[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-649c5284a34bd2d9-rebuilding-the-web-for-agents-from-tabs-to-atoms-summary":3,"summaries-facets-categories":129,"summary-related-649c5284a34bd2d9-rebuilding-the-web-for-agents-from-tabs-to-atoms-summary":7835},{"id":4,"title":5,"ai":6,"body":13,"categories":81,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":86,"navigation":108,"path":109,"published_at":110,"question":83,"scraped_at":111,"seo":112,"sitemap":113,"source_id":114,"source_name":115,"source_type":116,"source_url":117,"stem":118,"tags":119,"thumbnail_url":124,"tldr":125,"tweet":126,"unknown_tags":127,"__hash__":128},"summaries\u002Fsummaries\u002F649c5284a34bd2d9-rebuilding-the-web-for-agents-from-tabs-to-atoms-summary.md","Rebuilding the Web for Agents: From Tabs to Atoms",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8003,800,4045,0.00320075,{"type":14,"value":15,"toc":74},"minimark",[16,21,25,29,37,41,44,47],[17,18,20],"h2",{"id":19},"the-shift-to-the-nearly-headless-web","The Shift to the 'Nearly Headless' Web",[22,23,24],"p",{},"For two decades, the web has been defined by browser tabs and proprietary dashboards. This model is becoming obsolete as personal AI assistants replace browsers as the primary entry point for users. The future is a 'nearly headless' web: agents interact with services via APIs, but pull back specific UI 'atoms'—small, functional components—to present to the user. This allows users to complete tasks (like booking travel or managing projects) without ever visiting a traditional website or learning a unique dashboard interface.",[17,26,28],{"id":27},"why-static-specifications-fail","Why Static Specifications Fail",[22,30,31,32,36],{},"There is a disconnect between how developers prepare for agents and how agents actually behave. While many websites publish ",[33,34,35],"code",{},"llms.txt"," files to guide AI, research shows that most agents ignore them, preferring to navigate directly to documentation or homepages. The author argues that developers should stop guessing what agents need. Instead, they should use tools to observe thousands of agent interactions to identify the actual paths and data requirements agents prioritize. Best practices for AI integration are evolving too quickly for static documentation; real-world agent feedback is the only reliable source of truth.",[17,38,40],{"id":39},"the-new-rules-of-brand-and-discovery","The New Rules of Brand and Discovery",[22,42,43],{},"In an agentic world, brand loyalty is secondary to technical integration quality. If a coding agent recommends a service because it has a superior MCP (Model Context Protocol) implementation or API, users will switch, regardless of a decade of brand history. Furthermore, products that force an agent to 'spin up' a browser to function will be penalized and eventually bypassed.",[22,45,46],{},"To survive, companies must focus on:",[48,49,50,58,64],"ul",{},[51,52,53,57],"li",{},[54,55,56],"strong",{},"Agent Readiness:"," Ensuring APIs and MCP servers are robust and well-documented for machine consumption.",[51,59,60,63],{},[54,61,62],{},"Accessibility:"," Agent accessibility and human accessibility are effectively the same work. Both rely on clear, semantic signals that allow a non-visual entity to navigate and understand the interface.",[51,65,66,69,70,73],{},[54,67,68],{},"Discovery Layers:"," As the web grows, we need a new discovery layer for AI resources. Traditional SEO is insufficient. Emerging standards like ",[33,71,72],{},"AI-catalog.json"," and the Agentic Resource Discovery (ARD) standard are essential for allowing agents to programmatically find and query the right tools for a specific intent.",{"title":75,"searchDepth":76,"depth":76,"links":77},"",2,[78,79,80],{"id":19,"depth":76,"text":20},{"id":27,"depth":76,"text":28},{"id":39,"depth":76,"text":40},[82],"AI & LLMs",null,"md",false,{"content_references":87,"triage":103},[88,93,97,100,102],{"type":89,"title":90,"url":91,"context":92},"tool","MCP (Model Context Protocol)","https:\u002F\u002Fmodelcontextprotocol.io\u002F","recommended",{"type":89,"title":94,"url":95,"context":96},"Aura","https:\u002F\u002Fora.ai","mentioned",{"type":89,"title":98,"url":99,"context":92},"Aura Journey","https:\u002F\u002Fjourney.ora.ai",{"type":101,"title":35,"context":96},"other",{"type":101,"title":72,"context":96},{"relevance":104,"novelty":104,"quality":104,"actionability":105,"composite":106,"reasoning":107},4,3,3.8,"Category: AI & LLMs. The article discusses the transition to agent-driven web interfaces, addressing a specific audience pain point regarding the need for API-first design in AI integration. It provides insights into the evolving landscape of web development for AI agents, which is actionable but lacks detailed frameworks for implementation.",true,"\u002Fsummaries\u002F649c5284a34bd2d9-rebuilding-the-web-for-agents-from-tabs-to-atoms-summary","2026-09-16 14:30:03","2026-09-17 03:11:43",{"title":5,"description":75},{"loc":109},"649c5284a34bd2d9","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=waI44NP1abk","summaries\u002F649c5284a34bd2d9-rebuilding-the-web-for-agents-from-tabs-to-atoms-summary",[120,121,122,123],"agents","llm","api","web-development","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FwaI44NP1abk\u002Fhqdefault.jpg","The web is shifting from human-browsed pages to agent-orchestrated atomized interfaces. Success in this era requires moving beyond static 'llms.txt' files toward agent-ready infrastructure that prioritizes API-first design and discoverability.","This talk explains the [Model Context Protocol (MCP)](https:\u002F\u002Fmodelcontextprotocol.io), a standard that allows servers to inject functional UI components directly into chat interfaces. The speaker argues that this \"headless\" approach will eventually replace traditional browser-based workflows, as users shift from navigating individual websites to interacting with services through a single, unified AI assistant.",[122,123],"Uzjdil-WLHctDPBI6IKheVNrVef_sEPLkBG6bF3hhW0",[130,132,135,137,140,142,145,148,150,152,154,156,159,162,164,166,168,170,173,175,177,179,181,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,427,429,431,433,435,437,439,441,443,445,447,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,483,485,487,489,491,493,495,497,499,501,503,505,507,509,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,581,583,585,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,629,631,633,635,637,639,641,643,645,647,649,651,653,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,973,975,977,979,981,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509,7511,7513,7515,7517,7519,7521,7523,7525,7527,7529,7531,7533,7535,7537,7539,7541,7543,7545,7547,7549,7551,7553,7555,7557,7559,7561,7563,7565,7567,7569,7571,7573,7575,7577,7579,7581,7583,7585,7587,7589,7591,7593,7595,7597,7599,7601,7603,7605,7607,7609,7611,7613,7615,7617,7619,7621,7623,7625,7627,7629,7631,7633,7635,7637,7639,7641,7643,7645,7647,7649,7651,7653,7655,7657,7659,7661,7663,7665,7667,7669,7671,7673,7675,7677,7679,7681,7683,7685,7687,7689,7691,7693,7695,7697,7699,7701,7703,7705,7707,7709,7711,7713,7715,7717,7719,7721,7723,7725,7727,7729,7731,7733,7735,7737,7739,7741,7743,7745,7747,7749,7751,7753,7755,7757,7759,7761,7763,7765,7767,7769,7771,7773,7775,7777,7779,7781,7783,7785,7787,7789,7791,7793,7795,7797,7799,7801,7803,7805,7807,7809,7811,7813,7815,7817,7819,7821,7823,7825,7827,7829,7831,7833],{"categories":131},[82],{"categories":133},[134],"Developer Productivity",{"categories":136},[82],{"categories":138},[139],"Business & SaaS",{"categories":141},[82],{"categories":143},[144],"AI Automation",{"categories":146},[147],"Product Strategy",{"categories":149},[144],{"categories":151},[82],{"categories":153},[134],{"categories":155},[144],{"categories":157},[158],"Software Engineering",{"categories":160},[161],"Data Science & Visualization",{"categories":163},[82],{"categories":165},[139],{"categories":167},[],{"categories":169},[82],{"categories":171},[172],"Inference & Serving",{"categories":174},[82],{"categories":176},[82],{"categories":178},[144],{"categories":180},[],{"categories":182},[183],"AI News & Trends",{"categories":185},[161],{"categories":187},[144],{"categories":189},[82],{"categories":191},[82],{"categories":193},[82],{"categories":195},[139],{"categories":197},[134],{"categories":199},[82],{"categories":201},[144],{"categories":203},[183],{"categories":205},[82],{"categories":207},[144],{"categories":209},[144],{"categories":211},[82],{"categories":213},[82],{"categories":215},[144],{"categories":217},[82],{"categories":219},[82],{"categories":221},[82],{"categories":223},[139],{"categories":225},[144],{"categories":227},[183],{"categories":229},[82],{"categories":231},[82],{"categories":233},[82],{"categories":235},[],{"categories":237},[238],"Design & Frontend",{"categories":240},[82],{"categories":242},[161],{"categories":244},[82],{"categories":246},[183],{"categories":248},[82],{"categories":250},[82],{"categories":252},[82],{"categories":254},[],{"categories":256},[82],{"categories":258},[82],{"categories":260},[144],{"categories":262},[158],{"categories":264},[82],{"categories":266},[82],{"categories":268},[144],{"categories":270},[82],{"categories":272},[273],"Marketing & Growth",{"categories":275},[238],{"categories":277},[82],{"categories":279},[144],{"categories":281},[82],{"categories":283},[82],{"categories":285},[158],{"categories":287},[82],{"categories":289},[],{"categories":291},[],{"categories":293},[238],{"categories":295},[82],{"categories":297},[144],{"categories":299},[134],{"categories":301},[158],{"categories":303},[144],{"categories":305},[238],{"categories":307},[82],{"categories":309},[147],{"categories":311},[82],{"categories":313},[158],{"categories":315},[316],"DevOps & Cloud",{"categories":318},[144],{"categories":320},[147],{"categories":322},[183],{"categories":324},[82],{"categories":326},[],{"categories":328},[82],{"categories":330},[82],{"categories":332},[82],{"categories":334},[],{"categories":336},[144],{"categories":338},[158],{"categories":340},[316],{"categories":342},[],{"categories":344},[158],{"categories":346},[144],{"categories":348},[82],{"categories":350},[238],{"categories":352},[353],"Governance & Standards",{"categories":355},[139],{"categories":357},[],{"categories":359},[82],{"categories":361},[],{"categories":363},[82],{"categories":365},[82],{"categories":367},[144],{"categories":369},[82],{"categories":371},[144],{"categories":373},[82],{"categories":375},[82],{"categories":377},[144],{"categories":379},[82],{"categories":381},[82],{"categories":383},[82],{"categories":385},[],{"categories":387},[158],{"categories":389},[],{"categories":391},[],{"categories":393},[82],{"categories":395},[158],{"categories":397},[],{"categories":399},[158],{"categories":401},[82],{"categories":403},[144],{"categories":405},[82],{"categories":407},[273],{"categories":409},[82],{"categories":411},[82],{"categories":413},[82],{"categories":415},[238],{"categories":417},[238],{"categories":419},[82],{"categories":421},[158],{"categories":423},[144],{"categories":425},[426],"GovTech & Public-Sector Adoption",{"categories":428},[158],{"categories":430},[82],{"categories":432},[82],{"categories":434},[82],{"categories":436},[144],{"categories":438},[144],{"categories":440},[161],{"categories":442},[82],{"categories":444},[183],{"categories":446},[144],{"categories":448},[449],"Legal AI Tools",{"categories":451},[82],{"categories":453},[144],{"categories":455},[82],{"categories":457},[273],{"categories":459},[144],{"categories":461},[147],{"categories":463},[82],{"categories":465},[158],{"categories":467},[426],{"categories":469},[],{"categories":471},[144],{"categories":473},[],{"categories":475},[139],{"categories":477},[144],{"categories":479},[144],{"categories":481},[482],"RAG & Retrieval",{"categories":484},[139],{"categories":486},[82],{"categories":488},[158],{"categories":490},[158],{"categories":492},[316],{"categories":494},[238],{"categories":496},[144],{"categories":498},[82],{"categories":500},[82],{"categories":502},[82],{"categories":504},[82],{"categories":506},[],{"categories":508},[144],{"categories":510},[511],"Agents & Orchestration",{"categories":513},[158],{"categories":515},[82],{"categories":517},[],{"categories":519},[144],{"categories":521},[139],{"categories":523},[],{"categories":525},[82],{"categories":527},[],{"categories":529},[82],{"categories":531},[134],{"categories":533},[158],{"categories":535},[139],{"categories":537},[82],{"categories":539},[82],{"categories":541},[82],{"categories":543},[144],{"categories":545},[82],{"categories":547},[82],{"categories":549},[183],{"categories":551},[82],{"categories":553},[],{"categories":555},[82],{"categories":557},[82],{"categories":559},[],{"categories":561},[82],{"categories":563},[158],{"categories":565},[82],{"categories":567},[144],{"categories":569},[161],{"categories":571},[],{"categories":573},[82],{"categories":575},[82],{"categories":577},[238],{"categories":579},[580],"Models & Frontier Labs",{"categories":582},[],{"categories":584},[238],{"categories":586},[587],"Regulation & Governance of AI",{"categories":589},[147],{"categories":591},[144],{"categories":593},[],{"categories":595},[82],{"categories":597},[82],{"categories":599},[144],{"categories":601},[144],{"categories":603},[183],{"categories":605},[82],{"categories":607},[139],{"categories":609},[82],{"categories":611},[144],{"categories":613},[],{"categories":615},[158],{"categories":617},[144],{"categories":619},[82],{"categories":621},[82],{"categories":623},[147],{"categories":625},[82],{"categories":627},[628],"AI Policy & Regulation",{"categories":630},[],{"categories":632},[82],{"categories":634},[144],{"categories":636},[144],{"categories":638},[147],{"categories":640},[144],{"categories":642},[82],{"categories":644},[82],{"categories":646},[82],{"categories":648},[144],{"categories":650},[],{"categories":652},[161],{"categories":654},[655],"Evals & Reliability",{"categories":657},[82],{"categories":659},[82],{"categories":661},[],{"categories":663},[161],{"categories":665},[134],{"categories":667},[426],{"categories":669},[628],{"categories":671},[82],{"categories":673},[82],{"categories":675},[139],{"categories":677},[82],{"categories":679},[144],{"categories":681},[82],{"categories":683},[144],{"categories":685},[511],{"categories":687},[82],{"categories":689},[158],{"categories":691},[82],{"categories":693},[82],{"categories":695},[],{"categories":697},[238],{"categories":699},[],{"categories":701},[82],{"categories":703},[82],{"categories":705},[426],{"categories":707},[82],{"categories":709},[82],{"categories":711},[82],{"categories":713},[],{"categories":715},[82],{"categories":717},[238],{"categories":719},[82],{"categories":721},[158],{"categories":723},[],{"categories":725},[82],{"categories":727},[82],{"categories":729},[],{"categories":731},[82],{"categories":733},[144],{"categories":735},[82],{"categories":737},[238],{"categories":739},[],{"categories":741},[82],{"categories":743},[82],{"categories":745},[161],{"categories":747},[144],{"categories":749},[82],{"categories":751},[139],{"categories":753},[144],{"categories":755},[82],{"categories":757},[82],{"categories":759},[158],{"categories":761},[238],{"categories":763},[82],{"categories":765},[144],{"categories":767},[],{"categories":769},[158],{"categories":771},[144],{"categories":773},[161],{"categories":775},[],{"categories":777},[82],{"categories":779},[183],{"categories":781},[82],{"categories":783},[],{"categories":785},[82],{"categories":787},[82],{"categories":789},[82],{"categories":791},[139,273],{"categories":793},[],{"categories":795},[158],{"categories":797},[82],{"categories":799},[82],{"categories":801},[144],{"categories":803},[82],{"categories":805},[82],{"categories":807},[],{"categories":809},[],{"categories":811},[82],{"categories":813},[82],{"categories":815},[238],{"categories":817},[82],{"categories":819},[],{"categories":821},[82],{"categories":823},[316],{"categories":825},[],{"categories":827},[144],{"categories":829},[183],{"categories":831},[82],{"categories":833},[139],{"categories":835},[82],{"categories":837},[158],{"categories":839},[238],{"categories":841},[],{"categories":843},[82],{"categories":845},[183],{"categories":847},[82],{"categories":849},[172],{"categories":851},[82],{"categories":853},[82],{"categories":855},[144],{"categories":857},[183],{"categories":859},[580],{"categories":861},[82],{"categories":863},[273],{"categories":865},[],{"categories":867},[144],{"categories":869},[139],{"categories":871},[158],{"categories":873},[82],{"categories":875},[144],{"categories":877},[],{"categories":879},[82,316],{"categories":881},[82],{"categories":883},[82],{"categories":885},[82],{"categories":887},[82],{"categories":889},[144],{"categories":891},[82,158],{"categories":893},[161],{"categories":895},[82],{"categories":897},[82],{"categories":899},[82],{"categories":901},[158],{"categories":903},[82],{"categories":905},[144],{"categories":907},[144],{"categories":909},[628],{"categories":911},[273],{"categories":913},[82],{"categories":915},[144],{"categories":917},[82],{"categories":919},[82],{"categories":921},[144],{"categories":923},[],{"categories":925},[144],{"categories":927},[82],{"categories":929},[82],{"categories":931},[144],{"categories":933},[82],{"categories":935},[82,139],{"categories":937},[82],{"categories":939},[82],{"categories":941},[139],{"categories":943},[],{"categories":945},[238],{"categories":947},[238],{"categories":949},[82],{"categories":951},[],{"categories":953},[],{"categories":955},[82],{"categories":957},[183],{"categories":959},[],{"categories":961},[134],{"categories":963},[82],{"categories":965},[158],{"categories":967},[144],{"categories":969},[82],{"categories":971},[972],"Generative UI & Design-to-Code",{"categories":974},[82],{"categories":976},[82],{"categories":978},[238],{"categories":980},[82],{"categories":982},[983],"Algorithmic Accountability",{"categories":985},[82],{"categories":987},[144],{"categories":989},[158],{"categories":991},[183],{"categories":993},[238],{"categories":995},[82],{"categories":997},[],{"categories":999},[147],{"categories":1001},[82],{"categories":1003},[82],{"categories":1005},[82],{"categories":1007},[82],{"categories":1009},[82],{"categories":1011},[144],{"categories":1013},[1014],"MLOps & Infrastructure",{"categories":1016},[82],{"categories":1018},[82],{"categories":1020},[82],{"categories":1022},[82],{"categories":1024},[82],{"categories":1026},[82],{"categories":1028},[158],{"categories":1030},[183],{"categories":1032},[82],{"categories":1034},[82],{"categories":1036},[147],{"categories":1038},[134],{"categories":1040},[82],{"categories":1042},[144],{"categories":1044},[316],{"categories":1046},[82],{"categories":1048},[139],{"categories":1050},[82],{"categories":1052},[238],{"categories":1054},[82],{"categories":1056},[147],{"categories":1058},[82],{"categories":1060},[144],{"categories":1062},[],{"categories":1064},[],{"categories":1066},[82],{"categories":1068},[172],{"categories":1070},[238],{"categories":1072},[183],{"categories":1074},[161],{"categories":1076},[],{"categories":1078},[82],{"categories":1080},[82],{"categories":1082},[139],{"categories":1084},[144],{"categories":1086},[82],{"categories":1088},[82],{"categories":1090},[82],{"categories":1092},[82],{"categories":1094},[82],{"categories":1096},[183],{"categories":1098},[172],{"categories":1100},[82],{"categories":1102},[238],{"categories":1104},[82],{"categories":1106},[],{"categories":1108},[144],{"categories":1110},[158],{"categories":1112},[],{"categories":1114},[82],{"categories":1116},[82],{"categories":1118},[144],{"categories":1120},[158],{"categories":1122},[82],{"categories":1124},[161],{"categories":1126},[238],{"categories":1128},[],{"categories":1130},[82],{"categories":1132},[],{"categories":1134},[82],{"categories":1136},[],{"categories":1138},[82],{"categories":1140},[82],{"categories":1142},[147],{"categories":1144},[139],{"categories":1146},[144],{"categories":1148},[144],{"categories":1150},[158],{"categories":1152},[],{"categories":1154},[82],{"categories":1156},[134],{"categories":1158},[82],{"categories":1160},[82],{"categories":1162},[139],{"categories":1164},[183],{"categories":1166},[134],{"categories":1168},[],{"categories":1170},[82],{"categories":1172},[],{"categories":1174},[82],{"categories":1176},[],{"categories":1178},[82],{"categories":1180},[183],{"categories":1182},[183],{"categories":1184},[],{"categories":1186},[511],{"categories":1188},[82],{"categories":1190},[238],{"categories":1192},[158],{"categories":1194},[],{"categories":1196},[449],{"categories":1198},[144],{"categories":1200},[144],{"categories":1202},[139],{"categories":1204},[82],{"categories":1206},[],{"categories":1208},[],{"categories":1210},[134],{"categories":1212},[161],{"categories":1214},[],{"categories":1216},[273],{"categories":1218},[144],{"categories":1220},[139],{"categories":1222},[144],{"categories":1224},[82],{"categories":1226},[139],{"categories":1228},[82],{"categories":1230},[158],{"categories":1232},[],{"categories":1234},[172],{"categories":1236},[147],{"categories":1238},[82],{"categories":1240},[238],{"categories":1242},[158],{"categories":1244},[139],{"categories":1246},[82],{"categories":1248},[158],{"categories":1250},[82],{"categories":1252},[144],{"categories":1254},[139],{"categories":1256},[82],{"categories":1258},[82],{"categories":1260},[82],{"categories":1262},[82],{"categories":1264},[82],{"categories":1266},[82],{"categories":1268},[],{"categories":1270},[],{"categories":1272},[158],{"categories":1274},[161],{"categories":1276},[147],{"categories":1278},[82],{"categories":1280},[144],{"categories":1282},[158],{"categories":1284},[158],{"categories":1286},[82],{"categories":1288},[],{"categories":1290},[82],{"categories":1292},[183],{"categories":1294},[147],{"categories":1296},[147],{"categories":1298},[158],{"categories":1300},[82],{"categories":1302},[655],{"categories":1304},[316],{"categories":1306},[],{"categories":1308},[82],{"categories":1310},[144],{"categories":1312},[82],{"categories":1314},[134],{"categories":1316},[],{"categories":1318},[134],{"categories":1320},[238],{"categories":1322},[],{"categories":1324},[82],{"categories":1326},[82],{"categories":1328},[82],{"categories":1330},[238],{"categories":1332},[273],{"categories":1334},[147],{"categories":1336},[82],{"categories":1338},[158],{"categories":1340},[82],{"categories":1342},[144],{"categories":1344},[],{"categories":1346},[158],{"categories":1348},[82],{"categories":1350},[134],{"categories":1352},[],{"categories":1354},[139],{"categories":1356},[82],{"categories":1358},[82],{"categories":1360},[183],{"categories":1362},[82,316],{"categories":1364},[82],{"categories":1366},[1367],"Design Systems for AI",{"categories":1369},[82],{"categories":1371},[82],{"categories":1373},[183],{"categories":1375},[82],{"categories":1377},[82],{"categories":1379},[82],{"categories":1381},[139],{"categories":1383},[82],{"categories":1385},[82],{"categories":1387},[82],{"categories":1389},[],{"categories":1391},[82],{"categories":1393},[82],{"categories":1395},[139],{"categories":1397},[82],{"categories":1399},[],{"categories":1401},[144],{"categories":1403},[144],{"categories":1405},[158],{"categories":1407},[82],{"categories":1409},[183],{"categories":1411},[158],{"categories":1413},[82],{"categories":1415},[238],{"categories":1417},[183],{"categories":1419},[161],{"categories":1421},[82],{"categories":1423},[82],{"categories":1425},[82],{"categories":1427},[82],{"categories":1429},[144],{"categories":1431},[134],{"categories":1433},[628],{"categories":1435},[82],{"categories":1437},[82],{"categories":1439},[144],{"categories":1441},[82],{"categories":1443},[158],{"categories":1445},[82],{"categories":1447},[158],{"categories":1449},[],{"categories":1451},[238],{"categories":1453},[],{"categories":1455},[82],{"categories":1457},[144],{"categories":1459},[147],{"categories":1461},[],{"categories":1463},[139],{"categories":1465},[82],{"categories":1467},[],{"categories":1469},[238],{"categories":1471},[158],{"categories":1473},[144],{"categories":1475},[158],{"categories":1477},[82],{"categories":1479},[238],{"categories":1481},[82],{"categories":1483},[158],{"categories":1485},[82],{"categories":1487},[82],{"categories":1489},[238],{"categories":1491},[],{"categories":1493},[],{"categories":1495},[183],{"categories":1497},[144],{"categories":1499},[144],{"categories":1501},[82],{"categories":1503},[144],{"categories":1505},[82],{"categories":1507},[82],{"categories":1509},[82],{"categories":1511},[82],{"categories":1513},[82],{"categories":1515},[82],{"categories":1517},[139],{"categories":1519},[147],{"categories":1521},[82],{"categories":1523},[82],{"categories":1525},[],{"categories":1527},[158],{"categories":1529},[158],{"categories":1531},[82],{"categories":1533},[158],{"categories":1535},[139],{"categories":1537},[],{"categories":1539},[82],{"categories":1541},[82],{"categories":1543},[238],{"categories":1545},[82],{"categories":1547},[82],{"categories":1549},[82],{"categories":1551},[144],{"categories":1553},[134],{"categories":1555},[139],{"categories":1557},[82],{"categories":1559},[144],{"categories":1561},[183],{"categories":1563},[144],{"categories":1565},[172],{"categories":1567},[273],{"categories":1569},[82],{"categories":1571},[144],{"categories":1573},[82],{"categories":1575},[82],{"categories":1577},[82],{"categories":1579},[82],{"categories":1581},[],{"categories":1583},[238],{"categories":1585},[],{"categories":1587},[82],{"categories":1589},[82],{"categories":1591},[],{"categories":1593},[82],{"categories":1595},[82],{"categories":1597},[158],{"categories":1599},[139],{"categories":1601},[1602],"Visual & Generative Media",{"categories":1604},[144],{"categories":1606},[],{"categories":1608},[82],{"categories":1610},[82],{"categories":1612},[158],{"categories":1614},[82],{"categories":1616},[316],{"categories":1618},[82],{"categories":1620},[161],{"categories":1622},[628],{"categories":1624},[158],{"categories":1626},[273],{"categories":1628},[82],{"categories":1630},[147],{"categories":1632},[238],{"categories":1634},[82],{"categories":1636},[82],{"categories":1638},[158],{"categories":1640},[144],{"categories":1642},[82],{"categories":1644},[],{"categories":1646},[],{"categories":1648},[144],{"categories":1650},[158],{"categories":1652},[134],{"categories":1654},[144],{"categories":1656},[580],{"categories":1658},[82],{"categories":1660},[147],{"categories":1662},[82],{"categories":1664},[139],{"categories":1666},[],{"categories":1668},[82],{"categories":1670},[147],{"categories":1672},[82],{"categories":1674},[82],{"categories":1676},[82],{"categories":1678},[147],{"categories":1680},[82],{"categories":1682},[82],{"categories":1684},[273],{"categories":1686},[82],{"categories":1688},[511],{"categories":1690},[158],{"categories":1692},[144],{"categories":1694},[82],{"categories":1696},[144],{"categories":1698},[82],{"categories":1700},[82],{"categories":1702},[144],{"categories":1704},[82],{"categories":1706},[82],{"categories":1708},[82],{"categories":1710},[144],{"categories":1712},[82],{"categories":1714},[238],{"categories":1716},[144],{"categories":1718},[],{"categories":1720},[144],{"categories":1722},[82],{"categories":1724},[],{"categories":1726},[316],{"categories":1728},[158],{"categories":1730},[],{"categories":1732},[580],{"categories":1734},[82],{"categories":1736},[144],{"categories":1738},[144],{"categories":1740},[82],{"categories":1742},[238,82],{"categories":1744},[82],{"categories":1746},[134],{"categories":1748},[82],{"categories":1750},[144],{"categories":1752},[238],{"categories":1754},[],{"categories":1756},[82],{"categories":1758},[134],{"categories":1760},[82],{"categories":1762},[1763],"Medical Imaging & Radiology",{"categories":1765},[82],{"categories":1767},[82],{"categories":1769},[82],{"categories":1771},[238],{"categories":1773},[144],{"categories":1775},[144],{"categories":1777},[158],{"categories":1779},[],{"categories":1781},[82],{"categories":1783},[82],{"categories":1785},[82],{"categories":1787},[],{"categories":1789},[],{"categories":1791},[82],{"categories":1793},[82],{"categories":1795},[511],{"categories":1797},[82],{"categories":1799},[82],{"categories":1801},[134],{"categories":1803},[82],{"categories":1805},[82],{"categories":1807},[],{"categories":1809},[144],{"categories":1811},[82],{"categories":1813},[147],{"categories":1815},[158],{"categories":1817},[82],{"categories":1819},[82],{"categories":1821},[144],{"categories":1823},[511],{"categories":1825},[82],{"categories":1827},[144],{"categories":1829},[82],{"categories":1831},[82],{"categories":1833},[82],{"categories":1835},[82],{"categories":1837},[238],{"categories":1839},[144],{"categories":1841},[316],{"categories":1843},[238],{"categories":1845},[139],{"categories":1847},[144],{"categories":1849},[183],{"categories":1851},[82],{"categories":1853},[82],{"categories":1855},[147],{"categories":1857},[82],{"categories":1859},[82],{"categories":1861},[82],{"categories":1863},[82],{"categories":1865},[82],{"categories":1867},[144],{"categories":1869},[82],{"categories":1871},[158],{"categories":1873},[82],{"categories":1875},[158],{"categories":1877},[82],{"categories":1879},[147],{"categories":1881},[],{"categories":1883},[183],{"categories":1885},[],{"categories":1887},[147],{"categories":1889},[144],{"categories":1891},[82],{"categories":1893},[82],{"categories":1895},[144],{"categories":1897},[82],{"categories":1899},[1367],{"categories":1901},[82],{"categories":1903},[1367],{"categories":1905},[238],{"categories":1907},[82],{"categories":1909},[82],{"categories":1911},[82],{"categories":1913},[144],{"categories":1915},[158],{"categories":1917},[238],{"categories":1919},[144],{"categories":1921},[183],{"categories":1923},[],{"categories":1925},[82],{"categories":1927},[82],{"categories":1929},[],{"categories":1931},[82],{"categories":1933},[82],{"categories":1935},[144],{"categories":1937},[82],{"categories":1939},[82],{"categories":1941},[82],{"categories":1943},[144],{"categories":1945},[1946],"Contract Review & E-Discovery",{"categories":1948},[82],{"categories":1950},[238],{"categories":1952},[82],{"categories":1954},[134],{"categories":1956},[82],{"categories":1958},[183],{"categories":1960},[82],{"categories":1962},[82],{"categories":1964},[273],{"categories":1966},[158],{"categories":1968},[144],{"categories":1970},[82],{"categories":1972},[82],{"categories":1974},[82],{"categories":1976},[144],{"categories":1978},[144],{"categories":1980},[983],{"categories":1982},[82],{"categories":1984},[82],{"categories":1986},[144],{"categories":1988},[144],{"categories":1990},[82],{"categories":1992},[82],{"categories":1994},[82],{"categories":1996},[144],{"categories":1998},[82],{"categories":2000},[82],{"categories":2002},[158],{"categories":2004},[82],{"categories":2006},[511],{"categories":2008},[482],{"categories":2010},[82],{"categories":2012},[144],{"categories":2014},[82],{"categories":2016},[2017],"Law-Firm