08-21 03:13:16",{"title":5,"description":89},{"loc":125},"bb72d97feb83ab4b","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F20\u002Fbinance-now-lets-ai-agents-trade-but-keeping-them-in-check-is-largely-up-to-users\u002F","summaries\u002Fbb72d97feb83ab4b-binance-agent-os-enabling-autonomous-crypto-tradin-summary",[136,137,138,139],"automation","ai-agents","crypto","fintech","Binance has launched Agent OS, a platform allowing AI agents to execute trades and manage financial workflows, shifting the burden of risk management and security entirely onto the user.",[137,138,139],"6TGbvJ_t4PkEtwsrzxGSWya7iyopAAnVNWul0ySD3YY",[144,146,149,151,154,156,159,162,164,166,168,171,173,175,177,179,182,184,186,188,190,193,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,241,243,245,247,249,251,253,255,257,259,261,263,265,267,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,307,309,311,313,315,317,319,321,323,325,327,329,331,333,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,399,401,403,405,407,409,411,413,415,417,419,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,455,457,459,461,463,465,467,469,471,473,475,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,535,537,539,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,573,575,577,579,581,583,585,587,589,591,593,595,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,881,883,885,887,889,892,894,896,898,900,902,904,906,908,910,912,914,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775],{"categories":145},[96],{"categories":147},[148],"Developer Productivity",{"categories":150},[96],{"categories":152},[153],"Business & SaaS",{"categories":155},[96],{"categories":157},[158],"AI Automation",{"categories":160},[161],"Product Strategy",{"categories":163},[96],{"categories":165},[148],{"categories":167},[158],{"categories":169},[170],"Software Engineering",{"categories":172},[96],{"categories":174},[153],{"categories":176},[],{"categories":178},[96],{"categories":180},[181],"Inference & Serving",{"categories":183},[96],{"categories":185},[96],{"categories":187},[158],{"categories":189},[],{"categories":191},[192],"AI News & Trends",{"categories":194},[195],"Data Science & Visualization",{"categories":197},[158],{"categories":199},[96],{"categories":201},[96],{"categories":203},[153],{"categories":205},[148],{"categories":207},[96],{"categories":209},[158],{"categories":211},[192],{"categories":213},[96],{"categories":215},[158],{"categories":217},[158],{"categories":219},[96],{"categories":221},[158],{"categories":223},[96],{"categories":225},[96],{"categories":227},[96],{"categories":229},[192],{"categories":231},[96],{"categories":233},[96],{"categories":235},[96],{"categories":237},[],{"categories":239},[240],"Design & Frontend",{"categories":242},[195],{"categories":244},[192],{"categories":246},[96],{"categories":248},[96],{"categories":250},[96],{"categories":252},[],{"categories":254},[96],{"categories":256},[96],{"categories":258},[158],{"categories":260},[170],{"categories":262},[96],{"categories":264},[158],{"categories":266},[96],{"categories":268},[269],"Marketing & Growth",{"categories":271},[240],{"categories":273},[96],{"categories":275},[158],{"categories":277},[96],{"categories":279},[170],{"categories":281},[],{"categories":283},[],{"categories":285},[240],{"categories":287},[96],{"categories":289},[158],{"categories":291},[148],{"categories":293},[170],{"categories":295},[158],{"categories":297},[240],{"categories":299},[161],{"categories":301},[96],{"categories":303},[170],{"categories":305},[306],"DevOps & Cloud",{"categories":308},[158],{"categories":310},[161],{"categories":312},[192],{"categories":314},[96],{"categories":316},[],{"categories":318},[96],{"categories":320},[96],{"categories":322},[],{"categories":324},[158],{"categories":326},[170],{"categories":328},[],{"categories":330},[170],{"categories":332},[96],{"categories":334},[335],"Governance & Standards",{"categories":337},[153],{"categories":339},[],{"categories":341},[],{"categories":343},[96],{"categories":345},[96],{"categories":347},[158],{"categories":349},[96],{"categories":351},[96],{"categories":353},[158],{"categories":355},[96],{"categories":357},[96],{"categories":359},[96],{"categories":361},[],{"categories":363},[170],{"categories":365},[],{"categories":367},[],{"categories":369},[96],{"categories":371},[170],{"categories":373},[],{"categories":375},[170],{"categories":377},[96],{"categories":379},[96],{"categories":381},[269],{"categories":383},[96],{"categories":385},[96],{"categories":387},[240],{"categories":389},[240],{"categories":391},[96],{"categories":393},[170],{"categories":395},[158],{"categories":397},[398],"GovTech & Public-Sector Adoption",{"categories":400},[170],{"categories":402},[96],{"categories":404},[96],{"categories":406},[96],{"categories":408},[158],{"categories":410},[158],{"categories":412},[195],{"categories":414},[96],{"categories":416},[192],{"categories":418},[158],{"categories":420},[421],"Legal AI Tools",{"categories":423},[96],{"categories":425},[158],{"categories":427},[96],{"categories":429},[269],{"categories":431},[158],{"categories":433},[161],{"categories":435},[96],{"categories":437},[170],{"categories":439},[398],{"categories":441},[],{"categories":443},[158],{"categories":445},[],{"categories":447},[153],{"categories":449},[158],{"categories":451},[158],{"categories":453},[454],"RAG & Retrieval",{"categories":456},[153],{"categories":458},[96],{"categories":460},[170],{"categories":462},[170],{"categories":464},[306],{"categories":466},[240],{"categories":468},[158],{"categories":470},[96],{"categories":472},[96],{"categories":474},[],{"categories":476},[477],"Agents & Orchestration",{"categories":479},[170],{"categories":481},[96],{"categories":483},[],{"categories":485},[158],{"categories":487},[153],{"categories":489},[],{"categories":491},[96],{"categories":493},[],{"categories":495},[96],{"categories":497},[148],{"categories":499},[170],{"categories":501},[153],{"categories":503},[96],{"categories":505},[158],{"categories":507},[96],{"categories":509},[192],{"categories":511},[96],{"categories":513},[],{"categories":515},[96],{"categories":517},[],{"categories":519},[96],{"categories":521},[170],{"categories":523},[96],{"categories":525},[195],{"categories":527},[],{"categories":529},[96],{"categories":531},[240],{"categories":533},[534],"Models & Frontier Labs",{"categories":536},[],{"categories":538},[240],{"categories":540},[541],"Regulation & Governance of AI",{"categories":543},[158],{"categories":545},[],{"categories":547},[96],{"categories":549},[96],{"categories":551},[158],{"categories":553},[192],{"categories":555},[96],{"categories":557},[153],{"categories":559},[96],{"categories":561},[],{"categories":563},[170],{"categories":565},[158],{"categories":567},[96],{"categories":569},[161],{"categories":571},[572],"AI Policy & Regulation",{"categories":574},[],{"categories":576},[96],{"categories":578},[158],{"categories":580},[161],{"categories":582},[158],{"categories":584},[96],{"categories":586},[96],{"categories":588},[96],{"categories":590},[158],{"categories":592},[],{"categories":594},[195],{"categories":596},[597],"Evals & Reliability",{"categories":599},[96],{"categories":601},[96],{"categories":603},[],{"categories":605},[148],{"categories":607},[398],{"categories":609},[572],{"categories":611},[96],{"categories":613},[153],{"categories":615},[96],{"categories":617},[158],{"categories":619},[96],{"categories":621},[158],{"categories":623},[477],{"categories":625},[96],{"categories":627},[170],{"categories":629},[96],{"categories":631},[],{"categories":633},[240],{"categories":635},[],{"categories":637},[96],{"categories":639},[398],{"categories":641},[96],{"categories":643},[96],{"categories":645},[96],{"categories":647},[],{"categories":649},[96],{"categories":651},[240],{"categories":653},[],{"categories":655},[96],{"categories":657},[],{"categories":659},[158],{"categories":661},[96],{"categories":663},[240],{"categories":665},[],{"categories":667},[96],{"categories":669},[96],{"categories":671},[195],{"categories":673},[158],{"categories":675},[96],{"categories":677},[153],{"categories":679},[158],{"categories":681},[96],{"categories":683},[96],{"categories":685},[170],{"categories":687},[240],{"categories":689},[96],{"categories":691},[158],{"categories":693},[],{"categories":695},[170],{"categories":697},[158],{"categories":699},[195],{"categories":701},[],{"categories":703},[96],{"categories":705},[192],{"categories":707},[96],{"categories":709},[],{"categories":711},[96],{"categories":713},[96],{"categories":715},[96],{"categories":717},[153,269],{"categories":719},[],{"categories":721},[170],{"categories":723},[96],{"categories":725},[96],{"categories":727},[158],{"categories":729},[96],{"categories":731},[],{"categories":733},[],{"categories":735},[96],{"categories":737},[240],{"categories":739},[96],{"categories":741},[],{"categories":743},[96],{"categories":745},[306],{"categories":747},[],{"categories":749},[158],{"categories":751},[192],{"categories":753},[96],{"categories":755},[96],{"categories":757},[240],{"categories":759},[],{"categories":761},[192],{"categories":763},[96],{"categories":765},[181],{"categories":767},[96],{"categories":769},[96],{"categories":771},[158],{"categories":773},[192],{"categories":775},[534],{"categories":777},[96],{"categories":779},[269],{"categories":781},[],{"categories":783},[158],{"categories":785},[153],{"categories":787},[170],{"categories":789},[96],{"categories":791},[158],{"categories":793},[],{"categories":795},[96,306],{"categories":797},[96],{"categories":799},[96],{"categories":801},[96],{"categories":803},[158],{"categories":805},[96,170],{"categories":807},[195],{"categories":809},[96],{"categories":811},[96],{"categories":813},[170],{"categories":815},[96],{"categories":817},[158],{"categories":819},[158],{"categories":821},[572],{"categories":823},[269],{"categories":825},[96],{"categories":827},[158],{"categories":829},[96],{"categories":831},[96],{"categories":833},[158],{"categories":835},[],{"categories":837},[158],{"categories":839},[96],{"categories":841},[96],{"categories":843},[158],{"categories":845},[96],{"categories":847},[96,153],{"categories":849},[96],{"categories":851},[153],{"categories":853},[],{"categories":855},[240],{"categories":857},[240],{"categories":859},[96],{"categories":861},[],{"categories":863},[],{"categories":865},[96],{"categories":867},[192],{"categories":869},[],{"categories":871},[148],{"categories":873},[96],{"categories":875},[170],{"categories":877},[96],{"categories":879},[880],"Generative UI & Design-to-Code",{"categories":882},[96],{"categories":884},[96],{"categories":886},[240],{"categories":888},[96],{"categories":890},[891],"Algorithmic Accountability",{"categories":893},[158],{"categories":895},[170],{"categories":897},[192],{"categories":899},[240],{"categories":901},[96],{"categories":903},[],{"categories":905},[161],{"categories":907},[96],{"categories":909},[96],{"categories":911},[96],{"categories":913},[158],{"categories":915},[916],"MLOps & Infrastructure",{"categories":918},[96],{"categories":920},[96],{"categories":922},[96],{"categories":924},[96],{"categories":926},[96],{"categories":928},[170],{"categories":930},[192],{"categories":932},[161],{"categories":934},[148],{"categories":936},[96],{"categories":938},[158],{"categories":940},[306],{"categories":942},[96],{"categories":944},[153],{"categories":946},[96],{"categories":948},[240],{"categories":950},[96],{"categories":952},[96],{"categories":954},[158],{"categories":956},[],{"categories":958},[],{"categories":960},[96],{"categories":962},[181],{"categories":964},[240],{"categories":966},[192],{"categories":968},[195],{"categories":970},[],{"categories":972},[96],{"categories":974},[96],{"categories":976},[153],{"categories":978},[158],{"categories":980},[96],{"categories":982},[96],{"categories":984},[96],{"categories":986},[96],{"categories":988},[192],{"categories":990},[181],{"categories":992},[96],{"categories":994},[240],{"categories":996},[96],{"categories":998},[],{"categories":1000},[158],{"categories":1002},[170],{"categories":1004},[],{"categories":1006},[96],{"categories":1008},[96],{"categories":1010},[158],{"categories":1012},[170],{"categories":1014},[96],{"categories":1016},[195],{"categories":1018},[],{"categories":1020},[96],{"categories":1022},[],{"categories":1024},[96],{"categories":1026},[],{"categories":1028},[96],{"categories":1030},[96],{"categories":1032},[161],{"categories":1034},[153],{"categories":1036},[158],{"categories":1038},[158],{"categories":1040},[],{"categories":1042},[96],{"categories":1044},[148],{"categories":1046},[96],{"categories":1048},[96],{"categories":1050},[153],{"categories":1052},[192],{"categories":1054},[148],{"categories":1056},[],{"categories":1058},[96],{"categories":1060},[],{"categories":1062},[],{"categories":1064},[192],{"categories":1066},[192],{"categories":1068},[],{"categories":1070},[477],{"categories":1072},[96],{"categories":1074},[240],{"categories":1076},[170],{"categories":1078},[],{"categories":1080},[421],{"categories":1082},[158],{"categories":1084},[153],{"categories":1086},[],{"categories":1088},[],{"categories":1090},[148],{"categories":1092},[195],{"categories":1094},[],{"categories":1096},[269],{"categories":1098},[158],{"categories":1100},[153],{"categories":1102},[158],{"categories":1104},[153],{"categories":1106},[96],{"categories":1108},[170],{"categories":1110},[],{"categories":1112},[181],{"categories":1114},[161],{"categories":1116},[96],{"categories":1118},[240],{"categories":1120},[170],{"categories":1122},[153],{"categories":1124},[96],{"categories":1126},[96],{"categories":1128},[158],{"categories":1130},[153],{"categories":1132},[96],{"categories":1134},[96],{"categories":1136},[96],{"categories":1138},[96],{"categories":1140},[96],{"categories":1142},[],{"categories":1144},[],{"categories":1146},[170],{"categories":1148},[195],{"categories":1150},[161],{"categories":1152},[96],{"categories":1154},[158],{"categories":1156},[170],{"categories":1158},[170],{"categories":1160},[96],{"categories":1162},[],{"categories":1164},[192],{"categories":1166},[161],{"categories":1168},[170],{"categories":1170},[96],{"categories":1172},[597],{"categories":1174},[306],{"categories":1176},[],{"categories":1178},[158],{"categories":1180},[96],{"categories":1182},[],{"categories":1184},[148],{"categories":1186},[],{"categories":1188},[96],{"categories":1190},[96],{"categories":1192},[96],{"categories":1194},[240],{"categories":1196},[269],{"categories":1198},[96],{"categories":1200},[170],{"categories":1202},[96],{"categories":1204},[158],{"categories":1206},[],{"categories":1208},[170],{"categories":1210},[96],{"categories":1212},[148],{"categories":1214},[],{"categories":1216},[153],{"categories":1218},[96],{"categories":1220},[192],{"categories":1222},[96,306],{"categories":1224},[96],{"categories":1226},[1227],"Design Systems for AI",{"categories":1229},[96],{"categories":1231},[96],{"categories":1233},[192],{"categories":1235},[96],{"categories":1237},[96],{"categories":1239},[96],{"categories":1241},[153],{"categories":1243},[96],{"categories":1245},[96],{"categories":1247},[96],{"categories":1249},[],{"categories":1251},[96],{"categories":1253},[96],{"categories":1255},[153],{"categories":1257},[96],{"categories":1259},[],{"categories":1261},[158],{"categories":1263},[170],{"categories":1265},[192],{"categories":1267},[170],{"categories":1269},[96],{"categories":1271},[240],{"categories":1273},[192],{"categories":1275},[195],{"categories":1277},[96],{"categories":1279},[96],{"categories":1281},[158],{"categories":1283},[148],{"categories":1285},[572],{"categories":1287},[96],{"categories":1289},[158],{"categories":1291},[96],{"categories":1293},[170],{"categories":1295},[170],{"categories":1297},[],{"categories":1299},[],{"categories":1301},[96],{"categories":1303},[158],{"categories":1305},[161],{"categories":1307},[],{"categories":1309},[153],{"categories":1311},[96],{"categories":1313},[],{"categories":1315},[240],{"categories":1317},[158],{"categories":1319},[170],{"categories":1321},[240],{"categories":1323},[96],{"categories":1325},[96],{"categories":1327},[240],{"categories":1329},[],{"categories":1331},[],{"categories":1333},[192],{"categories":1335},[158],{"categories":1337},[158],{"categories":1339},[96],{"categories":1341},[96],{"categories":1343},[96],{"categories":1345},[96],{"categories":1347},[153],{"categories":1349},[96],{"categories":1351},[96],{"categories":1353},[],{"categories":1355},[170],{"categories":1357},[170],{"categories":1359},[96],{"categories":1361},[170],{"categories":1363},[153],{"categories":1365},[],{"categories":1367},[96],{"categories":1369},[96],{"categories":1371},[96],{"categories":1373},[96],{"categories":1375},[96],{"categories":1377},[158],{"categories":1379},[148],{"categories":1381},[153],{"categories":1383},[96],{"categories":1385},[158],{"categories":1387},[192],{"categories":1389},[158],{"categories":1391},[181],{"categories":1393},[269],{"categories":1395},[96],{"categories":1397},[158],{"categories":1399},[96],{"categories":1401},[96],{"categories":1403},[96],{"categories":1405},[],{"categories":1407},[240],{"categories":1409},[],{"categories":1411},[96],{"categories":1413},[96],{"categories":1415},[],{"categories":1417},[170],{"categories":1419},[153],{"categories":1421},[1422],"Visual & Generative Media",{"categories":1424},[158],{"categories":1426},[],{"categories":1428},[96],{"categories":1430},[96],{"categories":1432},[170],{"categories":1434},[306],{"categories":1436},[96],{"categories":1438},[195],{"categories":1440},[572],{"categories":1442},[170],{"categories":1444},[269],{"categories":1446},[96],{"categories":1448},[240],{"categories":1450},[96],{"categories":1452},[96],{"categories":1454},[170],{"categories":1456},[158],{"categories":1458},[96],{"categories":1460},[],{"categories":1462},[],{"categories":1464},[158],{"categories":1466},[170],{"categories":1468},[148],{"categories":1470},[158],{"categories":1472},[534],{"categories":1474},[96],{"categories":1476},[161],{"categories":1478},[96],{"categories":1480},[153],{"categories":1482},[],{"categories":1484},[96],{"categories":1486},[161],{"categories":1488},[96],{"categories":1490},[96],{"categories":1492},[96],{"categories":1494},[161],{"categories":1496},[96],{"categories":1498},[96],{"categories":1500},[269],{"categories":1502},[96],{"categories":1504},[477],{"categories":1506},[96],{"categories":1508},[158],{"categories":1510},[96],{"categories":1512},[96],{"categories":1514},[96],{"categories":1516},[96],{"categories":1518},[240],{"categories":1520},[158],{"categories":1522},[],{"categories":1524},[158],{"categories":1526},[],{"categories":1528},[306],{"categories":1530},[170],{"categories":1532},[],{"categories":1534},[534],{"categories":1536},[96],{"categories":1538},[158],{"categories":1540},[96],{"categories":1542},[240,96],{"categories":1544},[148],{"categories":1546},[96],{"categories":1548},[240],{"categories":1550},[],{"categories":1552},[96],{"categories":1554},[148],{"categories":1556},[1557],"Medical Imaging & Radiology",{"categories":1559},[96],{"categories":1561},[240],{"categories":1563},[158],{"categories":1565},[170],{"categories":1567},[],{"categories":1569},[96],{"categories":1571},[96],{"categories":1573},[96],{"categories":1575},[],{"categories":1577},[],{"categories":1579},[96],{"categories":1581},[477],{"categories":1583},[96],{"categories":1585},[148],{"categories":1587},[96],{"categories":1589},[96],{"categories":1591},[],{"categories":1593},[158],{"categories":1595},[96],{"categories":1597},[161],{"categories":1599},[170],{"categories":1601},[96],{"categories":1603},[477],{"categories":1605},[96],{"categories":1607},[158],{"categories":1609},[96],{"categories":1611},[96],{"categories":1613},[96],{"categories":1615},[240],{"categories":1617},[158],{"categories":1619},[306],{"categories":1621},[240],{"categories":1623},[153],{"categories":1625},[158],{"categories":1627},[192],{"categories":1629},[96],{"categories":1631},[96],{"categories":1633},[161],{"categories":1635},[96],{"categories":1637},[96],{"categories":1639},[96],{"categories":1641},[158],{"categories":1643},[96],{"categories":1645},[170],{"categories":1647},[170],{"categories":1649},[96],{"categories":1651},[161],{"categories":1653},[],{"categories":1655},[192],{"categories":1657},[],{"categories":1659},[161],{"categories":1661},[158],{"categories":1663},[96],{"categories":1665},[158],{"categories":1667},[1227],{"categories":1669},[1227],{"categories":1671},[240],{"categories":1673},[96],{"categories":1675},[96],{"categories":1677},[158],{"categories":1679},[170],{"categories":1681},[240],{"categories":1683},[158],{"categories":1685},[192],{"categories":1687},[],{"categories":1689},[96],{"categories":1691},[],{"categories":1693},[96],{"categories":1695},[96],{"categories":1697},[96],{"categories":1699},[96],{"categories":1701},[158],{"categories":1703},[1704],"Contract Review & E-Discovery",{"categories":1706},[96],{"categories":1708},[240],{"categories":1710},[96],{"categories":1712},[148],{"categories":1714},[96],{"categories":1716},[192],{"categories":1718},[96],{"categories":1720},[96],{"categories":1722},[269],{"categories":1724},[170],{"categories":1726},[96],{"categories":1728},[96],{"categories":1730},[158],{"categories":1732},[158],{"categories":1734},[891],{"categories":1736},[96],{"categories":1738},[96],{"categories":1740},[158],{"categories":1742},[158],{"categories":1744},[96],{"categories":1746},[96],{"categories":1748},[158],{"categories":1750},[96],{"categories":1752},[96],{"categories":1754},[477],{"categories":1756},[454],{"categories":1758},[96],{"categories":1760},[158],{"categories":1762},[96],{"categories":1764},[1765],"Law-Firm Practice & Adoption",{"categories":1767},[96],{"categories":1769},[158],{"categories":1771},[240],{"categories":1773},[96],{"categories":1775},[96],{"categories":1777},[96],{"categories":1779},[],{"categories":1781},[],{"categories":1783},[170],{"categories":1785},[96],{"categories":1787},[],{"categories":1789},[158],{"categories":1791},[148],{"categories":1793},[306],{"categories":1795},[96],{"categories":1797},[],{"categories":1799},[148],{"categories":1801},[153],{"categories":1803},[96],{"categories":1805},[269],{"categories":1807},[],{"categories":1809},[153],{"categories":1811},[153],{"categories":1813},[],{"categories":1815},[96],{"categories":1817},[161],{"categories":1819},[96],{"categories":1821},[170],{"categories":1823},[],{"categories":1825},[],{"categories":1827},[],{"categories":1829},[],{"categories":1831},[96],{"categories":1833},[161],{"categories":1835},[158],{"categories":1837},[306],{"categories":1839},[96],{"categories":1841},[148],{"categories":1843},[170],{"categories":1845},[96],{"categories":1847},[96],{"categories":1849},[170],{"categories":1851},[161],{"categories":1853},[96],{"categories":1855},[96],{"categories":1857},[96],{"categories":1859},[916],{"categories":1861},[96],{"categories":1863},[96],{"categories":1865},[269],{"categories":1867},[170],{"categories":1869},[153],{"categories":1871},[96],{"categories":1873},[96],{"categories":1875},[96],{"categories":1877},[240],{"categories":1879},[96],{"categories":1881},[96],{"categories":1883},[96],{"categories":1885},[96],{"categories":1887},[153],{"categories":1889},[158],{"categories":1891},[96,148],{"categories":1893},[477],{"categories":1895},[96],{"categories":1897},[96],{"categories":1899},[170],{"categories":1901},[170],{"categories":1903},[240],{"categories":1905},[158],{"categories":1907},[170],{"categories":1909},[96],{"categories":1911},[96],{"categories":1913},[],{"categories":1915},[],{"categories":1917},[96],{"categories":1919},[96],{"categories":1921},[158],{"categories":1923},[],{"categories":1925},[96],{"categories":1927},[170],{"categories":1929},[195],{"categories":1931},[192],{"categories":1933},[240],{"categories":1935},[96],{"categories":1937},[96],{"categories":1939},[170],{"categories":1941},[],{"categories":1943},[158],{"categories":1945},[96],{"categories":1947},[96],{"categories":1949},[96],{"categories":1951},[96],{"categories":1953},[],{"categories":1955},[158],{"categories":1957},[96],{"categories":1959},[96],{"categories":1961},[],{"categories":1963},[158],{"categories":1965},[96],{"categories":1967},[96],{"categories":1969},[153],{"categories":1971},[96],{"categories":1973},[96],{"categories":1975},[],{"categories":1977},[148],{"categories":1979},[96],{"categories":1981},[96],{"categories":1983},[96],{"categories":1985},[240],{"categories":1987},[96],{"categories":1989},[170],{"categories":1991},[96],{"categories":1993},[148],{"categories":1995},[96],{"categories":1997},[170],{"categories":1999},[269],{"categories":2001},[158],{"categories":2003},[158],{"categories":2005},[96],{"categories":2007},[96],{"categories":2009},[96,240],{"categories":2011},[96],{"categories":2013},[158],{"categories":2015},[192],{"categories":2017},[96],{"categories":2019},[192],{"categories":2021},[158],{"categories":2023},[240],{"categories":2025},[96],{"categories":2027},[],{"categories":2029},[170],{"categories":2031},[306],{"categories":2033},[240],{"categories":2035},[170],{"categories":2037},[96],{"categories":2039},[161],{"categories":2041},[96],{"categories":2043},[96],{"categories":2045},[158],{"categories":2047},[],{"categories":2049},[],{"categories":2051},[96],{"categories":2053},[],{"categories":2055},[],{"categories":2057},[161],{"categories":2059},[170],{"categories":2061},[96],{"categories":2063},[158],{"categories":2065},[158],{"categories":2067},[153],{"categories":2069},[158],{"categories":2071},[306],{"categories":2073},[96],{"categories":2075},[96],{"categories":2077},[96],{"categories":2079},[181],{"categories":2081},[96],{"categories":2083},[96],{"categories":2085},[170],{"categories":2087},[158],{"categories":2089},[96],{"categories":2091},[96],{"categories":2093},[421],{"categories":2095},[891],{"categories":2097},[],{"categories":2099},[240],{"categories":2101},[1765],{"categories":2103},[170],{"categories":2105},[],{"categories":2107},[],{"categories":2109},[96],{"categories":2111},[158],{"categories":2113},[],{"categories":2115},[],{"categories":2117},[96],{"categories":2119},[269],{"categories":2121},[96],{"categories":2123},[269],{"categories":2125},[158],{"categories":2127},[96],{"categories":2129},[170],{"categories":2131},[161],{"categories":2133},[],{"categories":2135},[96],{"categories":2137},[96],{"categories":2139},[170],{"categories":2141},[1704],{"categories":2143},[240],{"categories":2145},[240],{"categories":2147},[96],{"categories":2149},[158],{"categories":2151},[148],{"categories":2153},[96],{"categories":2155},[96],{"categories":2157},[96],{"categories":2159},[240],{"categories":2161},[240],{"categories":2163},[158],{"categories":2165},[158],{"categories":2167},[158],{"categories":2169},[96],{"categories":2171},[96],{"categories":2173},[],{"categories":2175},[96],{"categories":2177},[],{"categories":2179},[2180],"Interaction & Product Design",{"categories":2182},[96],{"categories":2184},[158],{"categories":2186},[170],{"categories":2188},[335],{"categories":2190},[192],{"categories":2192},[170],{"categories":2194},[96],{"categories":2196},[96],{"categories":2198},[96],{"categories":2200},[170],{"categories":2202},[148],{"categories":2204},[158],{"categories":2206},[96],{"categories":2208},[],{"categories":2210},[158],{"categories":2212},[158],{"categories":2214},[],{"categories":2216},[170],{"categories":2218},[96],{"categories":2220},[148],{"categories":2222},[2180],{"categories":2224},[96],{"categories":2226},[148],{"categories":2228},[148],{"categories":2230},[],{"categories":2232},[158],{"categories":2234},[170],{"categories":2236},[],{"categories":2238},[158],{"categories":2240},[192],{"categories":2242},[96],{"categories":2244},[158],{"categories":2246},[96],{"categories":2248},[158],{"categories":2250},[96],{"categories":2252},[96],{"categories":2254},[192],{"categories":2256},[195],{"categories":2258},[96],{"categories":2260},[161],{"categories":2262},[170],{"categories":2264},[2265],"Coding Agents & Dev Productivity",{"categories":2267},[192],{"categories":2269},[240],{"categories":2271},[96],{"categories":2273},[96],{"categories":2275},[],{"categories":2277},[96],{"categories":2279},[891],{"categories":2281},[],{"categories":2283},[96],{"categories":2285},[306],{"categories":2287},[96],{"categories":2289},[192],{"categories":2291},[],{"categories":2293},[],{"categories":2295},[96],{"categories":2297},[],{"categories":2299},[158],{"categories":2301},[96],{"categories":2303},[],{"categories":2305},[170],{"categories":2307},[170],{"categories":2309},[96],{"categories":2311},[195],{"categories":2313},[],{"categories":2315},[96],{"categories":2317},[96],{"categories":2319},[96],{"categories":2321},[195],{"categories":2323},[170],{"categories":2325},[158],{"categories":2327},[],{"categories":2329},[],{"categories":2331},[96],{"categories":2333},[96],{"categories":2335},[158],{"categories":2337},[158],{"categories":2339},[398],{"categories":2341},[170],{"categories":2343},[170],{"categories":2345},[158],{"categories":2347},[192],{"categories":2349},[192],{"categories":2351},[158],{"categories":2353},[158],{"categories":2355},[96],{"categories":2357},[148],{"categories":2359},[2180],{"categories":2361},[161],{"categories":2363},[96,306],{"categories":2365},[195],{"categories":2367},[],{"categories":2369},[240],{"categories":2371},[158],{"categories":2373},[170],{"categories":2375},[148],{"categories":2377},[96],{"categories":2379},[158],{"categories":2381},[2382],"The Designer's Role & Craft",{"categories":2384},[240],{"categories":2386},[],{"categories":2388},[158],{"categories":2390},[96],{"categories":2392},[158],{"categories":2394},[158],{"categories":2396},[96],{"categories":2398},[269],{"categories":2400},[96],{"categories":2402},[170],{"categories":2404},[96],{"categories":2406},[240],{"categories":2408},[96],{"categories":2410},[],{"categories":2412},[158],{"categories":2414},[240],{"categories":2416},[96],{"categories":2418},[96],{"categories":2420},[96],{"categories":2422},[2423],"AI UX Patterns",{"categories":2425},[158],{"categories":2427},[158],{"categories":2429},[158],{"categories":2431},[158],{"categories":2433},[269],{"categories":2435},[195],{"categories":2437},[96],{"categories":2439},[158],{"categories":2441},[96],{"categories":2443},[1227],{"categories":2445},[],{"categories":2447},[269],{"categories":2449},[158],{"categories":2451},[192],{"categories":2453},[170],{"categories":2455},[96],{"categories":2457},[158],{"categories":2459},[],{"categories":2461},[],{"categories":2463},[96],{"categories":2465},[158],{"categories":2467},[96],{"categories":2469},[158],{"categories":2471},[398],{"categories":2473},[240],{"categories":2475},[96],{"categories":2477},[192],{"categories":2479},[170],{"categories":2481},[96],{"categories":2483},[158],{"categories":2485},[158],{"categories":2487},[],{"categories":2489},[96],{"categories":2491},[],{"categories":2493},[],{"categories":2495},[96],{"categories":2497},[96],{"categories":2499},[96],{"categories":2501},[158],{"categories":2503},[170],{"categories":2505},[],{"categories":2507},[],{"categories":2509},[195],{"categories":2511},[181],{"categories":2513},[96],{"categories":2515},[96],{"categories":2517},[195],{"categories":2519},[96],{"categories":2521},[96],{"categories":2523},[192],{"categories":2525},[96],{"categories":2527},[96],{"categories":2529},[96],{"categories":2531},[158],{"categories":2533},[96],{"categories":2535},[158],{"categories":2537},[96],{"categories":2539},[96],{"categories":2541},[158],{"categories":2543},[],{"categories":2545},[96],{"categories":2547},[],{"categories":2549},[96],{"categories":2551},[96],{"categories":2553},[306],{"categories":2555},[96],{"categories":2557},[],{"categories":2559},[],{"categories":2561},[240],{"categories":2563},[916],{"categories":2565},[158],{"categories":2567},[148],{"categories":2569},[2382],{"categories":2571},[],{"categories":2573},[],{"categories":2575},[96],{"categories":2577},[],{"categories":2579},[],{"categories":2581},[170],{"categories":2583},[192],{"categories":2585},[269],{"categories":2587},[158],{"categories":2589},[153],{"categories":2591},[96],{"categories":2593},[96],{"categories":2595},[153],{"categories":2597},[],{"categories":2599},[240],{"categories":2601},[161],{"categories":2603},[96],{"categories":2605},[96],{"categories":2607},[158],{"categories":2609},[153],{"categories":2611},[96],{"categories":2613},[96],{"categories":2615},[148],{"categories":2617},[96],{"categories":2619},[],{"categories":2621},[148],{"categories":2623},[96],{"categories":2625},[269],{"categories":2627},[158],{"categories":2629},[192],{"categories":2631},[96],{"categories":2633},[170],{"categories":2635},[96],{"categories":2637},[96],{"categories":2639},[153],{"categories":2641},[96],{"categories":2643},[96],{"categories":2645},[96],{"categories":2647},[158],{"categories":2649},[96],{"categories":2651},[],{"categories":2653},[96],{"categories":2655},[170],{"categories":2657},[148],{"categories":2659},[96],{"categories":2661},[96],{"categories":2663},[96],{"categories":2665},[],{"categories":2667},[96],{"categories":2669},[477],{"categories":2671},[158],{"categories":2673},[153],{"categories":2675},[192],{"categories":2677},[96],{"categories":2679},[96],{"categories":2681},[],{"categories":2683},[153],{"categories":2685},[153],{"categories":2687},[96],{"categories":2689},[96],{"categories":2691},[161],{"categories":2693},[96],{"categories":2695},[96],{"categories":2697},[96],{"categories":2699},[96],{"categories":2701},[170],{"categories":2703},[170],{"categories":2705},[96],{"categories":2707},[],{"categories":2709},[170],{"categories":2711},[96],{"categories":2713},[170],{"categories":2715},[158],{"categories":2717},[572],{"categories":2719},[],{"categories":2721},[],{"categories":2723},[96],{"categories":2725},[192],{"categories":2727},[],{"categories":2729},[306],{"categories":2731},[96],{"categories":2733},[96],{"categories":2735},[96],{"categories":2737},[240],{"categories":2739},[880],{"categories":2741},[],{"categories":2743},[96],{"categories":2745},[96],{"categories":2747},[96],{"categories":2749},[170],{"categories":2751},[96],{"categories":2753},[96],{"categories":2755},[96,306],{"categories":2757},[96],{"categories":2759},[96],{"categories":2761},[240],{"categories":2763},[158],{"categories":2765},[],{"categories":2767},[158],{"categories":2769},[158],{"categories":2771},[96],{"categories":2773},[96],{"categories":2775},[96],{"categories":2777},[96],{"categories":2779},[195],{"categories":2781},[96],{"categories":2783},[2423],{"categories":2785},[148],{"categories":2787},[195],{"categories":2789},[148],{"categories":2791},[170],{"categories":2793},[240],{"categories":2795},[158],{"categories":2797},[96],{"categories":2799},[],{"categories":2801},[153],{"categories":2803},[96],{"categories":2805},[96],{"categories":2807},[192],{"categories":2809},[96],{"categories":2811},[96],{"categories":2813},[158],{"categories":2815},[96],{"categories":2817},[96],{"categories":2819},[96],{"categories":2821},[153],{"categories":2823},[],{"categories":2825},[306],{"categories":2827},[96],{"categories":2829},[398],{"categories":2831},[240],{"categories":2833},[240],{"categories":2835},[170],{"categories":2837},[158],{"categories":2839},[96],{"categories":2841},[153],{"categories":2843},[192],{"categories":2845},[96],{"categories":2847},[96],{"categories":2849},[240],{"categories":2851},[158],{"categories":2853},[158],{"categories":2855},[96],{"categories":2857},[96],{"categories":2859},[534],{"categories":2861},[158],{"categories":2863},[],{"categories":2865},[96],{"categories":2867},[96],{"categories":2869},[96],{"categories":2871},[],{"categories":2873},[],{"categories":2875},[96],{"categories":2877},[96],{"categories":2879},[158],{"categories":2881},[96],{"categories":2883},[96],{"categories":2885},[96],{"categories":2887},[170],{"categories":2889},[96],{"categories":2891},[96],{"categories":2893},[158],{"categories":2895},[96],{"categories":2897},[96],{"categories":2899},[96],{"categories":2901},[96],{"categories":2903},[96],{"categories":2905},[],{"categories":2907},[170],{"categories":2909},[195],{"categories":2911},[96],{"categories":2913},[158],{"categories":2915},[96],{"categories":2917},[96],{"categories":2919},[],{"categories":2921},[],{"categories":2923},[96],{"categories":2925},[96],{"categories":2927},[96],{"categories":2929},[192],{"categories":2931},[195],{"categories":2933},[],{"categories":2935},[96],{"categories":2937},[240],{"categories":2939},[96],{"categories":2941},[306],{"categories":2943},[1765],{"categories":2945},[192],{"categories":2947},[170],{"categories":2949},[96],{"categories":2951},[170],{"categories":2953},[170],{"categories":2955},[96],{"categories":2957},[96],{"categories":2959},[170],{"categories":2961},[192],{"categories":2963},[192],{"categories":2965},[306],{"categories":2967},[158],{"categories":2969},[],{"categories":2971},[192],{"categories":2973},[96],{"categories":2975},[158],{"categories":2977},[148],{"categories":2979},[170],{"categories":2981},[96],{"categories":2983},[192],{"categories":2985},[],{"categories":2987},[96],{"categories":2989},[170],{"categories":2991},[170],{"categories":2993},[195],{"categories":2995},[96],{"categories":2997},[192],{"categories":2999},[96],{"categories":3001},[170],{"categories":3003},[158],{"categories":3005},[192],{"categories":3007},[158],{"categories":3009},[306],{"categories":3011},[158],{"categories":3013},[96],{"categories":3015},[96],{"categories":3017},[96],{"categories":3019},[96],{"categories":3021},[170],{"categories":3023},[96],{"categories":3025},[],{"categories":3027},[158],{"categories":3029},[153],{"categories":3031},[170],{"categories":3033},[],{"categories":3035},[],{"categories":3037},[96],{"categories":3039},[158],{"categories":3041},[96],{"categories":3043},[96],{"categories":3045},[3046],"Frameworks & Tooling",{"categories":3048},[96],{"categories":3050},[96],{"categories":3052},[170],{"categories":3054},[96],{"categories":3056},[96],{"categories":3058},[],{"categories":3060},[195],{"categories":3062},[195],{"categories":3064},[148],{"categories":3066},[96],{"categories":3068},[158],{"categories":3070},[96],{"categories":3072},[240],{"categories":3074},[],{"categories":3076},[1765],{"categories":3078},[96],{"categories":3080},[170],{"categories":3082},[96],{"categories":3084},[306],{"categories":3086},[306],{"categories":3088},[],{"categories":3090},[158],{"categories":3092},[96],{"categories":3094},[96],{"categories":3096},[192],{"categories":3098},[158],{"categories":3100},[192],{"categories":3102},[96],{"categories":3104},[158],{"categories":3106},[],{"categories":3108},[240],{"categories":3110},[96],{"categories":3112},[96],{"categories":3114},[],{"categories":3116},[96],{"categories":3118},[158],{"categories":3120},[96],{"categories":3122},[96],{"categories":3124},[96],{"categories":3126},[],{"categories":3128},[170],{"categories":3130},[96],{"categories":3132},[170],{"categories":3134},[306],{"categories":3136},[96],{"categories":3138},[96],{"categories":3140},[170],{"categories":3142},[153],{"categories":3144},[96],{"categories":3146},[1765],{"categories":3148},[],{"categories":3150},[158],{"categories":3152},[148],{"categories":3154},[96],{"categories":3156},[148],{"categories":3158},[96],{"categories":3160},[],{"categories":3162},[158],{"categories":3164},[96],{"categories":3166},[96],{"categories":3168},[3169],"AI Design Tooling",{"categories":3171},[240],{"categories":3173},[96],{"categories":3175},[96],{"categories":3177},[170],{"categories":3179},[240],{"categories":3181},[96],{"categories":3183},[170],{"categories":3185},[192],{"categories":3187},[161],{"categories":3189},[170],{"categories":3191},[96],{"categories":3193},[96],{"categories":3195},[96],{"categories":3197},[158],{"categories":3199},[96],{"categories":3201},[],{"categories":3203},[96],{"categories":3205},[96],{"categories":3207},[158],{"categories":3209},[96],{"categories":3211},[96],{"categories":3213},[96],{"categories":3215},[158],{"categories":3217},[],{"categories":3219},[158],{"categories":3221},[3046],{"categories":3223},[96],{"categories":3225},[96],{"categories":3227},[158],{"categories":3229},[158],{"categories":3231},[170],{"categories":3233},[170],{"categories":3235},[],{"categories":3237},[170],{"categories":3239},[96],{"categories":3241},[96],{"categories":3243},[158],{"categories":3245},[153],{"categories":3247},[96],{"categories":3249},[],{"categories":3251},[96],{"categories":3253},[96],{"categories":3255},[2180],{"categories":3257},[],{"categories":3259},[96],{"categories":3261},[96],{"categories":3263},[96],{"categories":3265},[96],{"categories":3267},[240],{"categories":3269},[96],{"categories":3271},[],{"categories":3273},[96],{"categories":3275},[96],{"categories":3277},[96],{"categories":3279},[269],{"categories":3281},[192],{"categories":3283},[96],{"categories":3285},[96],{"categories":3287},[1765],{"categories":3289},[148],{"categories":3291},[96],{"categories":3293},[96],{"categories":3295},[195],{"categories":3297},[96],{"categories":3299},[96],{"categories":3301},[192],{"categories":3303},[158],{"categories":3305},[],{"categories":3307},[96],{"categories":3309},[96],{"categories":3311},[240],{"categories":3313},[96],{"categories":3315},[269],{"categories":3317},[158],{"categories":3319},[96],{"categories":3321},[158],{"categories":3323},[],{"categories":3325},[],{"categories":3327},[],{"categories":3329},[148],{"categories":3331},[192],{"categories":3333},[158],{"categories":3335},[96],{"categories":3337},[96],{"categories":3339},[96],{"categories":3341},[96],{"categories":3343},[421],{"categories":3345},[240],{"categories":3347},[158],{"categories":3349},[96],{"categories":3351},[],{"categories":3353},[158],{"categories":3355},[158],{"categories":3357},[],{"categories":3359},[96],{"categories":3361},[158],{"categories":3363},[96],{"categories":3365},[],{"categories":3367},[96],{"categories":3369},[96],{"categories":3371},[96],{"categories":3373},[192],{"categories":3375},[240],{"categories":3377},[158],{"categories":3379},[240],{"categories":3381},[158],{"categories":3383},[96],{"categories":3385},[153],{"categories":3387},[],{"categories":3389},[],{"categories":3391},[96],{"categories":3393},[96],{"categories":3395},[96],{"categories":3397},[148],{"categories":3399},[158],{"categories":3401},[192],{"categories":3403},[],{"categories":3405},[240],{"categories":3407},[],{"categories":3409},[170],{"categories":3411},[96],{"categories":3413},[170],{"categories":3415},[240],{"categories":3417},[170],{"categories":3419},[96],{"categories":3421},[],{"categories":3423},[96],{"categories":3425},[96],{"categories":3427},[],{"categories":3429},[96],{"categories":3431},[269],{"categories":3433},[96],{"categories":3435},[306],{"categories":3437},[170],{"categories":3439},[96],{"categories":3441},[],{"categories":3443},[158],{"categories":3445},[96],{"categories":3447},[148],{"categories":3449},[534],{"categories":3451},[96],{"categories":3453},[158],{"categories":3455},[96],{"categories":3457},[158],{"categories":3459},[96],{"categories":3461},[96],{"categories":3463},[96],{"categories":3465},[96],{"categories":3467},[],{"categories":3469},[96],{"categories":3471},[148],{"categories":3473},[96],{"categories":3475},[153],{"categories":3477},[170],{"categories":3479},[240],{"categories":3481},[],{"categories":3483},[96],{"categories":3485},[],{"categories":3487},[],{"categories":3489},[158],{"categories":3491},[96],{"categories":3493},[170],{"categories":3495},[240],{"categories":3497},[192],{"categories":3499},[96],{"categories":3501},[192],{"categories":3503},[158],{"categories":3505},[240],{"categories":3507},[96],{"categories":3509},[],{"categories":3511},[96],{"categories":3513},[181],{"categories":3515},[158],{"categories":3517},[96],{"categories":3519},[240],{"categories":3521},[192],{"categories":3523},[153],{"categories":3525},[170],{"categories":3527},[96],{"categories":3529},[96],{"categories":3531},[96],{"categories":3533},[192],{"categories":3535},[269],{"categories":3537},[],{"categories":3539},[],{"categories":3541},[195],{"categories":3543},[477],{"categories":3545},[96],{"categories":3547},[158],{"categories":3549},[96,170],{"categories":3551},[192],{"categories":3553},[96],{"categories":3555},[96],{"categories":3557},[96],{"categories":3559},[96],{"categories":3561},[96],{"categories":3563},[158],{"categories":3565},[96],{"categories":3567},[158],{"categories":3569},[96],{"categories":3571},[96],{"categories":3573},[96],{"categories":3575},[],{"categories":3577},[96],{"categories":3579},[1227],{"categories":3581},[170],{"categories":3583},[240],{"categories":3585},[96],{"categories":3587},[96],{"categories":3589},[96],{"categories":3591},[195],{"categories":3593},[158],{"categories":3595},[269],{"categories":3597},[306],{"categories":3599},[],{"categories":3601},[96],{"categories":3603},[153],{"categories":3605},[158],{"categories":3607},[148],{"categories":3609},[158],{"categories":3611},[96],{"categories":3613},[158],{"categories":3615},[158],{"categories":3617},[161],{"categories":3619},[170],{"categories":3621},[96],{"categories":3623},[96],{"categories":3625},[],{"categories":3627},[],{"categories":3629},[],{"categories":3631},[306],{"categories":3633},[96],{"categories":3635},[192],{"categories":3637},[96],{"categories":3639},[96],{"categories":3641},[96],{"categories":3643},[96],{"categories":3645},[],{"categories":3647},[96],{"categories":3649},[195],{"categories":3651},[153],{"categories":3653},[158],{"categories":3655},[96],{"categories":3657},[],{"categories":3659},[96],{"categories":3661},[158],{"categories":3663},[96],{"categories":3665},[306],{"categories":3667},[],{"categories":3669},[240],{"categories":3671},[240],{"categories":3673},[96],{"categories":3675},[158],{"categories":3677},[],{"categories":3679},[170],{"categories":3681},[96],{"categories":3683},[240],{"categories":3685},[96],{"categories":3687},[153],{"categories":3689},[158],{"categories":3691},[96],{"categories":3693},[],{"categories":3695},[192],{"categories":3697},[96],{"categories":3699},[96],{"categories":3701},[96],{"categories":3703},[240],{"categories":3705},[158],{"categories":3707},[192],{"categories":3709},[],{"categories":3711},[158],{"categories":3713},[153],{"categories":3715},[158],{"categories":3717},[240],{"categories":3719},[96],{"categories":3721},[96],{"categories":3723},[96],{"categories":3725},[477],{"categories":3727},[96],{"categories":3729},[158],{"categories":3731},[],{"categories":3733},[96],{"categories":3735},[96],{"categories":3737},[306],{"categories":3739},[192],{"categories":3741},[195],{"categories":3743},[572],{"categories":3745},[195],{"categories":3747},[96],{"categories":3749},[],{"categories":3751},[],{"categories":3753},[],{"categories":3755},[158],{"categories":3757},[158],{"categories":3759},[158],{"categories":3761},[170],{"categories":3763},[96],{"categories":3765},[454],{"categories":3767},[170],{"categories":3769},[96],{"categories":3771},[96],{"categories":3773},[96],{"categories":3775},[96],{"categories":3777},[158],{"categories":3779},[],{"categories":3781},[],{"categories":3783},[96],{"categories":3785},[],{"categories":3787},[96],{"categories":3789},[158],{"categories":3791},[240],{"categories":3793},[96],{"categories":3795},[96],{"categories":3797},[],{"categories":3799},[158],{"categories":3801},[96],{"categories":3803},[161],{"categories":3805},[96],{"categories":3807},[240],{"categories":3809},[96],{"categories":3811},[158],{"categories":3813},[153],{"categories":3815},[96],{"categories":3817},[269],{"categories":3819},[158],{"categories":3821},[96],{"categories":3823},[96],{"categories":3825},[880],{"categories":3827},[96],{"categories":3829},[158],{"categories":3831},[96],{"categories":3833},[170],{"categories":3835},[96],{"categories":3837},[534],{"categories":3839},[240],{"categories":3841},[],{"categories":3843},[96],{"categories":3845},[96],{"categories":3847},[192],{"categories":3849},[477],{"categories":3851},[158],{"categories":3853},[96],{"categories":3855},[],{"categories":3857},[192],{"categories":3859},[398],{"categories":3861},[158],{"categories":3863},[158],{"categories":3865},[158],{"categories":3867},[96],{"categories":3869},[96],{"categories":3871},[158],{"categories":3873},[],{"categories":3875},[153],{"categories":3877},[96],{"categories":3879},[153],{"categories":3881},[158],{"categories":3883},[],{"categories":3885},[170],{"categories":3887},[96],{"categories":3889},[96],{"categories":3891},[148],{"categories":3893},[192],{"categories":3895},[306],{"categories":3897},[181],{"categories":3899},[158],{"categories":3901},[158],{"categories":3903},[96],{"categories":3905},[158],{"categories":3907},[96],{"categories":3909},[148],{"categories":3911},[],{"categories":3913},[96],{"categories":3915},[96],{"categories":3917},[96],{"categories":3919},[158],{"categories":3921},[96],{"categories":3923},[],{"categories":3925},[96],{"categories":3927},[],{"categories":3929},[240],{"categories":3931},[158],{"categories":3933},[96,153],{"categories":3935},[158],{"categories":3937},[96],{"categories":3939},[],{"categories":3941},[148],{"categories":3943},[195],{"categories":3945},[153],{"categories":3947},[96],{"categories":3949},[170],{"categories":3951},[96],{"categories":3953},[96],{"categories":3955},[158],{"categories":3957},[96],{"categories":3959},[96],{"categories":3961},[96],{"categories":3963},[192],{"categories":3965},[1227],{"categories":3967},[158],{"categories":3969},[96],{"categories":3971},[],{"categories":3973},[],{"categories":3975},[96],{"categories":3977},[158],{"categories":3979},[96],{"categories":3981},[96],{"categories":3983},[306],{"categories":3985},[],{"categories":3987},[96],{"categories":3989},[158],{"categories":3991},[181],{"categories":3993},[158],{"categories":3995},[477],{"categories":3997},[],{"categories":3999},[421],{"categories":4001},[158],{"categories":4003},[96],{"categories":4005},[96],{"categories":4007},[269],{"categories":4009},[158],{"categories":4011},[96],{"categories":4013},[195],{"categories":4015},[161],{"categories":4017},[158],{"categories":4019},[96],{"categories":4021},[477],{"categories":4023},[96],{"categories":4025},[306],{"categories":4027},[153],{"categories":4029},[],{"categories":4031},[96],{"categories":4033},[269],{"categories":4035},[240],{"categories":4037},[96],{"categories":4039},[96],{"categories":4041},[96],{"categories":4043},[],{"categories":4045},[269],{"categories":4047},[192],{"categories":4049},[96],{"categories":4051},[96],{"categories":4053},[96],{"categories":4055},[572],{"categories":4057},[148],{"categories":4059},[96],{"categories":4061},[161],{"categories":4063},[96],{"categories":4065},[],{"categories":4067},[],{"categories":4069},[240],{"categories":4071},[96],{"categories":4073},[195],{"categories":4075},[269],{"categories":4077},[158],{"categories":4079},[96],{"categories":4081},[96],{"categories":4083},[269],{"categories":4085},[192],{"categories":4087},[],{"categories":4089},[96],{"categories":4091},[96],{"categories":4093},