Practice & Adoption",{"categories":2019},[82],{"categories":2021},[144],{"categories":2023},[238],{"categories":2025},[82],{"categories":2027},[82],{"categories":2029},[82],{"categories":2031},[],{"categories":2033},[158],{"categories":2035},[],{"categories":2037},[158],{"categories":2039},[82],{"categories":2041},[],{"categories":2043},[158],{"categories":2045},[144],{"categories":2047},[134],{"categories":2049},[316],{"categories":2051},[82],{"categories":2053},[],{"categories":2055},[82],{"categories":2057},[134],{"categories":2059},[144],{"categories":2061},[139],{"categories":2063},[82],{"categories":2065},[273],{"categories":2067},[82],{"categories":2069},[],{"categories":2071},[139],{"categories":2073},[144],{"categories":2075},[139],{"categories":2077},[],{"categories":2079},[82],{"categories":2081},[147],{"categories":2083},[82],{"categories":2085},[158],{"categories":2087},[],{"categories":2089},[],{"categories":2091},[82],{"categories":2093},[],{"categories":2095},[],{"categories":2097},[82],{"categories":2099},[147],{"categories":2101},[144],{"categories":2103},[316],{"categories":2105},[82],{"categories":2107},[134],{"categories":2109},[158],{"categories":2111},[82],{"categories":2113},[82],{"categories":2115},[158],{"categories":2117},[147],{"categories":2119},[82],{"categories":2121},[82],{"categories":2123},[82],{"categories":2125},[1014],{"categories":2127},[82],{"categories":2129},[158],{"categories":2131},[82],{"categories":2133},[273],{"categories":2135},[158],{"categories":2137},[139],{"categories":2139},[82],{"categories":2141},[82],{"categories":2143},[82],{"categories":2145},[238],{"categories":2147},[82],{"categories":2149},[82],{"categories":2151},[82],{"categories":2153},[82],{"categories":2155},[139],{"categories":2157},[144],{"categories":2159},[82,134],{"categories":2161},[82],{"categories":2163},[511],{"categories":2165},[82],{"categories":2167},[82],{"categories":2169},[82],{"categories":2171},[158],{"categories":2173},[82],{"categories":2175},[158],{"categories":2177},[238],{"categories":2179},[144],{"categories":2181},[144],{"categories":2183},[158],{"categories":2185},[82],{"categories":2187},[144],{"categories":2189},[82],{"categories":2191},[82],{"categories":2193},[],{"categories":2195},[],{"categories":2197},[82],{"categories":2199},[161],{"categories":2201},[82],{"categories":2203},[82],{"categories":2205},[238],{"categories":2207},[144],{"categories":2209},[],{"categories":2211},[82],{"categories":2213},[82],{"categories":2215},[139],{"categories":2217},[158],{"categories":2219},[161],{"categories":2221},[183],{"categories":2223},[147],{"categories":2225},[238],{"categories":2227},[82],{"categories":2229},[144],{"categories":2231},[82],{"categories":2233},[158],{"categories":2235},[],{"categories":2237},[144],{"categories":2239},[144],{"categories":2241},[144],{"categories":2243},[82],{"categories":2245},[82],{"categories":2247},[82],{"categories":2249},[82],{"categories":2251},[82],{"categories":2253},[82],{"categories":2255},[],{"categories":2257},[144],{"categories":2259},[82],{"categories":2261},[82],{"categories":2263},[82],{"categories":2265},[],{"categories":2267},[144],{"categories":2269},[144],{"categories":2271},[82],{"categories":2273},[82],{"categories":2275},[139],{"categories":2277},[82],{"categories":2279},[82],{"categories":2281},[],{"categories":2283},[134],{"categories":2285},[82],{"categories":2287},[82],{"categories":2289},[82],{"categories":2291},[238],{"categories":2293},[82],{"categories":2295},[158],{"categories":2297},[82],{"categories":2299},[134],{"categories":2301},[82],{"categories":2303},[158],{"categories":2305},[273],{"categories":2307},[158],{"categories":2309},[144],{"categories":2311},[82],{"categories":2313},[144],{"categories":2315},[82],{"categories":2317},[82],{"categories":2319},[82],{"categories":2321},[82,238],{"categories":2323},[82],{"categories":2325},[144],{"categories":2327},[183],{"categories":2329},[82],{"categories":2331},[183],{"categories":2333},[144],{"categories":2335},[238],{"categories":2337},[82],{"categories":2339},[],{"categories":2341},[158],{"categories":2343},[316],{"categories":2345},[238],{"categories":2347},[158],{"categories":2349},[82],{"categories":2351},[147],{"categories":2353},[82],{"categories":2355},[82],{"categories":2357},[144],{"categories":2359},[],{"categories":2361},[],{"categories":2363},[82],{"categories":2365},[],{"categories":2367},[],{"categories":2369},[147],{"categories":2371},[158],{"categories":2373},[82],{"categories":2375},[82],{"categories":2377},[144],{"categories":2379},[82],{"categories":2381},[144],{"categories":2383},[139],{"categories":2385},[144],{"categories":2387},[316],{"categories":2389},[82],{"categories":2391},[82],{"categories":2393},[82],{"categories":2395},[172],{"categories":2397},[82],{"categories":2399},[82],{"categories":2401},[82],{"categories":2403},[82],{"categories":2405},[158],{"categories":2407},[144],{"categories":2409},[82],{"categories":2411},[82],{"categories":2413},[82],{"categories":2415},[82],{"categories":2417},[158],{"categories":2419},[449],{"categories":2421},[144],{"categories":2423},[983],{"categories":2425},[],{"categories":2427},[144],{"categories":2429},[238],{"categories":2431},[2017],{"categories":2433},[158],{"categories":2435},[],{"categories":2437},[144],{"categories":2439},[],{"categories":2441},[82],{"categories":2443},[144],{"categories":2445},[],{"categories":2447},[],{"categories":2449},[82],{"categories":2451},[82],{"categories":2453},[273],{"categories":2455},[82],{"categories":2457},[273],{"categories":2459},[82],{"categories":2461},[144],{"categories":2463},[82],{"categories":2465},[82],{"categories":2467},[161],{"categories":2469},[82],{"categories":2471},[158],{"categories":2473},[147],{"categories":2475},[],{"categories":2477},[82],{"categories":2479},[82],{"categories":2481},[82],{"categories":2483},[158],{"categories":2485},[82],{"categories":2487},[1946],{"categories":2489},[144],{"categories":2491},[82],{"categories":2493},[238],{"categories":2495},[238],{"categories":2497},[82],{"categories":2499},[82],{"categories":2501},[144],{"categories":2503},[134],{"categories":2505},[82],{"categories":2507},[82],{"categories":2509},[82],{"categories":2511},[82],{"categories":2513},[238],{"categories":2515},[238],{"categories":2517},[144],{"categories":2519},[144],{"categories":2521},[144],{"categories":2523},[82],{"categories":2525},[82],{"categories":2527},[82],{"categories":2529},[144],{"categories":2531},[],{"categories":2533},[82],{"categories":2535},[],{"categories":2537},[238],{"categories":2539},[2540],"Interaction & Product Design",{"categories":2542},[82],{"categories":2544},[144],{"categories":2546},[158],{"categories":2548},[353],{"categories":2550},[183],{"categories":2552},[158],{"categories":2554},[82],{"categories":2556},[147],{"categories":2558},[82],{"categories":2560},[82],{"categories":2562},[158],{"categories":2564},[82],{"categories":2566},[134],{"categories":2568},[144],{"categories":2570},[82],{"categories":2572},[],{"categories":2574},[144],{"categories":2576},[144],{"categories":2578},[144],{"categories":2580},[],{"categories":2582},[158],{"categories":2584},[82],{"categories":2586},[144],{"categories":2588},[134],{"categories":2590},[2540],{"categories":2592},[82],{"categories":2594},[134],{"categories":2596},[82],{"categories":2598},[134],{"categories":2600},[82],{"categories":2602},[],{"categories":2604},[82],{"categories":2606},[144],{"categories":2608},[158],{"categories":2610},[],{"categories":2612},[144],{"categories":2614},[147],{"categories":2616},[183],{"categories":2618},[82],{"categories":2620},[144],{"categories":2622},[82],{"categories":2624},[144],{"categories":2626},[144],{"categories":2628},[82],{"categories":2630},[82],{"categories":2632},[183],{"categories":2634},[161],{"categories":2636},[82],{"categories":2638},[147],{"categories":2640},[158],{"categories":2642},[2643],"Coding Agents & Dev Productivity",{"categories":2645},[183],{"categories":2647},[238],{"categories":2649},[82],{"categories":2651},[82],{"categories":2653},[],{"categories":2655},[82],{"categories":2657},[82],{"categories":2659},[983],{"categories":2661},[],{"categories":2663},[82],{"categories":2665},[82],{"categories":2667},[316],{"categories":2669},[82],{"categories":2671},[183],{"categories":2673},[],{"categories":2675},[],{"categories":2677},[82],{"categories":2679},[],{"categories":2681},[144],{"categories":2683},[82],{"categories":2685},[144],{"categories":2687},[],{"categories":2689},[158],{"categories":2691},[158],{"categories":2693},[82],{"categories":2695},[161],{"categories":2697},[],{"categories":2699},[82],{"categories":2701},[82],{"categories":2703},[82],{"categories":2705},[161],{"categories":2707},[158],{"categories":2709},[144],{"categories":2711},[],{"categories":2713},[],{"categories":2715},[82],{"categories":2717},[82],{"categories":2719},[82],{"categories":2721},[82],{"categories":2723},[144],{"categories":2725},[144],{"categories":2727},[426],{"categories":2729},[158],{"categories":2731},[147],{"categories":2733},[82],{"categories":2735},[158],{"categories":2737},[144],{"categories":2739},[183],{"categories":2741},[183],{"categories":2743},[144],{"categories":2745},[144],{"categories":2747},[82],{"categories":2749},[134],{"categories":2751},[2540],{"categories":2753},[147],{"categories":2755},[82,316],{"categories":2757},[161],{"categories":2759},[],{"categories":2761},[238],{"categories":2763},[144],{"categories":2765},[158],{"categories":2767},[134],{"categories":2769},[82],{"categories":2771},[144],{"categories":2773},[2774],"The Designer's Role & Craft",{"categories":2776},[238],{"categories":2778},[],{"categories":2780},[144],{"categories":2782},[82],{"categories":2784},[144],{"categories":2786},[144],{"categories":2788},[82],{"categories":2790},[273],{"categories":2792},[82],{"categories":2794},[158],{"categories":2796},[144],{"categories":2798},[82],{"categories":2800},[238],{"categories":2802},[82],{"categories":2804},[],{"categories":2806},[144],{"categories":2808},[238],{"categories":2810},[147],{"categories":2812},[82],{"categories":2814},[144],{"categories":2816},[82],{"categories":2818},[82],{"categories":2820},[82],{"categories":2822},[2823],"AI UX Patterns",{"categories":2825},[144],{"categories":2827},[144],{"categories":2829},[144],{"categories":2831},[82],{"categories":2833},[82],{"categories":2835},[144],{"categories":2837},[273],{"categories":2839},[161],{"categories":2841},[82],{"categories":2843},[144],{"categories":2845},[82],{"categories":2847},[82],{"categories":2849},[1367],{"categories":2851},[],{"categories":2853},[273],{"categories":2855},[144],{"categories":2857},[183],{"categories":2859},[158],{"categories":2861},[82],{"categories":2863},[144],{"categories":2865},[],{"categories":2867},[],{"categories":2869},[82],{"categories":2871},[82],{"categories":2873},[144],{"categories":2875},[82],{"categories":2877},[144],{"categories":2879},[426],{"categories":2881},[238],{"categories":2883},[82],{"categories":2885},[183],{"categories":2887},[158],{"categories":2889},[82],{"categories":2891},[144],{"categories":2893},[144],{"categories":2895},[],{"categories":2897},[82],{"categories":2899},[],{"categories":2901},[82],{"categories":2903},[82],{"categories":2905},[],{"categories":2907},[82],{"categories":2909},[82],{"categories":2911},[82],{"categories":2913},[144],{"categories":2915},[82],{"categories":2917},[158],{"categories":2919},[],{"categories":2921},[],{"categories":2923},[161],{"categories":2925},[172],{"categories":2927},[82],{"categories":2929},[82],{"categories":2931},[82],{"categories":2933},[161],{"categories":2935},[161],{"categories":2937},[82],{"categories":2939},[82],{"categories":2941},[183],{"categories":2943},[82],{"categories":2945},[82],{"categories":2947},[82],{"categories":2949},[144],{"categories":2951},[82],{"categories":2953},[82],{"categories":2955},[144],{"categories":2957},[82],{"categories":2959},[82],{"categories":2961},[82],{"categories":2963},[144],{"categories":2965},[],{"categories":2967},[158],{"categories":2969},[82],{"categories":2971},[],{"categories":2973},[82],{"categories":2975},[82],{"categories":2977},[316],{"categories":2979},[82],{"categories":2981},[],{"categories":2983},[],{"categories":2985},[238],{"categories":2987},[1014],{"categories":2989},[144],{"categories":2991},[134],{"categories":2993},[2774],{"categories":2995},[],{"categories":2997},[],{"categories":2999},[82],{"categories":3001},[],{"categories":3003},[],{"categories":3005},[158],{"categories":3007},[183],{"categories":3009},[273],{"categories":3011},[161],{"categories":3013},[144],{"categories":3015},[139],{"categories":3017},[82],{"categories":3019},[82],{"categories":3021},[82],{"categories":3023},[139],{"categories":3025},[],{"categories":3027},[238],{"categories":3029},[147],{"categories":3031},[82],{"categories":3033},[82],{"categories":3035},[144],{"categories":3037},[139],{"categories":3039},[82],{"categories":3041},[82],{"categories":3043},[134],{"categories":3045},[82],{"categories":3047},[139],{"categories":3049},[82],{"categories":3051},[],{"categories":3053},[134],{"categories":3055},[82],{"categories":3057},[273],{"categories":3059},[82],{"categories":3061},[158],{"categories":3063},[144],{"categories":3065},[183],{"categories":3067},[82],{"categories":3069},[158],{"categories":3071},[82],{"categories":3073},[82],{"categories":3075},[82],{"categories":3077},[82],{"categories":3079},[139],{"categories":3081},[82],{"categories":3083},[82],{"categories":3085},[82],{"categories":3087},[144],{"categories":3089},[82],{"categories":3091},[82],{"categories":3093},[82],{"categories":3095},[],{"categories":3097},[82],{"categories":3099},[158],{"categories":3101},[134],{"categories":3103},[82],{"categories":3105},[82],{"categories":3107},[238],{"categories":3109},[82],{"categories":3111},[],{"categories":3113},[82],{"categories":3115},[511],{"categories":3117},[144],{"categories":3119},[139],{"categories":3121},[82],{"categories":3123},[183],{"categories":3125},[82],{"categories":3127},[82],{"categories":3129},[],{"categories":3131},[139],{"categories":3133},[139],{"categories":3135},[82],{"categories":3137},[82],{"categories":3139},[147],{"categories":3141},[82],{"categories":3143},[82],{"categories":3145},[82],{"categories":3147},[82],{"categories":3149},[158],{"categories":3151},[161],{"categories":3153},[158],{"categories":3155},[82],{"categories":3157},[],{"categories":3159},[82],{"categories":3161},[158],{"categories":3163},[82],{"categories":3165},[158],{"categories":3167},[144],{"categories":3169},[628],{"categories":3171},[],{"categories":3173},[],{"categories":3175},[82],{"categories":3177},[183],{"categories":3179},[],{"categories":3181},[316],{"categories":3183},[82],{"categories":3185},[82],{"categories":3187},[82],{"categories":3189},[238],{"categories":3191},[972],{"categories":3193},[],{"categories":3195},[82],{"categories":3197},[82],{"categories":3199},[82],{"categories":3201},[158],{"categories":3203},[82],{"categories":3205},[82],{"categories":3207},[82],{"categories":3209},[82],{"categories":3211},[82,316],{"categories":3213},[82],{"categories":3215},[82],{"categories":3217},[238],{"categories":3219},[144],{"categories":3221},[],{"categories":3223},[144],{"categories":3225},[144],{"categories":3227},[