[],{"categories":4095},[96],{"categories":4097},[96],{"categories":4099},[597],{"categories":4101},[96],{"categories":4103},[96],{"categories":4105},[158],{"categories":4107},[170],{"categories":4109},[477],{"categories":4111},[96],{"categories":4113},[96],{"categories":4115},[96],{"categories":4117},[],{"categories":4119},[96,170],{"categories":4121},[192],{"categories":4123},[158],{"categories":4125},[170],{"categories":4127},[158],{"categories":4129},[916],{"categories":4131},[170],{"categories":4133},[170],{"categories":4135},[158],{"categories":4137},[96],{"categories":4139},[148],{"categories":4141},[],{"categories":4143},[],{"categories":4145},[158],{"categories":4147},[96],{"categories":4149},[170],{"categories":4151},[96],{"categories":4153},[148],{"categories":4155},[170],{"categories":4157},[170],{"categories":4159},[96],{"categories":4161},[269],{"categories":4163},[96],{"categories":4165},[170],{"categories":4167},[96],{"categories":4169},[],{"categories":4171},[96],{"categories":4173},[96],{"categories":4175},[240,96],{"categories":4177},[306],{"categories":4179},[148],{"categories":4181},[96],{"categories":4183},[],{"categories":4185},[96],{"categories":4187},[96],{"categories":4189},[153],{"categories":4191},[96],{"categories":4193},[153],{"categories":4195},[96],{"categories":4197},[96],{"categories":4199},[398],{"categories":4201},[96],{"categories":4203},[153],{"categories":4205},[170],{"categories":4207},[195],{"categories":4209},[158],{"categories":4211},[170],{"categories":4213},[96],{"categories":4215},[96],{"categories":4217},[192],{"categories":4219},[269],{"categories":4221},[240],{"categories":4223},[96],{"categories":4225},[96],{"categories":4227},[96],{"categories":4229},[96],{"categories":4231},[148],{"categories":4233},[96],{"categories":4235},[158],{"categories":4237},[158],{"categories":4239},[170],{"categories":4241},[192],{"categories":4243},[170],{"categories":4245},[170],{"categories":4247},[96],{"categories":4249},[96],{"categories":4251},[],{"categories":4253},[],{"categories":4255},[195],{"categories":4257},[96],{"categories":4259},[170],{"categories":4261},[96],{"categories":4263},[240],{"categories":4265},[477],{"categories":4267},[421],{"categories":4269},[398],{"categories":4271},[96],{"categories":4273},[96],{"categories":4275},[96],{"categories":4277},[195],{"categories":4279},[96],{"categories":4281},[96],{"categories":4283},[96],{"categories":4285},[96],{"categories":4287},[96],{"categories":4289},[96],{"categories":4291},[158],{"categories":4293},[148],{"categories":4295},[158],{"categories":4297},[96,153],{"categories":4299},[],{"categories":4301},[240],{"categories":4303},[],{"categories":4305},[161],{"categories":4307},[96],{"categories":4309},[192],{"categories":4311},[148],{"categories":4313},[96],{"categories":4315},[148],{"categories":4317},[158],{"categories":4319},[195],{"categories":4321},[158],{"categories":4323},[158],{"categories":4325},[96],{"categories":4327},[96],{"categories":4329},[153],{"categories":4331},[158],{"categories":4333},[170],{"categories":4335},[269],{"categories":4337},[96],{"categories":4339},[],{"categories":4341},[192],{"categories":4343},[96],{"categories":4345},[96],{"categories":4347},[96],{"categories":4349},[96],{"categories":4351},[96],{"categories":4353},[96],{"categories":4355},[170],{"categories":4357},[192],{"categories":4359},[170],{"categories":4361},[170],{"categories":4363},[96],{"categories":4365},[96],{"categories":4367},[96],{"categories":4369},[96],{"categories":4371},[421],{"categories":4373},[96],{"categories":4375},[158],{"categories":4377},[192],{"categories":4379},[96],{"categories":4381},[96],{"categories":4383},[96],{"categories":4385},[158],{"categories":4387},[96],{"categories":4389},[96],{"categories":4391},[96],{"categories":4393},[3046],{"categories":4395},[4396],"Clinical AI",{"categories":4398},[240],{"categories":4400},[96],{"categories":4402},[96],{"categories":4404},[96],{"categories":4406},[96],{"categories":4408},[306],{"categories":4410},[2423],{"categories":4412},[96],{"categories":4414},[161],{"categories":4416},[96],{"categories":4418},[158],{"categories":4420},[96],{"categories":4422},[96],{"categories":4424},[192],{"categories":4426},[96],{"categories":4428},[158],{"categories":4430},[170],{"categories":4432},[269],{"categories":4434},[96],{"categories":4436},[96],{"categories":4438},[153],{"categories":4440},[96],{"categories":4442},[96],{"categories":4444},[534],{"categories":4446},[96],{"categories":4448},[],{"categories":4450},[158],{"categories":4452},[96],{"categories":4454},[170],{"categories":4456},[148],{"categories":4458},[96],{"categories":4460},[],{"categories":4462},[],{"categories":4464},[96],{"categories":4466},[],{"categories":4468},[153],{"categories":4470},[96],{"categories":4472},[96],{"categories":4474},[158],{"categories":4476},[192],{"categories":4478},[192],{"categories":4480},[192],{"categories":4482},[192],{"categories":4484},[],{"categories":4486},[148],{"categories":4488},[158],{"categories":4490},[192],{"categories":4492},[96],{"categories":4494},[597],{"categories":4496},[161],{"categories":4498},[158],{"categories":4500},[96],{"categories":4502},[148],{"categories":4504},[96],{"categories":4506},[158],{"categories":4508},[96],{"categories":4510},[96],{"categories":4512},[96,158],{"categories":4514},[158],{"categories":4516},[306],{"categories":4518},[192],{"categories":4520},[158],{"categories":4522},[192],{"categories":4524},[158],{"categories":4526},[96],{"categories":4528},[],{"categories":4530},[192],{"categories":4532},[269],{"categories":4534},[148],{"categories":4536},[96],{"categories":4538},[96],{"categories":4540},[],{"categories":4542},[170],{"categories":4544},[],{"categories":4546},[148],{"categories":4548},[158],{"categories":4550},[192],{"categories":4552},[96],{"categories":4554},[192],{"categories":4556},[148],{"categories":4558},[192],{"categories":4560},[192],{"categories":4562},[],{"categories":4564},[153],{"categories":4566},[158],{"categories":4568},[192],{"categories":4570},[192],{"categories":4572},[192],{"categories":4574},[192],{"categories":4576},[192],{"categories":4578},[192],{"categories":4580},[192],{"categories":4582},[192],{"categories":4584},[192],{"categories":4586},[192],{"categories":4588},[195],{"categories":4590},[148],{"categories":4592},[96],{"categories":4594},[96],{"categories":4596},[158],{"categories":4598},[158],{"categories":4600},[],{"categories":4602},[96],{"categories":4604},[96,148],{"categories":4606},[],{"categories":4608},[158],{"categories":4610},[96],{"categories":4612},[192],{"categories":4614},[158],{"categories":4616},[916],{"categories":4618},[96],{"categories":4620},[96],{"categories":4622},[96],{"categories":4624},[96],{"categories":4626},[96],{"categories":4628},[398],{"categories":4630},[96],{"categories":4632},[96],{"categories":4634},[158],{"categories":4636},[96],{"categories":4638},[153],{"categories":4640},[161],{"categories":4642},[158],{"categories":4644},[158],{"categories":4646},[],{"categories":4648},[158],{"categories":4650},[240],{"categories":4652},[192],{"categories":4654},[96],{"categories":4656},[],{"categories":4658},[161],{"categories":4660},[],{"categories":4662},[170],{"categories":4664},[158],{"categories":4666},[240],{"categories":4668},[96],{"categories":4670},[],{"categories":4672},[96],{"categories":4674},[],{"categories":4676},[269],{"categories":4678},[96],{"categories":4680},[158],{"categories":4682},[],{"categories":4684},[],{"categories":4686},[192],{"categories":4688},[148],{"categories":4690},[96],{"categories":4692},[96],{"categories":4694},[153],{"categories":4696},[96],{"categories":4698},[96],{"categories":4700},[158],{"categories":4702},[96],{"categories":4704},[153],{"categories":4706},[153],{"categories":4708},[240],{"categories":4710},[],{"categories":4712},[96],{"categories":4714},[192],{"categories":4716},[],{"categories":4718},[96],{"categories":4720},[96],{"categories":4722},[240],{"categories":4724},[96],{"categories":4726},[96],{"categories":4728},[269],{"categories":4730},[96],{"categories":4732},[306],{"categories":4734},[],{"categories":4736},[158],{"categories":4738},[269],{"categories":4740},[170],{"categories":4742},[],{"categories":4744},[96],{"categories":4746},[],{"categories":4748},[158],{"categories":4750},[240],{"categories":4752},[170],{"categories":4754},[],{"categories":4756},[3046],{"categories":4758},[153],{"categories":4760},[148],{"categories":4762},[96],{"categories":4764},[195],{"categories":4766},[158],{"categories":4768},[240],{"categories":4770},[170],{"categories":4772},[],{"categories":4774},[],{"categories":4776},[96],{"categories":4778},[148],{"categories":4780},[96],{"categories":4782},[269],{"categories":4784},[],{"categories":4786},[158],{"categories":4788},[158],{"categories":4790},[96],{"categories":4792},[158],{"categories":4794},[96],{"categories":4796},[192],{"categories":4798},[170],{"categories":4800},[96],{"categories":4802},[158],{"categories":4804},[161],{"categories":4806},[96],{"categories":4808},[96],{"categories":4810},[158],{"categories":4812},[96],{"categories":4814},[161],{"categories":4816},[269],{"categories":4818},[192],{"categories":4820},[],{"categories":4822},[269],{"categories":4824},[96],{"categories":4826},[],{"categories":4828},[170],{"categories":4830},[158],{"categories":4832},[],{"categories":4834},[96],{"categories":4836},[96],{"categories":4838},[96],{"categories":4840},[96],{"categories":4842},[96],{"categories":4844},[158],{"categories":4846},[153],{"categories":4848},[148],{"categories":4850},[158],{"categories":4852},[96],{"categories":4854},[240],{"categories":4856},[170],{"categories":4858},[170],{"categories":4860},[96],{"categories":4862},[195],{"categories":4864},[158],{"categories":4866},[96],{"categories":4868},[96],{"categories":4870},[158],{"categories":4872},[96],{"categories":4874},[153],{"categories":4876},[96],{"categories":4878},[240],{"categories":4880},[170],{"categories":4882},[158],{"categories":4884},[96],{"categories":4886},[161],{"categories":4888},[96],{"categories":4890},[158],{"categories":4892},[96],{"categories":4894},[96],{"categories":4896},[192],{"categories":4898},[96],{"categories":4900},[],{"categories":4902},[148],{"categories":4904},[96],{"categories":4906},[96],{"categories":4908},[96],{"categories":4910},[170],{"categories":4912},[170],{"categories":4914},[96],{"categories":4916},[170],{"categories":4918},[96],{"categories":4920},[158],{"categories":4922},[96],{"categories":4924},[96],{"categories":4926},[96],{"categories":4928},[96],{"categories":4930},[96],{"categories":4932},[],{"categories":4934},[96],{"categories":4936},[240],{"categories":4938},[158],{"categories":4940},[153],{"categories":4942},[192],{"categories":4944},[96],{"categories":4946},[158],{"categories":4948},[96],{"categories":4950},[158],{"categories":4952},[96],{"categories":4954},[96],{"categories":4956},[240],{"categories":4958},[158],{"categories":4960},[96],{"categories":4962},[269],{"categories":4964},[96],{"categories":4966},[195],{"categories":4968},[96],{"categories":4970},[96],{"categories":4972},[192],{"categories":4974},[96],{"categories":4976},[96],{"categories":4978},[96],{"categories":4980},[96],{"categories":4982},[158],{"categories":4984},[306],{"categories":4986},[96],{"categories":4988},[170],{"categories":4990},[158],{"categories":4992},[195],{"categories":4994},[],{"categories":4996},[158],{"categories":4998},[170],{"categories":5000},[96],{"categories":5002},[96],{"categories":5004},[2265],{"categories":5006},[240],{"categories":5008},[335],{"categories":5010},[96],{"categories":5012},[96],{"categories":5014},[96],{"categories":5016},[96],{"categories":5018},[148],{"categories":5020},[96],{"categories":5022},[96],{"categories":5024},[170],{"categories":5026},[153],{"categories":5028},[96],{"categories":5030},[170],{"categories":5032},[96],{"categories":5034},[],{"categories":5036},[158],{"categories":5038},[158],{"categories":5040},[96],{"categories":5042},[96],{"categories":5044},[195],{"categories":5046},[],{"categories":5048},[192],{"categories":5050},[],{"categories":5052},[192],{"categories":5054},[96],{"categories":5056},[96],{"categories":5058},[158],{"categories":5060},[96],{"categories":5062},[158],{"categories":5064},[158],{"categories":5066},[],{"categories":5068},[96],{"categories":5070},[192],{"categories":5072},[96],{"categories":5074},[],{"categories":5076},[96],{"categories":5078},[96],{"categories":5080},[],{"categories":5082},[96],{"categories":5084},[240],{"categories":5086},[170],{"categories":5088},[158],{"categories":5090},[96],{"categories":5092},[96],{"categories":5094},[96],{"categories":5096},[96],{"categories":5098},[269],{"categories":5100},[96],{"categories":5102},[96],{"categories":5104},[96],{"categories":5106},[148],{"categories":5108},[96],{"categories":5110},[96],{"categories":5112},[],{"categories":5114},[96],{"categories":5116},[96],{"categories":5118},[96],{"categories":5120},[],{"categories":5122},[148],{"categories":5124},[96],{"categories":5126},[96],{"categories":5128},[192],{"categories":5130},[170],{"categories":5132},[161],{"categories":5134},[477],{"categories":5136},[96],{"categories":5138},[96],{"categories":5140},[96],{"categories":5142},[170],{"categories":5144},[192],{"categories":5146},[240],{"categories":5148},[96],{"categories":5150},[96],{"categories":5152},[96],{"categories":5154},[96],{"categories":5156},[192],{"categories":5158},[240],{"categories":5160},[96],{"categories":5162},[96],{"categories":5164},[192],{"categories":5166},[240],{"categories":5168},[96],{"categories":5170},[192],{"categories":5172},[96],{"categories":5174},[158],{"categories":5176},[158],{"categories":5178},[158],{"categories":5180},[170],{"categories":5182},[192],{"categories":5184},[158],{"categories":5186},[158],{"categories":5188},[96],{"categories":5190},[170],{"categories":5192},[240],{"categories":5194},[96],{"categories":5196},[96],{"categories":5198},[158],{"categories":5200},[96],{"categories":5202},[],{"categories":5204},[158],{"categories":5206},[],{"categories":5208},[96],{"categories":5210},[96],{"categories":5212},[],{"categories":5214},[],{"categories":5216},[158],{"categories":5218},[153],{"categories":5220},[158],{"categories":5222},[5223],"Liability & Ethics",{"categories":5225},[96],{"categories":5227},[96],{"categories":5229},[96],{"categories":5231},[158],{"categories":5233},[148],{"categories":5235},[158],{"categories":5237},[153],{"categories":5239},[269],{"categories":5241},[158],{"categories":5243},[96],{"categories":5245},[96],{"categories":5247},[],{"categories":5249},[572],{"categories":5251},[158],{"categories":5253},[],{"categories":5255},[96],{"categories":5257},[148],{"categories":5259},[158],{"categories":5261},[],{"categories":5263},[158],{"categories":5265},[96],{"categories":5267},[96],{"categories":5269},[170],{"categories":5271},[96],{"categories":5273},[192],{"categories":5275},[96],{"categories":5277},[96],{"categories":5279},[158],{"categories":5281},[96],{"categories":5283},[96],{"categories":5285},[96],{"categories":5287},[192],{"categories":5289},[158],{"categories":5291},[170],{"categories":5293},[240],{"categories":5295},[148],{"categories":5297},[96],{"categories":5299},[96],{"categories":5301},[],{"categories":5303},[158],{"categories":5305},[158],{"categories":5307},[158],{"categories":5309},[477],{"categories":5311},[240],{"categories":5313},[158],{"categories":5315},[306],{"categories":5317},[170],{"categories":5319},[192],{"categories":5321},[96],{"categories":5323},[240],{"categories":5325},[96],{"categories":5327},[148],{"categories":5329},[],{"categories":5331},[158],{"categories":5333},[96],{"categories":5335},[96],{"categories":5337},[96],{"categories":5339},[96],{"categories":5341},[158],{"categories":5343},[96],{"categories":5345},[96],{"categories":5347},[240],{"categories":5349},[],{"categories":5351},[158],{"categories":5353},[161],{"categories":5355},[192],{"categories":5357},[158],{"categories":5359},[153],{"categories":5361},[],{"categories":5363},[96],{"categories":5365},[96],{"categories":5367},[161],{"categories":5369},[96],{"categories":5371},[158],{"categories":5373},[192],{"categories":5375},[148],{"categories":5377},[306],{"categories":5379},[96],{"categories":5381},[96],{"categories":5383},[96],{"categories":5385},[192],{"categories":5387},[153],{"categories":5389},[96],{"categories":5391},[240],{"categories":5393},[192],{"categories":5395},[306],{"categories":5397},[96],{"categories":5399},[158],{"categories":5401},[],{"categories":5403},[534],{"categories":5405},[],{"categories":5407},[96],{"categories":5409},[306],{"categories":5411},[96],{"categories":5413},[195],{"categories":5415},[96],{"categories":5417},[158],{"categories":5419},[158],{"categories":5421},[5422],"Design News & Tools",{"categories":5424},[96],{"categories":5426},[192],{"categories":5428},[96],{"categories":5430},[96],{"categories":5432},[148],{"categories":5434},[96],{"categories":5436},[240],{"categories":5438},[158],{"categories":5440},[158],{"categories":5442},[240],{"categories":5444},[96],{"categories":5446},[477],{"categories":5448},[158],{"categories":5450},[96],{"categories":5452},[96],{"categories":5454},[477],{"categories":5456},[96],{"categories":5458},[269],{"categories":5460},[96],{"categories":5462},[158],{"categories":5464},[],{"categories":5466},[96],{"categories":5468},[96],{"categories":5470},[96],{"categories":5472},[192],{"categories":5474},[148],{"categories":5476},[],{"categories":5478},[96],{"categories":5480},[96],{"categories":5482},[96],{"categories":5484},[170],{"categories":5486},[597],{"categories":5488},[170],{"categories":5490},[240],{"categories":5492},[96],{"categories":5494},[96,158],{"categories":5496},[269,153],{"categories":5498},[170],{"categories":5500},[96],{"categories":5502},[96],{"categories":5504},[96],{"categories":5506},[96],{"categories":5508},[],{"categories":5510},[158],{"categories":5512},[96],{"categories":5514},[],{"categories":5516},[96],{"categories":5518},[170],{"categories":5520},[96],{"categories":5522},[170],{"categories":5524},[],{"categories":5526},[158],{"categories":5528},[96],{"categories":5530},[153],{"categories":5532},[96],{"categories":5534},[192],{"categories":5536},[96],{"categories":5538},[],{"categories":5540},[158],{"categories":5542},[96],{"categories":5544},[],{"categories":5546},[240],{"categories":5548},[96],{"categories":5550},[96],{"categories":5552},[158],{"categories":5554},[96],{"categories":5556},[96],{"categories":5558},[148],{"categories":5560},[158],{"categories":5562},[96],{"categories":5564},[],{"categories":5566},[96],{"categories":5568},[306],{"categories":5570},[269],{"categories":5572},[153],{"categories":5574},[153],{"categories":5576},[96],{"categories":5578},[148],{"categories":5580},[148],{"categories":5582},[96],{"categories":5584},[158],{"categories":5586},[96],{"categories":5588},[96],{"categories":5590},[96],{"categories":5592},[96],{"categories":5594},[170],{"categories":5596},[96],{"categories":5598},[148],{"categories":5600},[96],{"categories":5602},[158],{"categories":5604},[96],{"categories":5606},[269],{"categories":5608},[96],{"categories":5610},[192],{"categories":5612},[96],{"categories":5614},[96],{"categories":5616},[158],{"categories":5618},[96],{"categories":5620},[96],{"categories":5622},[158],{"categories":5624},[],{"categories":5626},[170],{"categories":5628},[],{"categories":5630},[170],{"categories":5632},[158],{"categories":5634},[148],{"categories":5636},[96],{"categories":5638},[],{"categories":5640},[195],{"categories":5642},[306],{"categories":5644},[96],{"categories":5646},[170],{"categories":5648},[96],{"categories":5650},[],{"categories":5652},[192],{"categories":5654},[158],{"categories":5656},[170],{"categories":5658},[240],{"categories":5660},[153],{"categories":5662},[96],{"categories":5664},[96],{"categories":5666},[158],{"categories":5668},[170],{"categories":5670},[158],{"categories":5672},[192],{"categories":5674},[96],{"categories":5676},[161],{"categories":5678},[148],{"categories":5680},[161],{"categories":5682},[192],{"categories":5684},[96],{"categories":5686},[170],{"categories":5688},[96],{"categories":5690},[240],{"categories":5692},[153],{"categories":5694},[96],{"categories":5696},[96],{"categories":5698},[96],{"categories":5700},[96],{"categories":5702},[96],{"categories":5704},[96],{"categories":5706},[158],{"categories":5708},[96],{"categories":5710},[158],{"categories":5712},[96],{"categories":5714},[96],{"categories":5716},[148],{"categories":5718},[96],{"categories":5720},[158],{"categories":5722},[158],{"categories":5724},[240],{"categories":5726},[158],{"categories":5728},[158],{"categories":5730},[96],{"categories":5732},[148],{"categories":5734},[158],{"categories":5736},[240],{"categories":5738},[],{"categories":5740},[96],{"categories":5742},[195],{"categories":5744},[477],{"categories":5746},[96],{"categories":5748},[96],{"categories":5750},[96],{"categories":5752},[170],{"categories":5754},[96],{"categories":5756},[],{"categories":5758},[96],{"categories":5760},[158],{"categories":5762},[96],{"categories":5764},[269],{"categories":5766},[96],{"categories":5768},[170],{"categories":5770},[96],{"categories":5772},[192],{"categories":5774},[158],{"categories":5776},[96],{"categories":5778},[269],{"categories":5780},[158],{"categories":5782},[153],{"categories":5784},[153],{"categories":5786},[96],{"categories":5788},[96],{"categories":5790},[96],{"categories":5792},[96],{"categories":5794},[96],{"categories":5796},[96],{"categories":5798},[148],{"categories":5800},[],{"categories":5802},[96],{"categories":5804},[96],{"categories":5806},[158],{"categories":5808},[158],{"categories":5810},[96],{"categories":5812},[96],{"categories":5814},[96],{"categories":5816},[96],{"categories":5818},[170],{"categories":5820},[],{"categories":5822},[148],{"categories":5824},[96],{"categories":5826},[96],{"categories":5828},[158],{"categories":5830},[158],{"categories":5832},[],{"categories":5834},[170],{"categories":5836},[170],{"categories":5838},[96],{"categories":5840},[269],{"categories":5842},[153],{"categories":5844},[240],{"categories":5846},[],{"categories":5848},[96],{"categories":5850},[158],{"categories":5852},[148],{"categories":5854},[96],{"categories":5856},[96],{"categories":5858},[170],{"categories":5860},[148],{"categories":5862},[96],{"categories":5864},[96],{"categories":5866},[192],{"categories":5868},[195],{"categories":5870},[96],{"categories":5872},[192],{"categories":5874},[158],{"categories":5876},[96],{"categories":5878},[],{"categories":5880},[192],{"categories":5882},[158],{"categories":5884},[240],{"categories":5886},[195],{"categories":5888},[96],{"categories":5890},[96],{"categories":5892},[],{"categories":5894},[158],{"categories":5896},[158],{"categories":5898},[158],{"categories":5900},[3046],{"categories":5902},[192],{"categories":5904},[96],{"categories":5906},[170],{"categories":5908},[96],{"categories":5910},[96],{"categories":5912},[96],{"categories":5914},[96],{"categories":5916},[153],{"categories":5918},[96],{"categories":5920},[148],{"categories":5922},[1765],{"categories":5924},[306],{"categories":5926},[148],{"categories":5928},[],{"categories":5930},[96],{"categories":5932},[],{"categories":5934},[192],{"categories":5936},[158],{"categories":5938},[240],{"categories":5940},[96],{"categories":5942},[96],{"categories":5944},[96],{"categories":5946},[192],{"categories":5948},[],{"categories":5950},[158],{"categories":5952},[96],{"categories":5954},[158],{"categories":5956},[158],{"categories":5958},[],{"categories":5960},[96],{"categories":5962},[],{"categories":5964},[192],{"categories":5966},[148],{"categories":5968},[240],{"categories":5970},[96],{"categories":5972},[158],{"categories":5974},[192],{"categories":5976},[96],{"categories":5978},[192],{"categories":5980},[],{"categories":5982},[192],{"categories":5984},[148],{"categories":5986},[477],{"categories":5988},[158],{"categories":5990},[96],{"categories":5992},[],{"categories":5994},[170],{"categories":5996},[158],{"categories":5998},[161],{"categories":6000},[158],{"categories":6002},[148],{"categories":6004},[96],{"categories":6006},[],{"categories":6008},[],{"categories":6010},[],{"categories":6012},[240],{"categories":6014},[96],{"categories":6016},[158],{"categories":6018},[96],{"categories":6020},[96],{"categories":6022},[],{"categories":6024},[],{"categories":6026},[],{"categories":6028},[96],{"categories":6030},[240],{"categories":6032},[96],{"categories":6034},[],{"categories":6036},[158],{"categories":6038},[96],{"categories":6040},[96],{"categories":6042},[148],{"categories":6044},[],{"categories":6046},[],{"categories":6048},[96],{"categories":6050},[96],{"categories":6052},[158],{"categories":6054},[240],{"categories":6056},[96],{"categories":6058},[192],{"categories":6060},[],{"categories":6062},[96],{"categories":6064},[96],{"categories":6066},[269],{"categories":6068},[192],{"categories":6070},[269],{"categories":6072},[195],{"categories":6074},[96],{"categories":6076},[96],{"categories":6078},[],{"categories":6080},[],{"categories":6082},[158],{"categories":6084},[],{"categories":6086},[96],{"categories":6088},[477],{"categories":6090},[96],{"categories":6092},[96],{"categories":6094},[96],{"categories":6096},[96],{"categories":6098},[],{"categories":6100},[158],{"categories":6102},[96],{"categories":6104},[96],{"categories":6106},[],{"categories":6108},[158],{"categories":6110},[96],{"categories":6112},[192],{"categories":6114},[96],{"categories":6116},[269],{"categories":6118},[153],{"categories":6120},[96],{"categories":6122},[96],{"categories":6124},[158],{"categories":6126},[195],{"categories":6128},[158],{"categories":6130},[158],{"categories":6132},[],{"categories":6134},[158],{"categories":6136},[],{"categories":6138},[96],{"categories":6140},[],{"categories":6142},[192],{"categories":6144},[153],{"categories":6146},[],{"categories":6148},[96],{"categories":6150},[96],{"categories":6152},[],{"categories":6154},[240],{"categories":6156},[148],{"categories":6158},[],{"categories":6160},[153],{"categories":6162},[269],{"categories":6164},[96],{"categories":6166},[170],{"categories":6168},[148],{"categories":6170},[195],{"categories":6172},[153],{"categories":6174},[170],{"categories":6176},[158],{"categories":6178},[170],{"categories":6180},[],{"categories":6182},[96],{"categories":6184},[161],{"categories":6186},[96],{"categories":6188},[],{"categories":6190},[158],{"categories":6192},[148],{"categories":6194},[240],{"categories":6196},[96],{"categories":6198},[148],{"categories":6200},[158],{"categories":6202},[306],{"categories":6204},[96],{"categories":6206},[96],{"categories":6208},[96],{"categories":6210},[96],{"categories":6212},[148],{"categories":6214},[195],{"categories":6216},[158],{"categories":6218},[],{"categories":6220},[96],{"categories":6222},[96],{"categories":6224},[96],{"categories":6226},[170],{"categories":6228},[158],{"categories":6230},[192],{"categories":6232},[170],{"categories":6234},[96],{"categories":6236},[161],{"categories":6238},[],{"categories":6240},[240],{"categories":6242},[170],{"categories":6244},[192],{"categories":6246},[148],{"categories":6248},[158],{"categories":6250},[96],{"categories":6252},[96],{"categories":6254},[158],{"categories":6256},[161],{"categories":6258},[96],{"categories":6260},[158],{"categories":6262},[96],{"categories":6264},[153],{"categories":6266},[158],{"categories":6268},[158,306],{"categories":6270},[96],{"categories":6272},[96],{"categories":6274},[158],{"categories":6276},[170],{"categories":6278},[96],{"categories":6280},[96],{"categories":6282},[195],{"categories":6284},[158],{"categories":6286},[269],{"categories":6288},[158],{"categories":6290},[153],{"categories":6292},[],{"categories":6294},[158],{"categories":6296},[96],{"categories":6298},[153],{"categories":6300},[],{"categories":6302},[],{"categories":6304},[170],{"categories":6306},[96],{"categories":6308},[96],{"categories":6310},[158],{"categories":6312},[195],{"categories":6314},[269],{"categories":6316},[96],{"categories":6318},[96],{"categories":6320},[96],{"categories":6322},[158],{"categories":6324},[],{"categories":6326},[158],{"categories":6328},[192],{"categories":6330},[158],{"categories":6332},[158],{"categories":6334},[96],{"categories":6336},[],{"categories":6338},[192],{"categories":6340},[170],{"categories":6342},[3046],{"categories":6344},[148],{"categories":6346},[170],{"categories":6348},[96],{"categories":6350},[158],{"categories":6352},[96],{"categories":6354},[96],{"categories":6356},[269],{"categories":6358},[170],{"categories":6360},[],{"categories":6362},[192],{"categories":6364},[96],{"categories":6366},[],{"categories":6368},[158],{"categories":6370},[96],{"categories":6372},[96],{"categories":6374},[96],{"categories":6376},[96],{"categories":6378},[158],{"categories":6380},[96],{"categories":6382},[96],{"categories":6384},[96],{"categories":6386},[161],{"categories":6388},[96],{"categories":6390},[158],{"categories":6392},[96],{"categories":6394},[96],{"categories":6396},[96],{"categories":6398},[96],{"categories":6400},[96],{"categories":6402},[96],{"categories":6404},[96],{"categories":6406},[153],{"categories":6408},[],{"categories":6410},[161],{"categories":6412},[192],{"categories":6414},[158],{"categories":6416},[96],{"categories":6418},[170],{"categories":6420},[],{"categories":6422},[170],{"categories":6424},[170],{"categories":6426},[158],{"categories":6428},[170],{"categories":6430},[96],{"categories":6432},[96],{"categories":6434},[96],{"categories":6436},[158],{"categories":6438},[170],{"categories":6440},[96],{"categories":6442},[96],{"categories":6444},[96],{"categories":6446},[158],{"categories":6448},[192],{"categories":6450},[96],{"categories":6452},[96],{"categories":6454},[96],{"categories":6456},[153],{"categories":6458},[96],{"categories":6460},[158],{"categories":6462},[240],{"categories":6464},[],{"categories":6466},[96],{"categories":6468},[195],{"categories":6470},[158],{"categories":6472},[96],{"categories":6474},[96],{"categories":6476},[],{"categories":6478},[96],{"categories":6480},[96],{"categories":6482},[192],{"categories":6484},[96],{"categories":6486},[96],{"categories":6488},[158],{"categories":6490},[269],{"categories":6492},[],{"categories":6494},[],{"categories":6496},[170],{"categories":6498},[96],{"categories":6500},[96],{"categories":6502},[192],{"categories":6504},[96],{"categories":6506},[170],{"categories":6508},[192],{"categories":6510},[96],{"categories":6512},[96],{"categories":6514},[269],{"categories":6516},[195],{"categories":6518},[96],{"categories":6520},[96],{"categories":6522},[148],{"categories":6524},[158],{"categories":6526},[96],{"categories":6528},[96],{"categories":6530},[158],{"categories":6532},[158],{"categories":6534},[170],{"categories":6536},[96],{"categories":6538},[153],{"categories":6540},[],{"categories":6542},[96],{"categories":6544},[195],{"categories":6546},[96],{"categories":6548},[],{"categories":6550},[192],{"categories":6552},[96],{"categories":6554},[158],{"categories":6556},[195],{"categories":6558},[96],{"categories":6560},[170],{"categories":6562},[170],{"categories":6564},[170],{"categories":6566},[96],{"categories":6568},[158],{"categories":6570},[158],{"categories":6572},[96],{"categories":6574},[158],{"categories":6576},[96],{"categories":6578},[96],{"categories":6580},[240],{"categories":6582},[195],{"categories":6584},[195],{"categories":6586},[],{"categories":6588},[192],{"categories":6590},[96],{"categories":6592},[96],{"categories":6594},[170],{"categories":6596},[],{"categories":6598},[192],{"categories":6600},[192],{"categories":6602},[192],{"categories":6604},[],{"categories":6606},[158],{"categories":6608},[96],{"categories":6610},[],{"categories":6612},[148],{"categories":6614},[153],{"categories":6616},[],{"categories":6618},[96],{"categories":6620},[96],{"categories":6622},[],{"categories":6624},[170],{"categories":6626},[],{"categories":6628},[],{"categories":6630},[],{"categories":6632},[],{"categories":6634},[96],{"categories":6636},[192],{"categories":6638},[],{"categories":6640},[],{"categories":6642},[96],{"categories":6644},[96],{"categories":6646},[96],{"categories":6648},[195],{"categories":6650},[96],{"categories":6652},[195],{"categories":6654},[],{"categories":6656},[195],{"categories":6658},[195],{"categories":6660},[306],{"categories":6662},[158],{"categories":6664},[170],{"categories":6666},[],{"categories":6668},[],{"categories":6670},[195],{"categories":6672},[170],{"categories":6674},[170],{"categories":6676},[170],{"categories":6678},[],{"categories":6680},[148],{"categories":6682},[170],{"categories":6684},[170],{"categories":6686},[148],{"categories":6688},[170],{"categories":6690},[153],{"categories":6692},[170],{"categories":6694},[170],{"categories":6696},[170],{"categories":6698},[195],{"categories":6700},[192],{"categories":6702},[192],{"categories":6704},[96],{"categories":6706},[170],{"categories":6708},[195],{"categories":6710},[306],{"categories":6712},[195],{"categories":6714},[195],{"categories":6716},[195],{"categories":6718},[],{"categories":6720},[153],{"categories":6722},[],{"categories":6724},[306],{"categories":6726},[170],{"categories":6728},[170],{"categories":6730},[170],{"categories":6732},[158],{"categories":6734},[192,153],{"categories":6736},[195],{"categories":6738},[],{"categories":6740},[],{"categories":6742},[195],{"categories":6744},[],{"categories":6746},[195],{"categories":6748},[192],{"categories":6750},[158],{"categories":6752},[],{"categories":6754},[170],{"categories":6756},[96],{"categories":6758},[240],{"categories":6760},[],{"categories":6762},[96],{"categories":6764},[],{"categories":6766},[192],{"categories":6768},[148],{"categories":6770},[195],{"categories":6772},[],{"categories":6774},[170],{"categories":6776},[192],[6778,6881,6957,7048],{"id":6779,"title":6780,"ai":6781,"body":6786,"categories":6856,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":6857,"navigation":124,"path":6869,"published_at":6870,"question":97,"scraped_at":6870,"seo":6871,"sitemap":6872,"source_id":6873,"source_name":6874,"source_type":132,"source_url":6863,"stem":6875,"tags":6876,"thumbnail_url":97,"tldr":6878,"tweet":97,"unknown_tags":6879,"__hash__":6880},"summaries\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary.md","Decomposing AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":6782,"output_tokens":6783,"processing_time_ms":6784,"cost_usd":6785},4073,581,3472,0.00188975,{"type":14,"value":6787,"toc":6852},[6788,6792,6795,6821,6825,6828,6849],[17,6789,6791],{"id":6790},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,6793,6794],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[36,6796,6797,6803,6809,6815],{},[39,6798,6799,6802],{},[42,6800,6801],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[39,6804,6805,6808],{},[42,6806,6807],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[39,6810,6811,6814],{},[42,6812,6813],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[39,6816,6817,6820],{},[42,6818,6819],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,6822,6824],{"id":6823},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,6826,6827],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[6829,6830,6831,6837,6843],"ol",{},[39,6832,6833,6836],{},[42,6834,6835],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[39,6838,6839,6842],{},[42,6840,6841],{},"Debugging:"," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[39,6844,6845,6848],{},[42,6846,6847],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,6850,6851],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":89,"searchDepth":90,"depth":90,"links":6853},[6854,6855],{"id":6790,"depth":90,"text":6791},{"id":6823,"depth":90,"text":6824},[96],{"content_references":6858,"triage":6865},[6859],{"type":6860,"title":6861,"author":6862,"url":6863,"context":6864},"paper","Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":6866,"novelty":120,"quality":120,"actionability":120,"composite":6867,"reasoning":6868},5,4.35,"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":6780,"description":89},{"loc":6869},"a2e69b3ac342f3a6","arXiv cs.AI","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[6877,136,137],"llm","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[137],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":6882,"title":6883,"ai":6884,"body":6889,"categories":6937,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":6938,"navigation":124,"path":6946,"published_at":6947,"question":97,"scraped_at":6947,"seo":6948,"sitemap":6949,"source_id":6950,"source_name":6874,"source_type":132,"source_url":6943,"stem":6951,"tags":6952,"thumbnail_url":97,"tldr":6954,"tweet":97,"unknown_tags":6955,"__hash__":6956},"summaries\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary.md","CAX-Agent: Reliable APDL Automation via Lightweight Agent Harnesses",{"provider":7,"model":8,"input_tokens":6885,"output_tokens":6886,"processing_time_ms":6887,"cost_usd":6888},4099,578,3338,0.00189175,{"type":14,"value":6890,"toc":6932},[6891,6895,6898,6902,6905,6925,6929],[17,6892,6894],{"id":6893},"the-challenge-of-apdl-automation","The Challenge of APDL Automation",[22,6896,6897],{},"APDL (ANSYS Parametric Design Language) is a powerful but rigid scripting environment used in computational engineering. Automating it with general-purpose LLMs often fails because these models struggle with the specific syntax, state-dependent commands, and error-handling requirements of engineering simulation software. CAX-Agent addresses this by providing a dedicated harness that bridges the gap between high-level intent and low-level APDL execution.",[17,6899,6901],{"id":6900},"the-cax-agent-architecture","The CAX-Agent Architecture",[22,6903,6904],{},"CAX-Agent functions as a lightweight middleware layer that constrains the agent's action space to valid APDL operations. Instead of allowing an LLM to generate raw, unverified scripts, the framework:",[36,6906,6907,6913,6919],{},[39,6908,6909,6912],{},[42,6910,6911],{},"Constrains Execution:"," It forces the agent to interact with the simulation environment through a predefined set of verified functions rather than open-ended code generation.",[39,6914,6915,6918],{},[42,6916,6917],{},"Error Feedback Loops:"," When a simulation fails, the harness captures