82],{"categories":3229},[82],{"categories":3231},[82],{"categories":3233},[82],{"categories":3235},[82],{"categories":3237},[161],{"categories":3239},[82],{"categories":3241},[82],{"categories":3243},[2823],{"categories":3245},[134],{"categories":3247},[82],{"categories":3249},[161],{"categories":3251},[134],{"categories":3253},[158],{"categories":3255},[238],{"categories":3257},[144],{"categories":3259},[82],{"categories":3261},[82],{"categories":3263},[],{"categories":3265},[139],{"categories":3267},[82],{"categories":3269},[82],{"categories":3271},[183],{"categories":3273},[82],{"categories":3275},[82],{"categories":3277},[82],{"categories":3279},[144],{"categories":3281},[82],{"categories":3283},[82],{"categories":3285},[238],{"categories":3287},[82],{"categories":3289},[139],{"categories":3291},[],{"categories":3293},[316],{"categories":3295},[147],{"categories":3297},[82],{"categories":3299},[426],{"categories":3301},[238],{"categories":3303},[238],{"categories":3305},[158],{"categories":3307},[144],{"categories":3309},[82],{"categories":3311},[139],{"categories":3313},[183],{"categories":3315},[82],{"categories":3317},[82],{"categories":3319},[82],{"categories":3321},[238],{"categories":3323},[144],{"categories":3325},[82],{"categories":3327},[144],{"categories":3329},[82],{"categories":3331},[144],{"categories":3333},[82],{"categories":3335},[580],{"categories":3337},[82],{"categories":3339},[144],{"categories":3341},[],{"categories":3343},[82],{"categories":3345},[82],{"categories":3347},[82],{"categories":3349},[82],{"categories":3351},[144],{"categories":3353},[],{"categories":3355},[],{"categories":3357},[82],{"categories":3359},[82],{"categories":3361},[144],{"categories":3363},[82],{"categories":3365},[82],{"categories":3367},[82],{"categories":3369},[158],{"categories":3371},[82],{"categories":3373},[82],{"categories":3375},[144],{"categories":3377},[82],{"categories":3379},[82],{"categories":3381},[82],{"categories":3383},[82],{"categories":3385},[82],{"categories":3387},[],{"categories":3389},[158],{"categories":3391},[161],{"categories":3393},[82],{"categories":3395},[144],{"categories":3397},[144],{"categories":3399},[82],{"categories":3401},[82],{"categories":3403},[],{"categories":3405},[],{"categories":3407},[82],{"categories":3409},[82],{"categories":3411},[82],{"categories":3413},[82],{"categories":3415},[183],{"categories":3417},[161],{"categories":3419},[],{"categories":3421},[82],{"categories":3423},[238],{"categories":3425},[82],{"categories":3427},[82],{"categories":3429},[316],{"categories":3431},[2017],{"categories":3433},[82],{"categories":3435},[183],{"categories":3437},[158],{"categories":3439},[82],{"categories":3441},[158],{"categories":3443},[158],{"categories":3445},[82],{"categories":3447},[82],{"categories":3449},[158],{"categories":3451},[183],{"categories":3453},[183],{"categories":3455},[316],{"categories":3457},[144],{"categories":3459},[],{"categories":3461},[183],{"categories":3463},[139],{"categories":3465},[82],{"categories":3467},[144],{"categories":3469},[134],{"categories":3471},[158],{"categories":3473},[82],{"categories":3475},[139],{"categories":3477},[183],{"categories":3479},[],{"categories":3481},[82],{"categories":3483},[158],{"categories":3485},[82],{"categories":3487},[158],{"categories":3489},[161],{"categories":3491},[82],{"categories":3493},[183],{"categories":3495},[82],{"categories":3497},[158],{"categories":3499},[82],{"categories":3501},[144],{"categories":3503},[144],{"categories":3505},[183],{"categories":3507},[144],{"categories":3509},[316],{"categories":3511},[144],{"categories":3513},[82],{"categories":3515},[82],{"categories":3517},[82],{"categories":3519},[82],{"categories":3521},[82],{"categories":3523},[82],{"categories":3525},[158],{"categories":3527},[82],{"categories":3529},[],{"categories":3531},[144],{"categories":3533},[139],{"categories":3535},[158],{"categories":3537},[],{"categories":3539},[],{"categories":3541},[82],{"categories":3543},[144],{"categories":3545},[82],{"categories":3547},[82],{"categories":3549},[82],{"categories":3551},[3552],"Frameworks & Tooling",{"categories":3554},[82],{"categories":3556},[82],{"categories":3558},[158],{"categories":3560},[82],{"categories":3562},[82],{"categories":3564},[],{"categories":3566},[161],{"categories":3568},[161],{"categories":3570},[82],{"categories":3572},[134],{"categories":3574},[82],{"categories":3576},[144],{"categories":3578},[82],{"categories":3580},[238],{"categories":3582},[],{"categories":3584},[2017],{"categories":3586},[82],{"categories":3588},[158],{"categories":3590},[82],{"categories":3592},[316],{"categories":3594},[316],{"categories":3596},[],{"categories":3598},[82],{"categories":3600},[144],{"categories":3602},[144],{"categories":3604},[82],{"categories":3606},[82],{"categories":3608},[183],{"categories":3610},[144],{"categories":3612},[183],{"categories":3614},[82],{"categories":3616},[144],{"categories":3618},[],{"categories":3620},[238],{"categories":3622},[82],{"categories":3624},[82],{"categories":3626},[],{"categories":3628},[82],{"categories":3630},[82],{"categories":3632},[144],{"categories":3634},[82],{"categories":3636},[82],{"categories":3638},[82],{"categories":3640},[],{"categories":3642},[139],{"categories":3644},[158],{"categories":3646},[82],{"categories":3648},[158],{"categories":3650},[316],{"categories":3652},[82],{"categories":3654},[82],{"categories":3656},[82],{"categories":3658},[158],{"categories":3660},[82],{"categories":3662},[139],{"categories":3664},[82],{"categories":3666},[2017],{"categories":3668},[],{"categories":3670},[144],{"categories":3672},[134],{"categories":3674},[82],{"categories":3676},[134],{"categories":3678},[82],{"categories":3680},[],{"categories":3682},[144],{"categories":3684},[82],{"categories":3686},[82],{"categories":3688},[3689],"AI Design Tooling",{"categories":3691},[238],{"categories":3693},[82],{"categories":3695},[82],{"categories":3697},[158],{"categories":3699},[238],{"categories":3701},[82],{"categories":3703},[82],{"categories":3705},[158],{"categories":3707},[144],{"categories":3709},[183],{"categories":3711},[147],{"categories":3713},[158],{"categories":3715},[82],{"categories":3717},[82],{"categories":3719},[82],{"categories":3721},[144],{"categories":3723},[82],{"categories":3725},[],{"categories":3727},[144],{"categories":3729},[82],{"categories":3731},[82],{"categories":3733},[144],{"categories":3735},[82],{"categories":3737},[82],{"categories":3739},[82],{"categories":3741},[144],{"categories":3743},[],{"categories":3745},[144],{"categories":3747},[3552],{"categories":3749},[82],{"categories":3751},[82],{"categories":3753},[144],{"categories":3755},[144],{"categories":3757},[158],{"categories":3759},[158],{"categories":3761},[82],{"categories":3763},[82],{"categories":3765},[],{"categories":3767},[158],{"categories":3769},[82],{"categories":3771},[82],{"categories":3773},[144],{"categories":3775},[139],{"categories":3777},[82],{"categories":3779},[],{"categories":3781},[82],{"categories":3783},[82],{"categories":3785},[2540],{"categories":3787},[],{"categories":3789},[82],{"categories":3791},[82],{"categories":3793},[82],{"categories":3795},[82],{"categories":3797},[238],{"categories":3799},[82],{"categories":3801},[],{"categories":3803},[82],{"categories":3805},[82],{"categories":3807},[82],{"categories":3809},[82],{"categories":3811},[273],{"categories":3813},[183],{"categories":3815},[82],{"categories":3817},[82],{"categories":3819},[2017],{"categories":3821},[82],{"categories":3823},[134],{"categories":3825},[82],{"categories":3827},[82],{"categories":3829},[161],{"categories":3831},[144],{"categories":3833},[82],{"categories":3835},[82],{"categories":3837},[183],{"categories":3839},[144],{"categories":3841},[147],{"categories":3843},[],{"categories":3845},[82],{"categories":3847},[82],{"categories":3849},[238],{"categories":3851},[82],{"categories":3853},[273],{"categories":3855},[144],{"categories":3857},[82],{"categories":3859},[144],{"categories":3861},[82],{"categories":3863},[],{"categories":3865},[],{"categories":3867},[],{"categories":3869},[134],{"categories":3871},[183],{"categories":3873},[144],{"categories":3875},[82],{"categories":3877},[82],{"categories":3879},[82],{"categories":3881},[82],{"categories":3883},[82],{"categories":3885},[449],{"categories":3887},[82],{"categories":3889},[238],{"categories":3891},[144],{"categories":3893},[82],{"categories":3895},[],{"categories":3897},[82],{"categories":3899},[144],{"categories":3901},[144],{"categories":3903},[],{"categories":3905},[82],{"categories":3907},[144],{"categories":3909},[82],{"categories":3911},[],{"categories":3913},[147],{"categories":3915},[82],{"categories":3917},[82],{"categories":3919},[82],{"categories":3921},[183],{"categories":3923},[238],{"categories":3925},[144],{"categories":3927},[238],{"categories":3929},[144],{"categories":3931},[82],{"categories":3933},[139],{"categories":3935},[],{"categories":3937},[],{"categories":3939},[82],{"categories":3941},[82],{"categories":3943},[82],{"categories":3945},[134],{"categories":3947},[82],{"categories":3949},[144],{"categories":3951},[183],{"categories":3953},[],{"categories":3955},[238],{"categories":3957},[144],{"categories":3959},[],{"categories":3961},[158],{"categories":3963},[82],{"categories":3965},[158],{"categories":3967},[238],{"categories":3969},[158],{"categories":3971},[82],{"categories":3973},[],{"categories":3975},[82],{"categories":3977},[82],{"categories":3979},[144],{"categories":3981},[],{"categories":3983},[82],{"categories":3985},[82],{"categories":3987},[273],{"categories":3989},[82],{"categories":3991},[82],{"categories":3993},[82],{"categories":3995},[316],{"categories":3997},[158],{"categories":3999},[82],{"categories":4001},[144],{"categories":4003},[],{"categories":4005},[82],{"categories":4007},[144],{"categories":4009},[82],{"categories":4011},[134],{"categories":4013},[580],{"categories":4015},[82],{"categories":4017},[82],{"categories":4019},[82],{"categories":4021},[144],{"categories":4023},[82],{"categories":4025},[144],{"categories":4027},[82],{"categories":4029},[82],{"categories":4031},[82],{"categories":4033},[144],{"categories":4035},[147],{"categories":4037},[82],{"categories":4039},[82],{"categories":4041},[],{"categories":4043},[82],{"categories":4045},[82],{"categories":4047},[134],{"categories":4049},[82],{"categories":4051},[139],{"categories":4053},[158],{"categories":4055},[238],{"categories":4057},[],{"categories":4059},[82],{"categories":4061},[],{"categories":4063},[144],{"categories":4065},[82],{"categories":4067},[144],{"categories":4069},[],{"categories":4071},[144],{"categories":4073},[82],{"categories":4075},[158],{"categories":4077},[238],{"categories":4079},[183],{"categories":4081},[82],{"categories":4083},[183],{"categories":4085},[144],{"categories":4087},[82],{"categories":4089},[238],{"categories":4091},[82],{"categories":4093},[],{"categories":4095},[82],{"categories":4097},[172],{"categories":4099},[144],{"categories":4101},[82],{"categories":4103},[238],{"categories":4105},[183],{"categories":4107},[82],{"categories":4109},[139],{"categories":4111},[158],{"categories":4113},[82],{"categories":4115},[82],{"categories":4117},[82],{"categories":4119},[82],{"categories":4121},[147],{"categories":4123},[82],{"categories":4125},[183],{"categories":4127},[158],{"categories":4129},[273],{"categories":4131},[],{"categories":4133},[],{"categories":4135},[161],{"categories":4137},[511],{"categories":4139},[82],{"categories":4141},[144],{"categories":4143},[82,158],{"categories":4145},[183],{"categories":4147},[82],{"categories":4149},[82],{"categories":4151},[82],{"categories":4153},[82],{"categories":4155},[82],{"categories":4157},[82],{"categories":4159},[82],{"categories":4161},[139],{"categories":4163},[144],{"categories":4165},[82],{"categories":4167},[82],{"categories":4169},[144],{"categories":4171},[82],{"categories":4173},[82],{"categories":4175},[82],{"categories":4177},[],{"categories":4179},[82],{"categories":4181},[1367],{"categories":4183},[158],{"categories":4185},[238],{"categories":4187},[82],{"categories":4189},[82],{"categories":4191},[82],{"categories":4193},[82],{"categories":4195},[161],{"categories":4197},[144],{"categories":4199},[273],{"categories":4201},[316],{"categories":4203},[],{"categories":4205},[158],{"categories":4207},[82],{"categories":4209},[139],{"categories":4211},[144],{"categories":4213},[82],{"categories":4215},[134],{"categories":4217},[144],{"categories":4219},[82],{"categories":4221},[144],{"categories":4223},[144],{"categories":4225},[147],{"categories":4227},[158],{"categories":4229},[82],{"categories":4231},[82],{"categories":4233},[],{"categories":4235},[],{"categories":4237},[],{"categories":4239},[316],{"categories":4241},[82],{"categories":4243},[183],{"categories":4245},[82],{"categories":4247},[82],{"categories":4249},[82],{"categories":4251},[82],{"categories":4253},[158],{"categories":4255},[82],{"categories":4257},[],{"categories":4259},[82],{"categories":4261},[161],{"categories":4263},[139],{"categories":4265},[144],{"categories":4267},[82],{"categories":4269},[],{"categories":4271},[82],{"categories":4273},[144],{"categories":4275},[158],{"categories":4277},[82],{"categories":4279},[82],{"categories":4281},[82],{"categories":4283},[316],{"categories":4285},[],{"categories":4287},[238],{"categories":4289},[238],{"categories":4291},[82],{"categories":4293},[144],{"categories":4295},[],{"categories":4297},[158],{"categories":4299},[82],{"categories":4301},[238],{"categories":4303},[82],{"categories":4305},[139],{"categories":4307},[144],{"categories":4309},[82],{"categories":4311},[],{"categories":4313},[183],{"categories":4315},[82],{"categories":4317},[82],{"categories":4319},[82],{"categories":4321},[82],{"categories":4323},[82],{"categories":4325},[238],{"categories":4327},[144],{"categories":4329},[183],{"categories":4331},[],{"categories":4333},[144],{"categories":4335},[82],{"categories":4337},[139],{"categories":4339},[144],{"categories":4341},[238],{"categories":4343},[82],{"categories":4345},[82],{"categories":4347},[82],{"categories":4349},[511],{"categories":4351},[82],{"categories":4353},[144],{"categories":4355},[],{"categories":4357},[82],{"categories":4359},[82],{"categories":4361},[316],{"categories":4363},[183],{"categories":4365},[161],{"categories":4367},[628],{"categories":4369},[161],{"categories":4371},[161],{"categories":4373},[82],{"categories":4375},[],{"categories":4377},[],{"categories":4379},[],{"categories":4381},[144],{"categories":4383},[82],{"categories":4385},[82],{"categories":4387},[144],{"categories":4389},[144],{"categories":4391},[158],{"categories":4393},[82],{"categories":4395},[482],{"categories":4397},[158],{"categories":4399},[82],{"categories":4401},[144],{"categories":4403},[82],{"categories":4405},[82],{"categories":4407},[82],{"categories":4409},[139],{"categories":4411},[82],{"categories":4413},[82],{"categories":4415},[82],{"categories":4417},[82],{"categories":4419},[144],{"categories":4421},[147],{"categories":4423},[82],{"categories":4425},[],{"categories":4427},[],{"categories":4429},[82],{"categories":4431},[],{"categories":4433},[82],{"categories":4435},[144],{"categories":4437},[238],{"categories":4439},[82],{"categories":4441},[82],{"categories":4443},[144],{"categories":4445},[],{"categories":4447},[144],{"categories":4449},[144],{"categories":4451},[82],{"categories":4453},[82],{"categories":4455},[82],{"categories