the specific APDL error logs and feeds them back into the agent's context, allowing for iterative self-correction.",[39,6920,6921,6924],{},[42,6922,6923],{},"State Management:"," It maintains the simulation state, ensuring that the agent understands the current geometry and mesh status before issuing subsequent commands.",[17,6926,6928],{"id":6927},"improving-reliability-in-engineering-workflows","Improving Reliability in Engineering Workflows",[22,6930,6931],{},"By shifting from a 'generate-and-pray' approach to a 'harness-and-verify' model, CAX-Agent significantly reduces the hallucination rate common in engineering automation. The framework is designed to be lightweight, meaning it does not require massive fine-tuning of base models. Instead, it relies on prompt engineering combined with a robust execution environment that treats APDL as a structured API. This approach allows engineers to automate complex simulation setups—such as parametric sweeps or iterative design optimization—with higher success rates and less manual debugging.",{"title":89,"searchDepth":90,"depth":90,"links":6933},[6934,6935,6936],{"id":6893,"depth":90,"text":6894},{"id":6900,"depth":90,"text":6901},{"id":6927,"depth":90,"text":6928},[96],{"content_references":6939,"triage":6944},[6940],{"type":6860,"title":6941,"author":6942,"url":6943,"context":6864},"CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.15218",{"relevance":6866,"novelty":120,"quality":120,"actionability":120,"composite":6867,"reasoning":6945},"Category: AI Automation. The article discusses a specialized framework for automating APDL tasks, addressing a specific pain point for engineers in computational workflows. It provides a structured approach to error handling and state management, making it actionable for those looking to implement AI in engineering automation.","\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary","2026-05-18 07:11:45",{"title":6883,"description":89},{"loc":6946},"277954d4ab44a360","summaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary",[136,137,6953],"computational-engineering","CAX-Agent provides a specialized, lightweight framework designed to automate ANSYS Parametric Design Language (APDL) tasks, improving reliability in computational engineering workflows through structured agent interaction.",[137,6953],"hOwPmkpcIPw_MDGo4gk6eHBpfF-bqGZdG_OEqQz3AVM",{"id":6958,"title":6959,"ai":6960,"body":6965,"categories":7019,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7020,"navigation":124,"path":7031,"published_at":7032,"question":97,"scraped_at":7033,"seo":7034,"sitemap":7035,"source_id":7036,"source_name":7037,"source_type":7038,"source_url":7039,"stem":7040,"tags":7041,"thumbnail_url":7043,"tldr":7044,"tweet":7045,"unknown_tags":7046,"__hash__":7047},"summaries\u002Fsummaries\u002F5d77df75132575c3-building-bidirectional-multimodal-ai-agents-summary.md","Building Bidirectional Multimodal AI Agents",{"provider":7,"model":8,"input_tokens":6961,"output_tokens":6962,"processing_time_ms":6963,"cost_usd":6964},4334,658,3102,0.0020705,{"type":14,"value":6966,"toc":7014},[6967,6971,6974,6978,6981,7007,7011],[17,6968,6970],{"id":6969},"the-shift-from-chatbots-to-omni-apps","The Shift from Chatbots to Omni-Apps",[22,6972,6973],{},"Traditional AI agents operate on a 'turn-based' model: the user provides text, the model processes it, and the system responds. An 'omni-app' represents a fundamental shift toward a continuous, bidirectional loop. In this architecture, the agent perceives, reasons, and expresses simultaneously. This allows for real-time interaction where the agent can listen, speak, and act—such as controlling a browser—without waiting for the user to finish their sentence or the previous turn to conclude.",[17,6975,6977],{"id":6976},"core-engineering-challenges-for-live-agents","Core Engineering Challenges for Live Agents",[22,6979,6980],{},"Building these agents requires solving for specific technical hurdles that don't exist in standard text-based LLM implementations:",[36,6982,6983,6989,6995,7001],{},[39,6984,6985,6988],{},[42,6986,6987],{},"Interruption Handling:"," Unlike static text-to-speech, a live voice session must handle user interruptions gracefully. The interface must be able to cut off the model's output instantly when the user speaks, requiring a low-latency feedback loop.",[39,6990,6991,6994],{},[42,6992,6993],{},"Tool Latency:"," Integrating function calling into a live conversation introduces significant latency. Developers must balance the time it takes for an agent to 'think' about using a tool with the need to maintain a natural, fluid conversation.",[39,6996,6997,7000],{},[42,6998,6999],{},"Continuous Perception:"," Moving beyond single-snapshot vision to continuous frame streams allows agents to understand dynamic environments (like a browser interface) in real-time. This requires efficient processing to avoid overwhelming the model or degrading the live feel of the interaction.",[39,7002,7003,7006],{},[42,7004,7005],{},"Memory Integration:"," Effective agents require a hybrid memory approach, combining structured facts with vector-based retrieval to recall context mid-conversation without breaking the flow of the interaction.",[17,7008,7010],{"id":7009},"the-agent-development-kit-adk-approach","The Agent Development Kit (ADK) Approach",[22,7012,7013],{},"While raw GenAI SDKs provide the building blocks, Google's Agent Development Kit (ADK) is designed to manage the complexities of the 'perceive-reason-express' loop. By abstracting the orchestration of these live streams, the ADK allows developers to focus on the agent's capabilities—such as browser automation or complex data retrieval—rather than the low-level plumbing of managing bidirectional audio and visual streams.",{"title":89,"searchDepth":90,"depth":90,"links":7015},[7016,7017,7018],{"id":6969,"depth":90,"text":6970},{"id":6976,"depth":90,"text":6977},{"id":7009,"depth":90,"text":7010},[96],{"content_references":7021,"triage":7029},[7022,7026],{"type":103,"title":7023,"url":7024,"context":7025},"Gemini Live API","https:\u002F\u002Fgoo.gle\u002F4xxUoQD","recommended",{"type":103,"title":7027,"url":7028,"context":7025},"Google Agent Development Kit (ADK)","https:\u002F\u002Fgoo.gle\u002F4g6JH0n",{"relevance":6866,"novelty":120,"quality":120,"actionability":120,"composite":6867,"reasoning":7030},"Category: AI & LLMs. The article discusses the transition from traditional chatbots to multimodal AI agents, addressing specific engineering challenges and providing insights into the development of these systems. It offers actionable insights on building real-time interaction capabilities, which is highly relevant for developers looking to implement AI features.","\u002Fsummaries\u002F5d77df75132575c3-building-bidirectional-multimodal-ai-agents-summary","2026-08-19 19:06:24","2026-08-20 03:12:34",{"title":6959,"description":89},{"loc":7031},"5d77df75132575c3","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=YGgErBnx6po","summaries\u002F5d77df75132575c3-building-bidirectional-multimodal-ai-agents-summary",[6877,136,137,7042],"multimodal","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FYGgErBnx6po\u002Fhqdefault.jpg","Moving from turn-based chatbots to 'omni-apps' requires a continuous loop of perception, reasoning, and expression that handles real-time voice, vision, and browser interaction.","This video serves as an introductory trailer for a six-part tutorial series on building bidirectional multimodal agents. It outlines the technical challenges of real-time voice, tool use, and vision using the [Gemini Live API](https:\u002F\u002Fgoo.gle\u002F4xxUoQD) and the [Agent Development Kit](https:\u002F\u002Fgoo.gle\u002F4g6JH0n).",[137,7042],"bS6IRPt9FgUM5gcLZ1JPwViIOW1RfXN-pXDAEOzSJr4",{"id":7049,"title":7050,"ai":7051,"body":7056,"categories":7102,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7103,"navigation":124,"path":7107,"published_at":7108,"question":97,"scraped_at":7109,"seo":7110,"sitemap":7111,"source_id":7112,"source_name":7113,"source_type":7038,"source_url":7114,"stem":7115,"tags":7116,"thumbnail_url":7118,"tldr":7119,"tweet":7120,"unknown_tags":7121,"__hash__":7122},"summaries\u002Fsummaries\u002Fa2c34f823e599763-designing-ai-agents-to-minimize-hallucination-summary.md","Designing AI Agents to Minimize Hallucination",{"provider":7,"model":8,"input_tokens":7052,"output_tokens":7053,"processing_time_ms":7054,"cost_usd":7055},5508,583,3216,0.0022515,{"type":14,"value":7057,"toc":7098},[7058,7062,7065,7069,7072],[17,7059,7061],{"id":7060},"why-agents-hallucinate","Why Agents Hallucinate",[22,7063,7064],{},"AI hallucination is not a traditional software bug; it is a fundamental feature of how Large Language Models (LLMs) function. Models are trained to predict the next token in a sequence, prioritizing fluency and confidence over factual truth. When data is ambiguous or missing, the model does not pause to ask for clarification; it improvises a plausible-sounding answer to complete the pattern. This behavior is exacerbated by training regimes that reward confidence and penalize hesitation, leading to models that can be dangerously overconfident in their errors.",[17,7066,7068],{"id":7067},"moving-from-prediction-to-verification","Moving from Prediction to Verification",[22,7070,7071],{},"As systems evolve from simple chatbots to autonomous agents that plan and execute tasks, the risk profile shifts. While agents can reduce hallucination by using tools, they also introduce new risks by taking real-world actions (e.g., updating database fields or scheduling meetings) based on incorrect reasoning. To mitigate this, developers must move from pure text prediction to verification-based architectures:",[36,7073,7074,7080,7086,7092],{},[39,7075,7076,7079],{},[42,7077,7078],{},"Grounding in Truth:"," Connect agents to live, authoritative data sources (CRMs, APIs, internal repositories) rather than relying on the model's static internal memory. This acts like a GPS with real-time traffic data versus a static map.",[39,7081,7082,7085],{},[42,7083,7084],{},"Tool-Based Reasoning:"," Force agents to use external tools (calculators, search APIs) to compute or verify information. If an agent is asked for a calculation, it should perform the math via code rather than predicting the result from memory.",[39,7087,7088,7091],{},[42,7089,7090],{},"Strict Scope Definition:"," Hallucination often occurs when agents operate outside their domain of expertise. Explicitly define the agent's \"lanes\"—what it can do, where its data originates, and which workflows require explicit human authorization.",[39,7093,7094,7097],{},[42,7095,7096],{},"Human-in-the-Loop:"," For high-stakes decisions, treat the AI as a generator of a \"first draft.\" A human must remain in the loop to provide the judgment, context, and accountability that models currently lack. This is analogous to using cruise control: the system handles the steady state, but a human must remain in the driver's seat for complex maneuvers.",{"title":89,"searchDepth":90,"depth":90,"links":7099},[7100,7101],{"id":7060,"depth":90,"text":7061},{"id":7067,"depth":90,"text":7068},[96],{"content_references":7104,"triage":7105},[],{"relevance":6866,"novelty":120,"quality":120,"actionability":120,"composite":6867,"reasoning":7106},"Category: AI & LLMs. The article addresses the critical issue of AI hallucination in agents, providing actionable strategies like grounding in real-time data and tool-based verification, which are directly relevant to developers building AI-powered products.","\u002Fsummaries\u002Fa2c34f823e599763-designing-ai-agents-to-minimize-hallucination-summary","2026-08-02 11:00:16","2026-08-03 03:08:52",{"title":7050,"description":89},{"loc":7107},"a2c34f823e599763","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=bNRhppHct54","summaries\u002Fa2c34f823e599763-designing-ai-agents-to-minimize-hallucination-summary",[6877,7117,136,137],"ai-tools","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FbNRhppHct54\u002Fhqdefault.jpg","AI agents hallucinate because they are trained to prioritize fluent, confident pattern completion over factual accuracy. You can mitigate this by grounding agents in real-time data, enforcing tool-based verification, strictly defining operational scope, and implementing human-in-the-loop oversight.","This is a high-level conceptual overview of why AI agents hallucinate and how to mitigate those risks through [data grounding](https:\u002F\u002Fibm.biz\u002F~UAoGwgNhw), tool-based reasoning, and human-in-the-loop design. It functions as a primer for developers and managers on why \"confidence\" in LLMs is often a byproduct of their training rather than a measure of factual accuracy.",[137],"77q3yETaZGwI7LhyGhEFgX-RxMDvKt9E4wFNxIoMr3M"]