":4457},[147],{"categories":4459},[82],{"categories":4461},[238],{"categories":4463},[82],{"categories":4465},[144],{"categories":4467},[139],{"categories":4469},[82],{"categories":4471},[82],{"categories":4473},[144],{"categories":4475},[82],{"categories":4477},[273],{"categories":4479},[144],{"categories":4481},[82],{"categories":4483},[82],{"categories":4485},[82],{"categories":4487},[972],{"categories":4489},[82],{"categories":4491},[144],{"categories":4493},[82],{"categories":4495},[158],{"categories":4497},[82],{"categories":4499},[580],{"categories":4501},[238],{"categories":4503},[],{"categories":4505},[82],{"categories":4507},[82],{"categories":4509},[183],{"categories":4511},[511],{"categories":4513},[144],{"categories":4515},[82],{"categories":4517},[],{"categories":4519},[183],{"categories":4521},[426],{"categories":4523},[144],{"categories":4525},[144],{"categories":4527},[144],{"categories":4529},[82],{"categories":4531},[82],{"categories":4533},[144],{"categories":4535},[82],{"categories":4537},[],{"categories":4539},[139],{"categories":4541},[82],{"categories":4543},[238],{"categories":4545},[139],{"categories":4547},[144],{"categories":4549},[158],{"categories":4551},[],{"categories":4553},[158],{"categories":4555},[82],{"categories":4557},[82],{"categories":4559},[134],{"categories":4561},[82],{"categories":4563},[183],{"categories":4565},[316],{"categories":4567},[172],{"categories":4569},[144],{"categories":4571},[144],{"categories":4573},[82],{"categories":4575},[82],{"categories":4577},[144],{"categories":4579},[82],{"categories":4581},[134],{"categories":4583},[],{"categories":4585},[144],{"categories":4587},[82],{"categories":4589},[82],{"categories":4591},[82],{"categories":4593},[144],{"categories":4595},[82],{"categories":4597},[],{"categories":4599},[82],{"categories":4601},[],{"categories":4603},[238],{"categories":4605},[144],{"categories":4607},[144],{"categories":4609},[82,139],{"categories":4611},[144],{"categories":4613},[82],{"categories":4615},[],{"categories":4617},[134],{"categories":4619},[161],{"categories":4621},[139],{"categories":4623},[144],{"categories":4625},[82],{"categories":4627},[158],{"categories":4629},[82],{"categories":4631},[82],{"categories":4633},[144],{"categories":4635},[82],{"categories":4637},[82],{"categories":4639},[82],{"categories":4641},[183],{"categories":4643},[1367],{"categories":4645},[144],{"categories":4647},[82],{"categories":4649},[],{"categories":4651},[],{"categories":4653},[82],{"categories":4655},[144],{"categories":4657},[82],{"categories":4659},[82],{"categories":4661},[316],{"categories":4663},[],{"categories":4665},[82],{"categories":4667},[144],{"categories":4669},[172],{"categories":4671},[144],{"categories":4673},[82],{"categories":4675},[511],{"categories":4677},[],{"categories":4679},[449],{"categories":4681},[82],{"categories":4683},[144],{"categories":4685},[82],{"categories":4687},[82],{"categories":4689},[82],{"categories":4691},[273],{"categories":4693},[82],{"categories":4695},[144],{"categories":4697},[82],{"categories":4699},[161],{"categories":4701},[147],{"categories":4703},[144],{"categories":4705},[82],{"categories":4707},[511],{"categories":4709},[82],{"categories":4711},[316],{"categories":4713},[139],{"categories":4715},[],{"categories":4717},[82],{"categories":4719},[82],{"categories":4721},[82],{"categories":4723},[273],{"categories":4725},[238],{"categories":4727},[82],{"categories":4729},[82],{"categories":4731},[82],{"categories":4733},[],{"categories":4735},[273],{"categories":4737},[183],{"categories":4739},[82],{"categories":4741},[82],{"categories":4743},[82],{"categories":4745},[628],{"categories":4747},[134],{"categories":4749},[82],{"categories":4751},[147],{"categories":4753},[82],{"categories":4755},[82],{"categories":4757},[],{"categories":4759},[],{"categories":4761},[238],{"categories":4763},[82],{"categories":4765},[82],{"categories":4767},[161],{"categories":4769},[273],{"categories":4771},[144],{"categories":4773},[82],{"categories":4775},[82],{"categories":4777},[273],{"categories":4779},[139],{"categories":4781},[183],{"categories":4783},[82],{"categories":4785},[82],{"categories":4787},[],{"categories":4789},[82],{"categories":4791},[82],{"categories":4793},[],{"categories":4795},[82],{"categories":4797},[82],{"categories":4799},[655],{"categories":4801},[82],{"categories":4803},[82],{"categories":4805},[144],{"categories":4807},[158],{"categories":4809},[511],{"categories":4811},[82],{"categories":4813},[139],{"categories":4815},[82],{"categories":4817},[82],{"categories":4819},[],{"categories":4821},[82,158],{"categories":4823},[183],{"categories":4825},[144],{"categories":4827},[158],{"categories":4829},[144],{"categories":4831},[1014],{"categories":4833},[158],{"categories":4835},[158],{"categories":4837},[144],{"categories":4839},[82],{"categories":4841},[134],{"categories":4843},[82],{"categories":4845},[],{"categories":4847},[],{"categories":4849},[144],{"categories":4851},[82],{"categories":4853},[158],{"categories":4855},[144],{"categories":4857},[82],{"categories":4859},[134],{"categories":4861},[158],{"categories":4863},[158],{"categories":4865},[82],{"categories":4867},[273],{"categories":4869},[82],{"categories":4871},[82],{"categories":4873},[158],{"categories":4875},[82],{"categories":4877},[],{"categories":4879},[82],{"categories":4881},[82],{"categories":4883},[238,82],{"categories":4885},[316],{"categories":4887},[134],{"categories":4889},[82],{"categories":4891},[],{"categories":4893},[82],{"categories":4895},[82],{"categories":4897},[139],{"categories":4899},[82],{"categories":4901},[139],{"categories":4903},[82],{"categories":4905},[82],{"categories":4907},[426],{"categories":4909},[82],{"categories":4911},[139],{"categories":4913},[158],{"categories":4915},[161],{"categories":4917},[144],{"categories":4919},[82],{"categories":4921},[158],{"categories":4923},[82],{"categories":4925},[82],{"categories":4927},[183],{"categories":4929},[82],{"categories":4931},[273],{"categories":4933},[238],{"categories":4935},[82],{"categories":4937},[82],{"categories":4939},[147],{"categories":4941},[82],{"categories":4943},[82],{"categories":4945},[134],{"categories":4947},[82],{"categories":4949},[144],{"categories":4951},[144],{"categories":4953},[158],{"categories":4955},[82],{"categories":4957},[183],{"categories":4959},[158],{"categories":4961},[158],{"categories":4963},[82],{"categories":4965},[82],{"categories":4967},[],{"categories":4969},[],{"categories":4971},[161],{"categories":4973},[82],{"categories":4975},[158],{"categories":4977},[82],{"categories":4979},[238],{"categories":4981},[511],{"categories":4983},[449],{"categories":4985},[426],{"categories":4987},[82],{"categories":4989},[82],{"categories":4991},[158],{"categories":4993},[82],{"categories":4995},[161],{"categories":4997},[82],{"categories":4999},[82],{"categories":5001},[82],{"categories":5003},[82],{"categories":5005},[82],{"categories":5007},[82],{"categories":5009},[82],{"categories":5011},[144],{"categories":5013},[134],{"categories":5015},[147],{"categories":5017},[144],{"categories":5019},[82,139],{"categories":5021},[],{"categories":5023},[238],{"categories":5025},[],{"categories":5027},[147],{"categories":5029},[82],{"categories":5031},[183],{"categories":5033},[134],{"categories":5035},[82],{"categories":5037},[147],{"categories":5039},[134],{"categories":5041},[144],{"categories":5043},[161],{"categories":5045},[144],{"categories":5047},[139],{"categories":5049},[147],{"categories":5051},[82],{"categories":5053},[144],{"categories":5055},[82],{"categories":5057},[147],{"categories":5059},[82],{"categories":5061},[82],{"categories":5063},[139],{"categories":5065},[144],{"categories":5067},[158],{"categories":5069},[273],{"categories":5071},[82],{"categories":5073},[82],{"categories":5075},[],{"categories":5077},[183],{"categories":5079},[82],{"categories":5081},[82],{"categories":5083},[82],{"categories":5085},[82],{"categories":5087},[82],{"categories":5089},[82],{"categories":5091},[158],{"categories":5093},[183],{"categories":5095},[158],{"categories":5097},[158],{"categories":5099},[82],{"categories":5101},[82],{"categories":5103},[82],{"categories":5105},[82],{"categories":5107},[449],{"categories":5109},[82],{"categories":5111},[144],{"categories":5113},[144],{"categories":5115},[183],{"categories":5117},[82],{"categories":5119},[82],{"categories":5121},[82],{"categories":5123},[144],{"categories":5125},[82],{"categories":5127},[82],{"categories":5129},[82],{"categories":5131},[3552],{"categories":5133},[5134],"Clinical AI",{"categories":5136},[238],{"categories":5138},[82],{"categories":5140},[82],{"categories":5142},[82],{"categories":5144},[82],{"categories":5146},[316],{"categories":5148},[2823],{"categories":5150},[82],{"categories":5152},[147],{"categories":5154},[238],{"categories":5156},[82],{"categories":5158},[144],{"categories":5160},[82],{"categories":5162},[82],{"categories":5164},[183],{"categories":5166},[82],{"categories":5168},[144],{"categories":5170},[158],{"categories":5172},[273],{"categories":5174},[82],{"categories":5176},[82],{"categories":5178},[139],{"categories":5180},[82],{"categories":5182},[82],{"categories":5184},[580],{"categories":5186},[82],{"categories":5188},[],{"categories":5190},[144],{"categories":5192},[82],{"categories":5194},[158],{"categories":5196},[134],{"categories":5198},[82],{"categories":5200},[],{"categories":5202},[],{"categories":5204},[82],{"categories":5206},[],{"categories":5208},[139],{"categories":5210},[82],{"categories":5212},[144],{"categories":5214},[82],{"categories":5216},[144],{"categories":5218},[144],{"categories":5220},[82],{"categories":5222},[183],{"categories":5224},[183],{"categories":5226},[183],{"categories":5228},[183],{"categories":5230},[],{"categories":5232},[134],{"categories":5234},[144],{"categories":5236},[183],{"categories":5238},[82],{"categories":5240},[655],{"categories":5242},[147],{"categories":5244},[144],{"categories":5246},[82],{"categories":5248},[134],{"categories":5250},[82],{"categories":5252},[144],{"categories":5254},[82],{"categories":5256},[82],{"categories":5258},[82],{"categories":5260},[82],{"categories":5262},[82],{"categories":5264},[82,144],{"categories":5266},[144],{"categories":5268},[316],{"categories":5270},[82],{"categories":5272},[183],{"categories":5274},[144],{"categories":5276},[183],{"categories":5278},[144],{"categories":5280},[82],{"categories":5282},[],{"categories":5284},[183],{"categories":5286},[273],{"categories":5288},[134],{"categories":5290},[82],{"categories":5292},[82],{"categories":5294},[],{"categories":5296},[158],{"categories":5298},[],{"categories":5300},[134],{"categories":5302},[144],{"categories":5304},[183],{"categories":5306},[82],{"categories":5308},[183],{"categories":5310},[134],{"categories":5312},[183],{"categories":5314},[183],{"categories":5316},[],{"categories":5318},[139],{"categories":5320},[144],{"categories":5322},[183],{"categories":5324},[183],{"categories":5326},[183],{"categories":5328},[183],{"categories":5330},[183],{"categories":5332},[183],{"categories":5334},[183],{"categories":5336},[183],{"categories":5338},[183],{"categories":5340},[183],{"categories":5342},[161],{"categories":5344},[134],{"categories":5346},[82],{"categories":5348},[82],{"categories":5350},[144],{"categories":5352},[144],{"categories":5354},[],{"categories":5356},[82],{"categories":5358},[82,134],{"categories":5360},[],{"categories":5362},[144],{"categories":5364},[82],{"categories":5366},[183],{"categories":5368},[144],{"categories":5370},[144],{"categories":5372},[1014],{"categories":5374},[82],{"categories":5376},[82],{"categories":5378},[82],{"categories":5380},[82],{"categories":5382},[147],{"categories":5384},[82],{"categories":5386},[82],{"categories":5388},[426],{"categories":5390},[82],{"categories":5392},[82],{"categories":5394},[144],{"categories":5396},[82],{"categories":5398},[82],{"categories":5400},[82],{"categories":5402},[82],{"categories":5404},[139],{"categories":5406},[147],{"categories":5408},[144],{"categories":5410},[144],{"categories":5412},[],{"categories":5414},[144],{"categories":5416},[238],{"categories":5418},[183],{"categories":5420},[82],{"categories":5422},[],{"categories":5424},[82],{"categories":5426},[147],{"categories":5428},[147],{"categories":5430},[],{"categories":5432},[158],{"categories":5434},[82],{"categories":5436},[144],{"categories":5438},[238],{"categories":5440},[82],{"categories":5442},[82],{"categories":5444},[],{"categories":5446},[82],{"categories":5448},[82],{"categories":5450},[],{"categories":5452},[273],{"categories":5454},[82],{"categories":5456},[144],{"categories":5458},[],{"categories":5460},[],{"categories":5462},[82],{"categories":5464},[183],{"categories":5466},[134],{"categories":5468},[82],{"categories":5470},[82],{"categories":5472},[139],{"categories":5474},[82],{"categories":5476},[82],{"categories":5478},[144],{"categories":5480},[82],{"categories":5482},[139],{"categories":5484},[139],{"categories":5486},[238],{"categories":5488},[],{"categories":5490},[82],{"categories":5492},[139],{"categories":5494},[183],{"categories":5496},[],{"categories":5498},[82],{"categories":5500},[82],{"categories":5502},[238],{"categories":5504},[82],{"categories":5506},[82],{"categories":5508},[273],{"categories":5510},[82],{"categories":5512},[316],{"categories":5514},[],{"categories":5516},[144],{"categories":5518},[82],{"categories":5520},[273],{"categories":5522},[158],{"categories":5524},[],{"categories":5526},[82],{"categories":5528},[],{"categories":5530},[144],{"categories":5532},[238],{"categories":5534},[158],{"categories":5536},[],{"categories":5538},[3552],{"categories":5540},[139],{"categories":5542},[134],{"categories":5544},[82],{"categories":5546},[144],{"categories":5548},[161],{"categories":5550},[144],{"categories":5552},[82],{"categories":5554},[238],{"categories":5556},[82],{"categories":5558},[82],{"categories":5560},[158],{"categories":5562},[],{"categories":5564},[],{"categories":5566},[82],{"categories":5568},[134],{"categories":5570},[82],{"categories":5572},[273],{"categories":5574},[],{"categories":5576},[144],{"categories":5578},[144],{"categories":5580},[82],{"categories":5582},[144],{"categories":5584},[82],{"categories":5586},[183],{"categories":5588},[82],{"categories":5590},[158],{"categories":5592},[82],{"categories":5594},[82],{"categories":5596},[144],{"categories":5598},[147],{"categories":5600},[82],{"categories":5602},[82],{"categories":5604},[82],{"categories":5606},[82],{"categories":5608},[144],{"categories":5610},[82],{"categories":5612},[147],{"categories":5614},[273],{"categories":5616},[183],{"categories":5618},[],{"categories":5620},[273],{"categories":5622},[82],{"categories":5624},[],{"categories":5626},[158],{"categories":5628},[144],{"categories":5630},[],{"categories":5632},[82],{"categories":5634},[82],{"categories":5636},[82],{"categories":5638},[82],{"categories":5640},[82],{"categories":5642},[144],{"categories":5644},[139],{"categories":5646},[134],{"categories":5648},[82],{"categories":5650},[82],{"categories":5652},[144],{"categories":5654},[82],{"categories":5656},[238],{"categories":5658},[158],{"categories":5660},[158],{"categories":5662},[82],{"categories":5664},[161],{"categories":5666},[144],{"categories":5668},[82],{"categories":5670},[82],{"categories":5672},[144],{"categories":5674},[82],{"categories":5676},[82],{"categories":5678},[82],{"categories":5680},[144],{"categories":5682},[139],{"categories":5684},[82],{"categories":5686},[238],{"categories":5688},[158],{"categories":5690},[144],{"categories":5692},[82],{"categories":5694},[147],{"categories":5696},[82],{"categories":5698},[147],{"categories":5700},[144],{"categories":5702},[82],{"categories":5704},[82],{"categories":5706},[183],{"categories":5708},[82],{"categories":5710},[],{"categories":5712},[134],{"categories":5714},[82],{"categories":5716},[82],{"categories":5718},[82],{"categories":5720},[158],{"categories":5722},[158],{"categories":5724},[82],{"categories":5726},[158],{"categories":5728},[82],{"categories":5730},[144],{"categories":5732},[82],{"categories":5734},[82],{"categories":5736},[82],{"categories":5738},[82],{"categories":5740},[82],{"categories":5742},[],{"categories":5744},[82],{"categories":5746},[238],{"categories":5748},[144],{"categories":5750},[139],{"categories":5752},[183],{"categories":5754},[82],{"categories":5756},[144],{"categories":5758},[82],{"categories":5760},[144],{"categories":5762},[82],{"categories":5764},[82],{"categories":5766},[238],{"categories":5768},[144],{"categories":5770},[82],{"categories":5772},[273],{"categories":5774},[139],{"categories":5776},[82],{"categories":5778},[161],{"categories":5780},[82],{"categories":5782},[144],{"categories":5784},[82],{"categories":5786},[183],{"categories":5788},[82],{"categories":5790},[82],{"categories":5792},[82],{"categories":5794},[82],{"categories":5796},[144],{"categories":5798},[316],{"categories":5800},[82],{"categories":5802},[158],{"categories":5804},[144],{"categories":5806},[161],{"categories":5808},[],{"categories":5810},[144],{"categories":5812},[158],{"categories":5814},[82],{"categories":5816},[82],{"categories":5818},[82],{"categories":5820},[2643],{"categories":5822},[82],{"categories":5824},[238],{"categories":5826},[353],{"categories":5828},[82],{"categories":5830},[82],{"categories":5832},[82],{"categories":5834},[82],{"categories":5836},[82],{"categories":5838},[134],{"categories":5840},[144],{"categories":5842},[82],{"categories":5844},[82],{"categories":5846},[158],{"categories":5848},[139],{"categories":5850},[82],{"categories":5852},[82],{"categories":5854},[158],{"categories":5856},[82],{"categories":5858},[],{"categories":5860},[144],{"categories":5862},[144],{"categories":5864},[82],{"categories":5866},[82],{"categories":5868},[82],{"categories":5870},[161],{"categories":5872},[],{"categories":5874},[183],{"categories":5876},[],{"categories":5878},[183],{"categories":5880},[82],{"categories":5882},[82],{"categories":5884},[82],{"categories":5886},[144],{"categories":5888},[82],{"categories":5890},[144],{"categories":5892},[144],{"categories":5894},[],{"categories":5896},[82],{"categories":5898},[183],{"categories":5900},[82],{"categories":5902},[],{"categories":5904},[82],{"categories":5906},[238],{"categories":5908},[82],{"categories":5910},[],{"categories":5912},[82],{"categories":5914},[82],{"categories":5916},[238],{"categories":5918},[158],{"categories":5920},[144],{"categories":5922},[82],{"categories":5924},[82],{"categories":5926},[82],{"categories":5928},[82],{"categories":5930},[82],{"categories":5932},[273],{"categories":5934},[82],{"categories":5936},[82],{"categories":5938},[82],{"categories":5940},[134],{"categories":5942},[82],{"categories":5944},[82],{"categories":5946},[],{"categories":5948},[82],{"categories":5950},[82],{"categories":5952},[82],{"categories":5954},[],{"categories":5956},[144],{"categories":5958},[134],{"categories":5960},[82],{"categories":5962},[82],{"categories":5964},[82],{"categories":5966},[144],{"categories":5968},[82],{"categories":5970},[183],{"categories":5972},[82],{"categories":5974},[158],{"categories":5976},[147],{"categories":5978},[144],{"categories":5980},[511],{"categories":5982},[82],{"categories":5984},[82],{"categories":5986},[82],{"categories":5988},[82],{"categories":5990},[158],{"categories":5992},[183],{"categories":5994},[238],{"categories":5996},[82],{"categories":5998},[82],{"categories":6000},[82],{"categories":6002},[82],{"categories":6004},[82],{"categories":6006},[82],{"categories":6008},[183],{"categories":6010},[82],{"categories":6012},[238],{"categories":6014},[82],{"categories":6016},[82],{"categories":6018},[183],{"categories":6020},[238],{"categories":6022},[82],{"categories":6024},[183],{"categories":6026},[82],{"categories":6028},[144],{"categories":6030},[144],{"categories":6032},[144],{"categories":6034},[82],{"categories":6036},[158],{"categories":6038},[183],{"categories":6040},[144],{"categories":6042},[144],{"categories":6044},[82],{"categories":6046},[158],{"categories":6048},[238],{"categories":6050},[82],{"categories":6052},[82],{"categories":6054},[144],{"categories":6056},[82],{"categories":6058},[],{"categories":6060},[144],{"categories":6062},[],{"categories":6064},[82],{"categories":6066},[82],{"categories":6068},[],{"categories":6070},[],{"categories":6072},[144],{"categories":6074},[139],{"categories":6076},[144],{"categories":6078},[6079],"Liability & Ethics",{"categories":6081},[82],{"categories":6083},[82],{"categories":6085},[82],{"categories":6087},[144],{"categories":6089},[134],{"categories":6091},[144],{"categories":6093},[139],{"categories":6095},[273],{"categories":6097},[82],{"categories":6099},[144],{"categories":6101},[82],{"categories":6103},[82],{"categories":6105},[82],{"categories":6107},[],{"categories":6109},[628],{"categories":6111},[144],{"categories":6113},[],{"categories":6115},[82],{"categories":6117},[134],{"categories":6119},[144],{"categories":6121},[82],{"categories":6123},[],{"categories":6125},[144],{"categories":6127},[82],{"categories":6129},[82],{"categories":6131},[158],{"categories":6133},[82],{"categories":6135},[183],{"categories":6137},[82],{"categories":6139},[82],{"categories":6141},[147],{"categories":6143},[82],{"categories":6145},[144],{"categories":6147},[82],{"categories":6149},[82],{"categories":6151},[82],{"categories":6153},[183],{"categories":6155},[144],{"categories":6157},[158],{"categories":6159},[238],{"categories":6161},[134],{"categories":6163},[82],{"categories":6165},[82],{"categories":6167},[82],{"categories":6169},[],{"categories":6171},[144],{"categories":6173},[144],{"categories":6175},[144],{"categories":6177},[511],{"categories":6179},[144],{"categories":6181},[238],{"categories":6183},[144],{"categories":6185},[316],{"categories":6187},[158],{"categories":6189},[183],{"categories":6191},[82],{"categories":6193},[238],{"categories":6195},[82],{"categories":6197},[134],{"categories":6199},[82],{"categories":6201},[],{"categories":6203},[82],{"categories":6205},[144],{"categories":6207},[82],{"categories":6209},[82],{"categories":6211},[82],{"categories":6213},[82],{"categories":6215},[144],{"categories":6217},[82],{"categories":6219},[82],{"categories":6221},[238],{"categories":6223},[144],{"categories":6225},[],{"categories":6227},[144],{"categories":6229},[147],{"categories":6231},[82],{"categories":6233},[183],{"categories":6235},[144],{"categories":6237},[139],{"categories":6239},[],{"categories":6241},[82],{"categories":6243},[82],{"categories":6245},[147],{"categories":6247},[82],{"categories":6249},[144],{"categories":6251},[183],{"categories":6253},[134],{"categories":6255},[316],{"categories":6257},[82],{"categories":6259},[82],{"categories":6261},[82],{"categories":6263},[183],{"categories":6265},[139],{"categories":6267},[82],{"categories":6269},[238],{"categories":6271},[183],{"categories":6273},[316],{"categories":6275},[82],{"categories":6277},[144],{"categories":6279},[],{"categories":6281},[580],{"categories":6283},[],{"categories":6285},[82],{"categories":6287},[316],{"categories":6289},[82],{"categories":6291},[161],{"categories":6293},[82],{"categories":6295},[144],{"categories":6297},[144],{"categories":6299},[6300],"Design News & Tools",{"categories":6302},[82],{"categories":6304},[82],{"categories":6306},[183],{"categories":6308},[82],{"categories":6310},[82],{"categories":6312},[82],{"categories":6314},[134],{"categories":6316},[144],{"categories":6318},[82],{"categories":6320},[238],{"categories":6322},[144],{"categories":6324},[144],{"categories":6326},[238],{"categories":6328},[82],{"categories":6330},[82],{"categories":6332},[82],{"categories":6334},[511],{"categories":6336},[144],{"categories":6338},[82],{"categories":6340},[144],{"categories":6342},[82],{"categories":6344},[82],{"categories":6346},[511],{"categories":6348},[82],{"categories":6350},[273],{"categories":6352},[82],{"categories":6354},[144],{"categories":6356},[144],{"categories":6358},[],{"categories":6360},[82],{"categories":6362},[82],{"categories":6364},[82],{"categories":6366},[183],{"categories":6368},[82],{"categories":6370},[134],{"categories":6372},[],{"categories":6374},[82],{"categories":6376},[82],{"categories":6378},[82],{"categories":6380},[158],{"categories":6382},[655],{"categories":6384},[158],{"categories":6386},[238],{"categories":6388},[82],{"categories":6390},[82,144],{"categories":6392},[273,139],{"categories":6394},[158],{"categories":6396},[82],{"categories":6398},[82],{"categories":6400},[82],{"categories":6402},[82],{"categories":6404},[],{"categories":6406},[158],{"categories":6408},[144],{"categories":6410},[82],{"categories":6412},[82],{"categories":6414},[],{"categories":6416},[82],{"categories":6418},[158],{"categories":6420},[82],{"categories":6422},[158],{"categories":6424},[82],{"categories":6426},[],{"categories":6428},[144],{"categories":6430},[82],{"categories":6432},[139],{"categories":6434},[82],{"categories":6436},[183],{"categories":6438},[82],{"categories":6440},[],{"categories":6442},[82],{"categories":6444},[144],{"categories":6446},[82],{"categories":6448},[],{"categories":6450},[238],{"categories":6452},[82],{"categories":6454},[82],{"categories":6456},[144],{"categories":6458},[82],{"categories":6460},[82],{"categories":6462},[82],{"categories":6464},[134],{"categories":6466},[82],{"categories":6468},[144],{"categories":6470},[82],{"categories":6472},[],{"categories":6474},[82],{"categories":6476},[316],{"categories":6478},[273],{"categories":6480},[139],{"categories":6482},[139],{"categories":6484},[82],{"categories":6486},[82],{"categories":6488},[134],{"categories":6490},[134],{"categories":6492},[82],{"categories":6494},[144],{"categories":6496},[82],{"categories":6498},[82],{"categories":6500},[82],{"categories":6502},[82],{"categories":6504},[158],{"categories":6506},[82],{"categories":6508},[134],{"categories":6510},[82],{"categories":6512},[82],{"categories":6514},[144],{"categories":6516},[82],{"categories":6518},[273],{"categories":6520},[82],{"categories":6522},[183],{"categories":6524},[82],{"categories":6526},[82],{"categories":6528},[144],{"categories":6530},[147],{"categories":6532},[82],{"categories":6534},[144],{"categories":6536},[82],{"categories":6538},[144],{"categories":6540},[],{"categories":6542},[158],{"categories":6544},[],{"categories":6546},[158],{"categories":6548},[144],{"categories":6550},[134],{"categories":6552},[82],{"categories":6554},[],{"categories":6556},[161],{"categories":6558},[316],{"categories":6560},[82],{"categories":6562},[158],{"categories":6564},[82],{"categories":6566},[],{"categories":6568},[183],{"categories":6570},[144],{"categories":6572},[158],{"categories":6574},[238],{"categories":6576},[139],{"categories":6578},[82],{"categories":6580},[82],{"categories":6582},[144],{"categories":6584},[158],{"categories":6586},[144],{"categories":6588},[183],{"categories":6590},[82],{"categories":6592},[147],{"categories":6594},[134],{"categories":6596},[147],{"categories":6598},[183],{"categories":6600},[82],{"categories":6602},[82],{"categories":6604},[158],{"categories":6606},[82],{"categories":6608},[238],{"categories":6610},[139],{"categories":6612},[82],{"categories":6614},[82],{"categories":6616},[82],{"categories":6618},[82],{"categories":6620},[82],{"categories":6622},[82],{"categories":6624},[144],{"categories":6626},[82],{"categories":6628},[82],{"categories":6630},[82],{"categories":6632},[144],{"categories":6634},[82],{"categories":6636},[82],{"categories":6638},[134],{"categories":6640},[82],{"categories":6642},[144],{"categories":6644},[144],{"categories":6646},[238],{"categories":6648},[144],{"categories":6650},[82],{"categories":6652},[144],{"categories":6654},[82],{"categories":6656},[134],{"categories":6658},[144],{"categories":6660},[238],{"categories":6662},[],{"categories":6664},[82],{"categories":6666},[161],{"categories":6668},[511],{"categories":6670},[82],{"categories":6672},[144],{"categories":6674},[82],{"categories":6676},[82],{"categories":6678},[158],{"categories":6680},[82],{"categories":6682},[],{"categories":6684},[82],{"categories":6686},[144],{"categories":6688},[139],{"categories":6690},[82],{"categories":6692},[273],{"categories":6694},[238],{"categories":6696},[82],{"categories":6698},[158],{"categories":6700},[82],{"categories":6702},[82],{"categories":6704},[183],{"categories":6706},[144],{"categories":6708},[82],{"categories":6710},[273],{"categories":6712},[144],{"categories":6714},[139],{"categories":6716},[139],{"categories":6718},[82],{"categories":6720},[82],{"categories":6722},[82],{"categories":6724},[82],{"categories":6726},[82],{"categories":6728},[82],{"categories":6730},[134],{"categories":6732},[82],{"categories":6734},[],{"categories":6736},[82],{"categories":6738},[82],{"categories":6740},[144],{"categories":6742},[82],{"categories":6744},[144],{"categories":6746},[82],{"categories":6748},[82],{"categories":6750},[82],{"categories":6752},[82],{"categories":6754},[82],{"categories":6756},[82],{"categories":6758},[158],{"categories":6760},[],{"categories":6762},[134],{"categories":6764},[82],{"categories":6766},[82],{"categories":6768},[144],{"categories":6770},[144],{"categories":6772},[],{"categories":6774},[158],{"categories":6776},[158],{"categories":6778},[82],{"categories":6780},[273],{"categories":6782},[139],{"categories":6784},[238],{"categories":6786},[82],{"categories":6788},[],{"categories":6790},[82],{"categories":6792},[144],{"categories":6794},[134],{"categories":6796},[82],{"categories":6798},[82],{"categories":6800},[158],{"categories":6802},[134],{"categories":6804},[82],{"categories":6806},[82],{"categories":6808},[183],{"categories":6810},[161],{"categories":6812},[82],{"categories":6814},[183],{"categories":6816},[82],{"categories":6818},[144],{"categories":6820},[82],{"categories":6822},[82],{"categories":6824},[],{"categories":6826},[183],{"categories":6828},[144],{"categories":6830},[238],{"categories":6832},[161],{"categories":6834},[82],{"categories":6836},[82],{"categories":6838},[82],{"categories":6840},[],{"categories":6842},[144],{"categories":6844},[144],{"categories":6846},[144],{"categories":6848},[3552],{"categories":6850},[183],{"categories":6852},[82],{"categories":6854},[158],{"categories":6856},[147],{"categories":6858},[82],{"categories":6860},[82],{"categories":6862},[82],{"categories":6864},[82],{"categories":6866},[82],{"categories":6868},[144],{"categories":6870},[82],{"categories":6872},[139],{"categories":6874},[82],{"categories":6876},[134],{"categories":6878},[2017],{"categories":6880},[316],{"categories":6882},[134],{"categories":6884},[],{"categories":6886},[147],{"categories":6888},[82],{"categories":6890},[],{"categories":6892},[82],{"categories":6894},[183],{"categories":6896},[144],{"categories":6898},[238],{"categories":6900},[82],{"categories":6902},[144],{"categories":6904},[82],{"categories":6906},[82],{"categories":6908},[82],{"categories":6910},[82],{"categories":6912},[183],{"categories":6914},[],{"categories":6916},[82],{"categories":6918},[144],{"categories":6920},[82],{"categories":6922},[144],{"categories":6924},[144],{"categories":6926},[],{"categories":6928},[82],{"categories":6930},[],{"categories":6932},[183],{"categories":6934},[134],{"categories":6936},[82],{"categories":6938},[238],{"categories":6940},[82],{"categories":6942},[144],{"categories":6944},[183],{"categories":6946},[82],{"categories":6948},[183],{"categories":6950},[],{"categories":6952},[183],{"categories":6954},[82],{"categories":6956},[134],{"categories":6958},[144],{"categories":6960},[511],{"categories":6962},[82],{"categories":6964},[144],{"categories":6966},[82],{"categories":6968},[],{"categories":6970},[158],{"categories":6972},[144],{"categories":6974},[147],{"categories":6976},[144],{"categories":6978},[82],{"categories":6980},[134],{"categories":6982},[82],{"categories":6984},[82],{"categories":6986},[],{"categories":6988},[],{"categories":6990},[],{"categories":6992},[238],{"categories":6994},[82],{"categories":6996},[144],{"categories":6998},[82],{"categories":7000},[82],{"categories":7002},[],{"categories":7004},[],{"categories":7006},[],{"categories":7008},[82],{"categories":7010},[144],{"categories":7012},[238],{"categories":7014},[82],{"categories":7016},[82],{"categories":7018},[],{"categories":7020},[144],{"categories":7022},[82],{"categories":7024},[82],{"categories":7026},[134],{"categories":7028},[],{"categories":7030},[],{"categories":7032},[82],{"categories":7034},[82],{"categories":7036},[82],{"categories":7038},[144],{"categories":7040},[238],{"categories":7042},[82],{"categories":7044},[183],{"categories":7046},[],{"categories":7048},[82],{"categories":7050},[82],{"categories":7052},[273],{"categories":7054},[183],{"categories":7056},[273],{"categories":7058},[158],{"categories":7060},[161],{"categories":7062},[82],{"categories":7064},[82],{"categories":7066},[],{"categories":7068},[],{"categories":7070},[144],{"categories":7072},[],{"categories":7074},[82],{"categories":7076},[511],{"categories":7078},[82],{"categories":7080},[82],{"categories":7082},[82],{"categories":7084},[82],{"categories":7086},[],{"categories":7088},[144],{"categories":7090},[82],{"categories":7092},[82],{"categories":7094},[],{"categories":7096},[144],{"categories":7098},[144],{"categories":7100},[82],{"categories":7102},[183],{"categories":7104},[82],{"categories":7106},[273],{"categories":7108},[82],{"categories":7110},[144],{"categories":7112},[139],{"categories":7114},[147],{"categories":7116},[82],{"categories":7118},[82],{"categories":7120},[144],{"categories":7122},[144],{"categories":7124},[161],{"categories":7126},[144],{"categories":7128},[144],{"categories":7130},[],{"categories":7132},[82],{"categories":7134},[144],{"categories":7136},[],{"categories":7138},[82],{"categories":7140},[],{"categories":7142},[183],{"categories":7144},[139],{"categories":7146},[],{"categories":7148},[82],{"categories":7150},[82],{"categories":7152},[82],{"categories":7154},[],{"categories":7156},[144],{"categories":7158},[238],{"categories":7160},[134],{"categories":7162},[82],{"categories":7164},[],{"categories":7166},[139],{"categories":7168},[273],{"categories":7170},[82],{"categories":7172},[158],{"categories":7174},[134],{"categories":7176},[161],{"categories":7178},[139],{"categories":7180},[158],{"categories":7182},[144],{"categories":7184},[158],{"categories":7186},[],{"categories":7188},[82],{"categories":7190},[147],{"categories":7192},[147],{"categories":7194},[82],{"categories":7196},[],{"categories":7198},[144],{"categories":7200},[144],{"categories":7202},[134],{"categories":7204},[238],{"categories":7206},[82],{"categories":7208},[82],{"categories":7210},[134],{"categories":7212},[144],{"categories":7214},[316],{"categories":7216},[82],{"categories":7218},[82],{"categories":7220},[82],{"categories":7222},[82],{"categories":7224},[82],{"categories":7226},[134],{"categories":7228},[82],{"categories":7230},[158],{"categories":7232},[161],{"categories":7234},[144],{"categories":7236},[],{"categories":7238},[82],{"categories":7240},[82],{"categories":7242},[82],{"categories":7244},[158],{"categories":7246},[144],{"categories":7248},[183],{"categories":7250},[158],{"categories":7252},[82],{"categories":7254},[147],{"categories":7256},[82],{"categories":7258},[],{"categories":7260},[238],{"categories":7262},[158],{"categories":7264},[183],{"categories":7266},[82],{"categories":7268},[82],{"categories":7270},[134],{"categories":7272},[144],{"categories":7274},[82],{"categories":7276},[82],{"categories":7278},[144],{"categories":7280},[147],{"categories":7282},[82],{"categories":7284},[144],{"categories":7286},[82],{"categories":7288},[139],{"categories":7290},[82],{"categories":7292},[144],{"categories":7294},[144,316],{"categories":7296},[82],{"categories":7298},[82],{"categories":7300},[144],{"categories":7302},[158],{"categories":7304},[82],{"categories":7306},[82],{"categories":7308},[82],{"categories":7310},[161],{"categories":7312},[144],{"categories":7314},[273],{"categories":7316},[144],{"categories":7318},[139],{"categories":7320},[],{"categories":7322},[144],{"categories":7324},[82],{"categories":7326},[139],{"categories":7328},[],{"categories":7330},[],{"categories":7332},[82],{"categories":7334},[158],{"categories":7336},[82],{"categories":7338},[82],{"categories":7340},[82],{"categories":7342},[144],{"categories":7344},[82],{"categories":7346},[161],{"categories":7348},[273],{"categories":7350},[82],{"categories":7352},[82],{"categories":7354},[82],{"categories":7356},[82],{"categories":7358},[144],{"categories":7360},[],{"categories":7362},[144],{"categories":7364},[183],{"categories":7366},[82],{"categories":7368},[144],{"categories":7370},[144],{"categories":7372},[82],{"categories":7374},[],{"categories":7376},[183],{"categories":7378},[158],{"categories":7380},[3552],{"categories":7382},[134],{"categories":7384},[158],{"categories":7386},[82],{"categories":7388},[144],{"categories":7390},[82],{"categories":7392},[82],{"categories":7394},[273],{"categories":7396},[158],{"categories":7398},[161],{"categories":7400},[],{"categories":7402},[183],{"categories":7404},[82],{"categories":7406},[82],{"categories":7408},[],{"categories":7410},[144],{"categories":7412},[82],{"categories":7414},[82],{"categories":7416},[82],{"categories":7418},[82],{"categories":7420},[144],{"categories":7422},[82],{"categories":7424},[82],{"categories":7426},[82],{"categories":7428},[82],{"categories":7430},[82],{"categories":7432},[147],{"categories":7434},[82],{"categories":7436},[144],{"categories":7438},[82],{"categories":7440},[82],{"categories":7442},[82],{"categories":7444},[82],{"categories":7446},[82],{"categories":7448},[82],{"categories":7450},[82],{"categories":7452},[139],{"categories":7454},[],{"categories":7456},[147],{"categories":7458},[82],{"categories":7460},[183],{"categories":7462},[144],{"categories":7464},[82],{"categories":7466},[158],{"categories":7468},[],{"categories":7470},[158],{"categories":7472},[158],{"categories":7474},[144],{"categories":7476},[158],{"categories":7478},[82],{"categories":7480},[82],{"categories":7482},[82],{"categories":7484},[144],{"categories":7486},[158],{"categories":7488},[82],{"categories":7490},[82],{"categories":7492},[82],{"categories":7494},[144],{"categories":7496},[183],{"categories":7498},[82],{"categories":7500},[82],{"categories":7502},[82],{"categories":7504},[139],{"categories":7506},[82],{"categories":7508},[144],{"categories":7510},[238],{"categories":7512},[],{"categories":7514},[82],{"categories":7516},[82],{"categories":7518},[161],{"categories":7520},[82],{"categories":7522},[144],{"categories":7524},[82],{"categories":7526},[82],{"categories":7528},[],{"categories":7530},[82],{"categories":7532},[82],{"categories":7534},[183],{"categories":7536},[82],{"categories":7538},[82],{"categories":7540},[144],{"categories":7542},[273],{"categories":7544},[],{"categories":7546},[],{"categories":7548},[158],{"categories":7550},[82],{"categories":7552},[82],{"categories":7554},[147],{"categories":7556},[183],{"categories":7558},[82],{"categories":7560},[158],{"categories":7562},[183],{"categories":7564},[82],{"categories":7566},[82],{"categories":7568},[273],{"categories":7570},[161],{"categories":7572},[82],{"categories":7574},[82],{"categories":7576},[134],{"categories":7578},[144],{"categories":7580},[82],{"categories":7582},[82],{"categories":7584},[144],{"categories":7586},[139],{"categories":7588},[144],{"categories":7590},[158],{"categories":7592},[82],{"categories":7594},[139],{"categories":7596},[],{"categories":7598},[82],{"categories":7600},[161],{"categories":7602},[82],{"categories":7604},[82],{"categories":7606},[],{"categories":7608},[183],{"categories":7610},[82],{"categories":7612},[144],{"categories":7614},[161],{"categories":7616},[82],{"categories":7618},[158],{"categories":7620},[158],{"categories":7622},[158],{"categories":7624},[82],{"categories":7626},[144],{"categories":7628},[144],{"categories":7630},[82],{"categories":7632},[144],{"categories":7634},[82],{"categories":7636},[82],{"categories":7638},[238],{"categories":7640},[161],{"categories":7642},[161],{"categories":7644},[],{"categories":7646},[183],{"categories":7648},[82],{"categories":7650},[82],{"categories":7652},[158],{"categories":7654},[],{"categories":7656},[183],{"categories":7658},[183],{"categories":7660},[183],{"categories":7662},[],{"categories":7664},[144],{"categories":7666},[82],{"categories":7668},[],{"categories":7670},[134],{"categories":7672},[139],{"categories":7674},[],{"categories":7676},[82],{"categories":7678},[82],{"categories":7680},[],{"categories":7682},[158],{"categories":7684},[],{"categories":7686},[],{"categories":7688},[],{"categories":7690},[],{"categories":7692},[82],{"categories":7694},[183],{"categories":7696},[],{"categories":7698},[],{"categories":7700},[82],{"categories":7702},[82],{"categories":7704},[82],{"categories":7706},[161],{"categories":7708},[82],{"categories":7710},[161],{"categories":7712},[],{"categories":7714},[161],{"categories":7716},[161],{"categories":7718},[316],{"categories":7720},[144],{"categories":7722},[158],{"categories":7724},[],{"categories":7726},[],{"categories":7728},[161],{"categories":7730},[158],{"categories":7732},[158],{"categories":7734},[158],{"categories":7736},[],{"categories":7738},[134],{"categories":7740},[158],{"categories":7742},[158],{"categories":7744},[134],{"categories":7746},[158],{"categories":7748},[139],{"categories":7750},[158],{"categories":7752},[158],{"categories":7754},[158],{"categories":7756},[161],{"categories":7758},[183],{"categories":7760},[183],{"categories":7762},[82],{"categories":7764},[158],{"categories":7766},[161],{"categories":7768},[316],{"categories":7770},[161],{"categories":7772},[161],{"categories":7774},[161],{"categories":7776},[],{"categories":7778},[139],{"categories":7780},[],{"categories":7782},[316],{"categories":7784},[158],{"categories":7786},[158],{"categories":7788},[158],{"categories":7790},[144],{"categories":7792},[183,139],{"categories":7794},[161],{"categories":7796},[],{"categories":7798},[],{"categories":7800},[161],{"categories":7802},[],{"categories":7804},[161],{"categories":7806},[183],{"categories":7808},[144],{"categories":7810},[],{"categories":7812},[158],{"categories":7814},[82],{"categories":7816},[238],{"categories":7818},[],{"categories":7820},[82],{"categories":7822},[],{"categories":7824},[183],{"categories":7826},[134],{"categories":7828},[161],{"categories":7830},[],{"categories":7832},[158],{"categories":7834},[183],[7836,7920,8006,8062],{"id":7837,"title":7838,"ai":7839,"body":7844,"categories":7895,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":7896,"navigation":108,"path":7904,"published_at":7905,"question":83,"scraped_at":7906,"seo":7907,"sitemap":7908,"source_id":7909,"source_name":7910,"source_type":116,"source_url":7911,"stem":7912,"tags":7913,"thumbnail_url":7915,"tldr":7916,"tweet":7917,"unknown_tags":7918,"__hash__":7919},"summaries\u002Fsummaries\u002F9f5e6c816f0e4551-using-ai-agents-and-apis-for-real-time-data-proces-summary.md","Using AI Agents and APIs for Real-Time Data Processing",{"provider":7,"model":8,"input_tokens":7840,"output_tokens":7841,"processing_time_ms":7842,"cost_usd":7843},5926,581,3481,0.002353,{"type":14,"value":7845,"toc":7890},[7846,7850,7853,7857,7860,7863,7883,7887],[17,7847,7849],{"id":7848},"the-limitation-of-raw-llm-processing","The Limitation of Raw LLM Processing",[22,7851,7852],{},"Large Language Models (LLMs) are fundamentally next-token predictors, not computational engines. While they can ingest vast amounts of text, they struggle with high-frequency, raw numerical data. For instance, tracking 21 body joints at 50 samples per second generates over 3,000 data points per second. Feeding this volume of raw data into an LLM context window is inefficient, expensive, and prone to error because the model is not optimized for the complex mathematical derivations required to turn raw coordinates into meaningful biomechanical insights.",[17,7854,7856],{"id":7855},"the-api-first-architecture-for-ai-agents","The API-First Architecture for AI Agents",[22,7858,7859],{},"To solve this, developers should adopt an architecture that separates heavy computation from reasoning. In the US Open example, specialized backend services process raw camera data into high-level, structured insights (e.g., \"efficiency\" and \"effectiveness\" scores).",[22,7861,7862],{},"This creates a clean handoff:",[48,7864,7865,7871,7877],{},[51,7866,7867,7870],{},[54,7868,7869],{},"Specialized Services:"," Handle the \"heavy lifting\"—processing billions of data points into kilobytes of structured, human-readable metrics.",[51,7872,7873,7876],{},[54,7874,7875],{},"APIs:"," Act as the interface that exposes these processed insights to the LLM.",[51,7878,7879,7882],{},[54,7880,7881],{},"AI Agents:"," Use a tool-calling loop to determine when they need external data. The agent is provided with a list of tools (defined by name, description, and parameters). When the agent identifies a knowledge gap, it outputs a structured request to the API, receives the processed data, and then uses its reasoning capabilities to synthesize an answer.",[17,7884,7886],{"id":7885},"applying-the-pattern-beyond-sports","Applying the Pattern Beyond Sports",[22,7888,7889],{},"This \"Agent + API\" pattern is a universal architectural strategy for building production-ready AI. Whether you are analyzing tennis serves or investigating a production system outage, the principle remains the same: use specialized APIs to query logs, metrics, or monitoring tools, and use the LLM only to interpret the results. By offloading the data processing to systems designed for that purpose, you ensure the LLM remains focused on its core strength: turning complex, structured data into actionable, human-readable insights.",{"title":75,"searchDepth":76,"depth":76,"links":7891},[7892,7893,7894],{"id":7848,"depth":76,"text":7849},{"id":7855,"depth":76,"text":7856},{"id":7885,"depth":76,"text":7886},[82],{"content_references":7897,"triage":7900},[7898],{"type":89,"title":7899,"context":96},"IBM Bob",{"relevance":7901,"novelty":104,"quality":104,"actionability":104,"composite":7902,"reasoning":7903},5,4.35,"Category: AI & LLMs. The article provides a detailed framework for integrating AI agents and APIs to enhance real-time data processing, addressing a specific pain point for developers looking to optimize LLM usage. It offers actionable insights on separating computation from reasoning, which can be directly applied in product development.","\u002Fsummaries\u002F9f5e6c816f0e4551-using-ai-agents-and-apis-for-real-time-data-proces-summary","2026-09-24 11:00:22","2026-09-25 03:17:58",{"title":7838,"description":75},{"loc":7904},"9f5e6c816f0e4551","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=F3hlZSZc6UI","summaries\u002F9f5e6c816f0e4551-using-ai-agents-and-apis-for-real-time-data-proces-summary",[121,120,7914,122],"ai-tools","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FF3hlZSZc6UI\u002Fhqdefault.jpg","LLMs are poor at raw data crunching but excellent at reasoning. By offloading heavy computation to specialized APIs and using AI agents to orchestrate tool-calling, you can ground models in real-time, high-fidelity data.","This video explains why you should use specialized backend APIs to process raw data before feeding it to an LLM, rather than dumping massive datasets directly into a context window. It uses the US Open's \"Serve Quality\" tracking as a case study to demonstrate how an AI agent can effectively use tool-calling to retrieve pre-processed insights.",[122],"PxYbeOOeeZtMqHyYWbg52ivN4QyyP2KW_kofxIby6_I",{"id":7921,"title":7922,"ai":7923,"body":7928,"categories":7979,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":7980,"navigation":108,"path":7991,"published_at":7992,"question":83,"scraped_at":7993,"seo":7994,"sitemap":7995,"source_id":7996,"source_name":7997,"source_type":116,"source_url":7998,"stem":7999,"tags":8000,"thumbnail_url":8001,"tldr":8002,"tweet":8003,"unknown_tags":8004,"__hash__":8005},"summaries\u002Fsummaries\u002F6cd17621a7c49d3a-making-websites-agent-ready-with-webmcp-summary.md","Making Websites Agent-Ready with WebMCP",{"provider":7,"model":8,"input_tokens":7924,"output_tokens":7925,"processing_time_ms":7926,"cost_usd":7927},5063,543,2491,0.00208025,{"type":14,"value":7929,"toc":7974},[7930,7934,7937,7941,7944,7947,7967,7971],[17,7931,7933],{"id":7932},"the-problem-with-agentic-web-navigation","The Problem with Agentic Web Navigation",[22,7935,7936],{},"Modern websites are designed for human consumption, forcing AI agents to rely on brittle techniques like screenshot-scraping or DOM-parsing to perform tasks. These methods are computationally expensive, consume high token counts, and are prone to failure when UI layouts change. As AI agents increasingly act as autonomous users, websites must evolve from human-readable documents into machine-accessible interfaces.",[17,7938,7940],{"id":7939},"webmcp-typed-tools-for-the-browser","WebMCP: Typed Tools for the Browser",[22,7942,7943],{},"WebMCP (Model Context Protocol for the Web) bridges this gap by allowing developers to declare agent-ready interfaces directly within a web page. Instead of an agent guessing how to interact with a site, the site exposes a set of predefined, typed tools via a browser API.",[22,7945,7946],{},"Key benefits include:",[48,7948,7949,7955,7961],{},[51,7950,7951,7954],{},[54,7952,7953],{},"Contextual Awareness:"," Tools are scoped to the specific page (e.g., an e-commerce product page exposes 'add-to-cart', while the home page exposes 'search').",[51,7956,7957,7960],{},[54,7958,7959],{},"Efficiency:"," By using direct tool calls rather than visual analysis, agents operate with significantly lower latency and reduced token consumption.",[51,7962,7963,7966],{},[54,7964,7965],{},"Reliability:"," Developers define a strict contract—including inputs, outputs, and required fields—ensuring the agent interacts with the site in a predictable, programmatic manner.",[17,7968,7970],{"id":7969},"enabling-local-agent-workflows","Enabling Local Agent Workflows",[22,7972,7973],{},"Beyond remote automation, WebMCP facilitates tighter integration between local development environments and web-based UIs. By exposing internal developer portals as MCP-enabled tools, developers can allow agents to trigger staging executions, monitor logs, and inspect data lineage directly through the browser. This creates a feedback loop where the agent handles the heavy lifting of code development or data transformation, while the developer retains visual oversight of the execution results. This approach shifts the agent's role from a simple scraper to an active participant in the development lifecycle.",{"title":75,"searchDepth":76,"depth":76,"links":7975},[7976,7977,7978],{"id":7932,"depth":76,"text":7933},{"id":7939,"depth":76,"text":7940},{"id":7969,"depth":76,"text":7970},[82],{"content_references":7981,"triage":7989},[7982,7985,7987],{"type":89,"title":7983,"url":7984,"context":92},"WebMCP","https:\u002F\u002Fgoo.gle\u002F4g8TC5t",{"type":89,"title":7986,"context":96},"Gemini",{"type":89,"title":7988,"context":96},"React",{"relevance":7901,"novelty":104,"quality":104,"actionability":104,"composite":7902,"reasoning":7990},"Category: AI & LLMs. The article discusses WebMCP, a tool that enables developers to create agent-ready interfaces, addressing a specific pain point of AI agents relying on inefficient methods for web navigation. It provides actionable insights on how to implement this protocol to enhance AI interactions with web pages.","\u002Fsummaries\u002F6cd17621a7c49d3a-making-websites-agent-ready-with-webmcp-summary","2026-08-17 19:00:25","2026-08-18 03:10:16",{"title":7922,"description":75},{"loc":7991},"6cd17621a7c49d3a","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=FARxSG_EY98","summaries\u002F6cd17621a7c49d3a-making-websites-agent-ready-with-webmcp-summary",[7914,120,121,123],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FFARxSG_EY98\u002Fhqdefault.jpg","WebMCP allows developers to expose typed, contextual tools directly within web pages, enabling AI agents to interact with sites reliably and efficiently without relying on expensive, error-prone screenshot scraping.","This video demonstrates [WebMCP](https:\u002F\u002Fgoo.gle\u002F4g8TC5t), a method for embedding structured, typed tools directly into web pages so AI agents can interact with them via browser APIs rather than relying on visual scraping. The speaker walks through a React-based demo to show how this reduces token usage and improves reliability for agentic workflows.",[123],"18ejAx8eALglsqsI75bmNn-vG76hhXyeGoKB_l6vqdc",{"id":8007,"title":8008,"ai":8009,"body":8015,"categories":8043,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":8044,"navigation":108,"path":8049,"published_at":8050,"question":83,"scraped_at":8050,"seo":8051,"sitemap":8052,"source_id":8053,"source_name":8054,"source_type":8055,"source_url":8056,"stem":8057,"tags":8058,"thumbnail_url":83,"tldr":8059,"tweet":83,"unknown_tags":8060,"__hash__":8061},"summaries\u002Fsummaries\u002F0ef58dbb67f9059c-uber-s-openai-powered-multi-agent-ai-optimizes-ear-summary.md","Uber's OpenAI-Powered Multi-Agent AI Optimizes Earnings and Booking",{"provider":7,"model":8010,"input_tokens":8011,"output_tokens":8012,"processing_time_ms":8013,"cost_usd":8014},"x-ai\u002Fgrok-4.1-fast",7179,1572,27560,0.0021993,{"type":14,"value":8016,"toc":8038},[8017,8021,8024,8028,8031,8035],[17,8018,8020],{"id":8019},"multi-agent-architecture-turns-marketplace-data-into-actionable-driver-insights","Multi-Agent Architecture Turns Marketplace Data into Actionable Driver Insights",[22,8022,8023],{},"Uber processes 40 million daily trips across 10 million drivers\u002Fcouriers in 15,000 cities over 70 countries, with 1.7 million concurrent rides influenced by traffic, weather, and events. Uber Assistant uses OpenAI frontier models to summarize complex signals like earnings trends and heatmaps into plain-language recommendations, answering queries like optimal positioning or switching rides to deliveries. This reduces cognitive load, helping new drivers ramp up faster than relying on hundreds of trips for platform learning. Experienced drivers return for follow-ups, boosting repeat engagement and on-platform time utilization. The system routes queries via multi-agent setup: nano\u002Fmini models for lightweight classification and speed, larger reasoning models for complex tasks. AI Guard screens prompts\u002Fresponses to enforce safety, privacy, policy compliance, cut hallucinations, and ensure low-latency mobile performance—critical since distrust causes quick user drop-off.",[17,8025,8027],{"id":8026},"voice-realtime-api-enables-natural-interactions-for-riders-and-drivers","Voice Realtime API Enables Natural Interactions for Riders and Drivers",[22,8029,8030],{},"OpenAI Realtime API powers voice features in the Uber app, letting users speak full intents like \"five pieces of luggage, five people, nice ride to airport\" for recommendations such as UberXL or saved locations like \"home.\" It syncs spoken and visual responses, removing multi-tap friction for complex requests. This broadens accessibility for older adults, visually impaired users, or hands-free drivers, orchestrating outcomes across the ecosystem without sequential tasks. Voice unlocks nuanced event sequences per trip\u002Fdrive, providing data to refine future features at Uber's scale.",[17,8032,8034],{"id":8033},"organizational-shifts-accelerate-ai-product-cycles","Organizational Shifts Accelerate AI Product Cycles",[22,8036,8037],{},"Uber embeds LLMs organization-wide, democratizing prompting, retrieval, evaluation, and orchestration beyond a central AI team—engaging engineering, product, legal, operations, and design for policy, testing, and UX. This fosters cross-team collaboration, faster experimentation, and iteration. Beta rollout reaches hundreds of thousands of U.S. drivers, prioritizing early-lifecycle support for better positioning\u002Ftrips, strong repeat use after value delivery, and optimized time via insights. Result: productive work, seamless transport, humanized logistics.",{"title":75,"searchDepth":76,"depth":76,"links":8039},[8040,8041,8042],{"id":8019,"depth":76,"text":8020},{"id":8026,"depth":76,"text":8027},{"id":8033,"depth":76,"text":8034},[82],{"content_references":8045,"triage":8046},[],{"relevance":7901,"novelty":104,"quality":104,"actionability":105,"composite":8047,"reasoning":8048},4.15,"Category: AI & LLMs. The article discusses Uber's implementation of OpenAI models in a multi-agent architecture, which directly addresses practical applications of AI in optimizing driver experiences and operational efficiency. It provides insights into how Uber leverages AI to enhance user interactions and streamline processes, making it relevant for product builders interested in AI integration.","\u002Fsummaries\u002F0ef58dbb67f9059c-uber-s-openai-powered-multi-agent-ai-optimizes-ear-summary","2026-05-11 15:04:26",{"title":8008,"description":75},{"loc":8049},"0ef58dbb67f9059c","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fuber","summaries\u002F0ef58dbb67f9059c-uber-s-openai-powered-multi-agent-ai-optimizes-ear-summary",[121,120],"Uber deploys OpenAI models via multi-agent architecture for Uber Assistant, delivering real-time driver guidance from marketplace data and voice-based ride booking, accelerating new driver ramp-up versus hundreds of trips via trial-and-error.",[],"yGF9AUDRqSMC2I2dNWYkDz4g_Y6jWUMkTkDUbMB341M",{"id":8063,"title":8064,"ai":8065,"body":8070,"categories":8131,"created_at":83,"date_modified":83,"description":75,"extension":84,"faq":83,"featured":85,"kicker_label":83,"meta":8132,"navigation":108,"path":8139,"published_at":8140,"question":83,"scraped_at":8141,"seo":8142,"sitemap":8143,"source_id":8144,"source_name":8145,"source_type":8055,"source_url":8146,"stem":8147,"tags":8148,"thumbnail_url":83,"tldr":8149,"tweet":83,"unknown_tags":8150,"__hash__":8151},"summaries\u002Fsummaries\u002F6b8d02ecdd85e30f-reward-queries-to-fix-rag-agent-failures-summary.md","Reward Queries to Fix RAG Agent Failures",{"provider":7,"model":8010,"input_tokens":8066,"output_tokens":8067,"processing_time_ms":8068,"cost_usd":8069},3889,1366,12476,0.00143815,{"type":14,"value":8071,"toc":8127},[8072,8076,8079,8093,8096,8100,8103,8124],[17,8073,8075],{"id":8074},"why-initial-queries-derail-llm-search-agents","Why Initial Queries Derail LLM Search Agents",[22,8077,8078],{},"Most LLM-based search agents emphasize reasoning ('how to think') but neglect query quality ('how to ask'). A poor first query retrieves irrelevant results, cascading failures. In the ASearcher dataset example:",[48,8080,8081,8084,8087,8090],{},[51,8082,8083],{},"User query: \"An Annapolis Story stars which American stage, film, and television actor born on February 15, 1914?\"",[51,8085,8086],{},"Agent query: \"birthdate of Kevin McCarthy\" (omits 'actor' constraint, causing entity ambiguity).",[51,8088,8089],{},"Retrieval: Politician Kevin McCarthy (born 1965).",[51,8091,8092],{},"Outcome: Agent concludes \"Not Found\".",[22,8094,8095],{},"This shows how early errors compound, as agents rarely self-correct without guidance. Fix by rewarding good intermediate searches and refining bad ones directly.",[17,8097,8099],{"id":8098},"smartsearch-process-rewards-for-query-refinement","SmartSearch: Process Rewards for Query Refinement",[22,8101,8102],{},"SmartSearch introduces reward-guided query refinement to upgrade agent policies. Core steps:",[8104,8105,8106,8112,8118],"ol",{},[51,8107,8108,8111],{},[54,8109,8110],{},"Reward the Query",": Score intermediate queries by retrieval quality (e.g., relevance to user intent). High-reward queries reinforce successful patterns.",[51,8113,8114,8117],{},[54,8115,8116],{},"Fix the Retrieval",": For low-reward queries, automatically refine (e.g., add constraints like 'actor' or disambiguate entities) before re-retrieving.",[51,8119,8120,8123],{},[54,8121,8122],{},"Upgrade the Agent",": Bake refinements into the agent's policy via reinforcement learning or fine-tuning, making better querying habitual.",[22,8125,8126],{},"This shifts focus from end-to-end trajectories to process-level optimization, turning brittle agents into robust search systems. Early bad steps no longer doom the entire response.",{"title":75,"searchDepth":76,"depth":76,"links":8128},[8129,8130],{"id":8074,"depth":76,"text":8075},{"id":8098,"depth":76,"text":8099},[82],{"content_references":8133,"triage":8137},[8134],{"type":8135,"title":8136,"context":96},"dataset","ASearcher dataset",{"relevance":7901,"novelty":104,"quality":104,"actionability":104,"composite":7902,"reasoning":8138},"Category: AI & LLMs. The article provides a deep dive into improving LLM search agents by addressing query quality, which is a critical pain point for developers integrating AI. It offers a novel approach with the SmartSearch method, detailing actionable steps for refining queries through a reward system.","\u002Fsummaries\u002F6b8d02ecdd85e30f-reward-queries-to-fix-rag-agent-failures-summary","2026-05-01 20:30:10","2026-05-03 17:00:35",{"title":8064,"description":75},{"loc":8139},"6b8d02ecdd85e30f","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fsmartsearch-reward-the-query-fix-the-retrieval-upgrade-the-agent-913c2f9eadcf?source=rss----5517fd7b58a6---4","summaries\u002F6b8d02ecdd85e30f-reward-queries-to-fix-rag-agent-failures-summary",[121,120],"LLM search agents fail from poor initial queries; SmartSearch uses process rewards to refine them, preventing bad retrievals like mistaking actor Kevin McCarthy (1914) for politician (1965).",[],"jh7-T6sGw1O6c9xX-Cj9l7QR0QDxOkm8zS6zycLTOuA"]